GitHub - MobinX/awesome-mcp-list: A concise list for mcp servers

GitHub - MobinX/awesome-mcp-list: A concise list for mcp servers

来源: https://github.com/MobinX/awesome-mcp-list

作者: None

原始日期: 2025-04-01

分类: agents

标签: mcp, [], openai

English

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MobinX/awesome-mcp-list: A concise list for mcp servers · GitHub Skip to content {"props":{"docsUrl":"https://docs.github.com/get-started/accessibility/keyboard-shortcuts"}} /* Override primer focus outline color for marketing header dropdown links for better contrast */ [data-color-mode="light"] .HeaderMenu-dropdown-link:focus-visible, [data-color-mode="light"] .HeaderMenu-trailing-link a:focus-visible { outline-color: var(--color-accent-fg); } Navigation Menu Toggle navigation Sign in Appearance settings {"props":{}} {"props":{"should_use_dotcom_links":true}} PlatformAI CODE CREATIONGitHub CopilotWrite better code with AIGitHub SparkBuild and deploy intelligent appsGitHub ModelsManage and compare promptsMCP RegistryNewIntegrate external toolsDEVELOPER WORKFLOWSActionsAutomate any workflowCodespacesInstant dev environmentsIssuesPlan and track workCode ReviewManage code changesAPPLICATION SECURITYGitHub Advanced SecurityFind and fix vulnerabilitiesCode securitySecure your code as you buildSecret protectionStop leaks before they startEXPLOREWhy GitHubDocumentationBlogChangelogMarketplaceView all featuresSolutionsBY COMPANY SIZEEnterprisesSmall and medium teamsStartupsNonprofitsBY USE CASEApp ModernizationDevSecOpsDevOpsCI/CDView all use casesBY INDUSTRYHealthcareFinancial servicesManufacturingGovernmentView all industriesView all solutionsResourcesEXPLORE BY TOPICAISoftware DevelopmentDevOpsSecurityView all topicsEXPLORE BY TYPECustomer storiesEvents & webinarsEbooks & reportsBusiness insightsGitHub SkillsSUPPORT & SERVICESDocumentationCustomer supportCommunity forumTrust centerPartnersView all resourcesOpen SourceCOMMUNITYGitHub SponsorsFund open source developersPROGRAMSSecurity LabMaintainer CommunityAcceleratorGitHub StarsArchive ProgramREPOSITORIESTopicsTrendingCollectionsEnterpriseENTERPRISE SOLUTIONSEnterprise platformAI-powered developer platformAVAILABLE ADD-ONSGitHub Advanced SecurityEnterprise-grade security featuresCopilot for BusinessEnterprise-grade AI featuresPremium SupportEnterprise-grade 24/7 supportPricing{"resolvedServerColorMode":"day"} Search or jump to... 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Dismiss alert {{ message }} MobinX / awesome-mcp-list Public Notifications You must be signed in to change notification settings Fork 183 Star 881 Code Issues 27 Pull requests 98 Actions Projects Security and quality 0 Insights Additional navigation options Code Issues Pull requests Actions Projects Security and quality Insights {"payload":{"codeViewRepoRoute":{"path":"/","refInfo":{"name":"main","listCacheKey":"v0:1742833999.0","canEdit":false,"refType":"branch","currentOid":"093d8564ac4bc2282e37f2c6cf3027598e20c28b"},"tree":{"items":[{"name":"README.md","path":"README.md","contentType":"file"}],"totalCount":1,"templateDirectorySuggestionUrl":null,"readme":null,"showBranchInfobar":false},"userNameDisplayConfiguration":null,"treeExpanded":false,"symbolsExpanded":false,"copilotSWEAgentEnabled":false,"isOverview":true,"overview":{"banners":{"shouldRecommendReadme":false,"isPersonalRepo":false,"showUseActionBanner":false,"actionSlug":null,"actionId":null,"showProtectBranchBanner":false,"transactionalMessageBanner":null,"publishBannersInfo":{"dismissActionNoticePath":"/settings/dismiss-notice/publish_action_from_repo","releasePath":"/MobinX/awesome-mcp-list/releases/new?marketplace=true","showPublishActionBanner":false},"interactionLimitBanner":null,"showInvitationBanner":false,"inviterName":null,"actionsMigrationBannerInfo":{"releaseTags":[],"showImmutableActionsMigrationBanner":false,"initialMigrationStatus":null}},"codeButton":{"contactPath":"/contact","isEnterprise":false,"local":{"protocolInfo":{"httpAvailable":true,"sshAvailable":null,"httpUrl":"https://github.com/MobinX/awesome-mcp-list.git","showCloneWarning":null,"sshUrl":null,"sshCertificatesRequired":null,"sshCertificatesAvailable":null,"ghCliUrl":"gh repo clone MobinX/awesome-mcp-list","defaultProtocol":"http","newSshKeyUrl":"/settings/ssh/new","setProtocolPath":"/users/set_protocol"},"platformInfo":{"cloneUrl":"https://desktop.github.com","showVisualStudioCloneButton":false,"visualStudioCloneUrl":"https://windows.github.com","showXcodeCloneButton":false,"xcodeCloneUrl":"xcode://clone?repo=https%3A%2F%2Fgithub.com%2FMobinX%2Fawesome-mcp-list","zipballUrl":"/MobinX/awesome-mcp-list/archive/refs/heads/main.zip"}},"newCodespacePath":"/codespaces/new?hide_repo_select=true\u0026repo=954152789"},"popovers":{"rename":null,"renamedParentRepo":null},"commitCount":"79","overviewFiles":[{"displayName":"README.md","repoName":"awesome-mcp-list","refName":"main","path":"README.md","preferredFileType":"readme","tabName":"README","richText":"\u003carticle class=\"markdown-body entry-content container-lg\" itemprop=\"text\"\u003e\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAwesome MCP Servers - Concise List\u003c/h1\u003e\u003ca id=\"user-content-awesome-mcp-servers---concise-list\" class=\"anchor\" aria-label=\"Permalink: Awesome MCP Servers - Concise List\" href=\"#awesome-mcp-servers---concise-list\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eNote that this list is continuously updating and improving. Please star this repo if you find it useful – it's worth bookmarking!\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📂 Browser Control\u003c/h3\u003e\u003ca id=\"user-content--browser-control\" class=\"anchor\" aria-label=\"Permalink: 📂 Browser Control\" href=\"#-browser-control\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/recursechat/mcp-server-apple-shortcuts\"\u003e@recursechat/mcp-server-apple-shortcuts\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/recursechat/mcp-server-apple-shortcuts\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d11f3901c9469d9854c9333ee390bf84081abb8979abfd24ada5a26635154009/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f72656375727365636861742f6d63702d7365727665722d6170706c652d73686f7274637574733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/recursechat/mcp-server-apple-shortcuts?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with macOS Shortcuts for automation via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kimtth/mcp-aoai-web-browsing\"\u003e@kimtth/mcp-aoai-web-browsing\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kimtth/mcp-aoai-web-browsing\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9896a604ee0912f8dcac160ac7a3c09635e6c172c3e9c64147bd51020085fe68/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b696d7474682f6d63702d616f61692d7765622d62726f7773696e673f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kimtth/mcp-aoai-web-browsing?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Implements minimal web browsing using Azure OpenAI and Playwright.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pskill9/web-search\"\u003e@pskill9/web-search\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pskill9/web-search\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b481c51ece0526d56d28bb217f99a9f444090773cd1945b9170e5a0ca79ad408/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f70736b696c6c392f7765622d7365617263683f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pskill9/web-search?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides web search capabilities using Google results without requiring API keys.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/co-browser/browser-use-mcp-server\"\u003e@co-browser/browser-use-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/co-browser/browser-use-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/cbe24923bf059532357c62359d604142bcc1671cbe5204a27fc1f2475ff4e188/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636f2d62726f777365722f62726f777365722d7573652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/co-browser/browser-use-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Packages \u003ccode\u003ebrowser-use\u003c/code\u003e as an MCP server, with Docker support for Chromium and VNC.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/blackwhite084/playwright-plus-python-mcp\"\u003e@blackwhite084/playwright-plus-python-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/blackwhite084/playwright-plus-python-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fe7a85770072a4d62dd2422b5dc5baccc58c2f169ffae3bf2c0c2c41677d0459/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626c61636b77686974653038342f706c61797772696768742d706c75732d707974686f6e2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/blackwhite084/playwright-plus-python-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Leverages Playwright via Python, optimized for large language models.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/executeautomation/mcp-playwright\"\u003e@executeautomation/playwright-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/executeautomation/mcp-playwright\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7366f8fc9ddce1543f29f3410e6b0cfd9f8af40e47109dcd03c45993b43bdb2a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f657865637574656175746f6d6174696f6e2f6d63702d706c61797772696768743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/executeautomation/mcp-playwright?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Utilizes Playwright for web automation and data extraction within an MCP framework.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Automata-Labs-team/MCP-Server-Playwright\"\u003e@automatalabs/mcp-server-playwright\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Automata-Labs-team/MCP-Server-Playwright\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/28bf2d78e58aa1cdbf5cff890036c32b8d71e72aba70c795a431c5b45cd09f59/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4175746f6d6174612d4c6162732d7465616d2f4d43502d5365727665722d506c61797772696768743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Automata-Labs-team/MCP-Server-Playwright?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Controls web browsers via Playwright through MCP commands.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer\"\u003emodelcontextprotocol/server-puppeteer\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Automates web interactions and scraping using Puppeteer (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kimtaeyoon83/mcp-server-youtube-transcript\"\u003e@kimtaeyoon83/mcp-server-youtube-transcript\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kimtaeyoon83/mcp-server-youtube-transcript\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/292c60a44ded3978f9e9a3e01a6e2b3acf9390d144f11325f688c05b120a5d00/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b696d746165796f6f6e38332f6d63702d7365727665722d796f75747562652d7472616e7363726970743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kimtaeyoon83/mcp-server-youtube-transcript?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Extracts subtitles and transcripts from YouTube videos for AI processing.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🎨 Art \u0026amp; Culture\u003c/h3\u003e\u003ca id=\"user-content--art--culture\" class=\"anchor\" aria-label=\"Permalink: 🎨 Art \u0026amp; Culture\" href=\"#-art--culture\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/burningion/video-editing-mcp\"\u003eburningion/video-editing-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/burningion/video-editing-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/cbf29178b76052e74d3fee36a69da7edc2f7722323fdb14c3a200027d06ed12c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6275726e696e67696f6e2f766964656f2d65646974696e672d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/burningion/video-editing-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables AI-driven video editing, analysis, and search within a video collection.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/fasuizu-br/speech-ai-examples\"\u003efasuizu-br/speech-ai-examples\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/fasuizu-br/speech-ai-examples\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a6942d50f2e08adde0c708ed1b4ec70c5b179b30c81046523aecf27371809ed3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f66617375697a752d62722f7370656563682d61692d6578616d706c65733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/fasuizu-br/speech-ai-examples?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Speech AI MCP server with pronunciation assessment (phoneme-level scoring, 17MB model, \u0026lt;300ms), text-to-speech, and speech-to-text. 8 tools for language learning, accessibility, and voice applications.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/r-huijts/rijksmuseum-mcp\"\u003er-huijts/rijksmuseum-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/r-huijts/rijksmuseum-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b6f9ec1a2f8bf4713570a931eae92f4269ff30ed3c33b7635c609c89612e42a3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f722d6875696a74732f72696a6b736d757365756d2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/r-huijts/rijksmuseum-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to the Rijksmuseum API for accessing art collections and details.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/yuna0x0/anilist-mcp\"\u003eyuna0x0/anilist-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/yuna0x0/anilist-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b3a4d863262a8bf821176ba1a0cb271b1f69430f3df10163d4553721a0892d25/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f79756e613078302f616e696c6973742d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/yuna0x0/anilist-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides information on anime and manga through integration with the AniList API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/austenstone/myinstants-mcp\"\u003eaustenstone/myinstants-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/austenstone/myinstants-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6dd28e1c2a9d0af07bf4408e49f916c7cd49329ad9d358f0b0189b7dec4f8216/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61757374656e73746f6e652f6d79696e7374616e74732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/austenstone/myinstants-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories. \u003ccode\u003enpx myinstants-mcp\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e☁️ Cloud Platforms\u003c/h3\u003e\u003ca id=\"user-content-️-cloud-platforms\" class=\"anchor\" aria-label=\"Permalink: ☁️ Cloud Platforms\" href=\"#️-cloud-platforms\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/cloudflare/mcp-server-cloudflare\"\u003ecloudflare/mcp-server-cloudflare\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/cloudflare/mcp-server-cloudflare\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7666de4e055072f6dd7587235a0637853cd30671270989ee96a3456dfda80fbd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636c6f7564666c6172652f6d63702d7365727665722d636c6f7564666c6172653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/cloudflare/mcp-server-cloudflare?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with various Cloudflare services like Workers and KV.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/isgudtek/mycrab-mcp\"\u003eisgudtek/mycrab-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/isgudtek/mycrab-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/c5fc127e78637a302451d658bb446ea1c20797de1f1732c245784a7423df218a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f697367756474656b2f6d79637261622d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/isgudtek/mycrab-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Instant public HTTPS Cloudflare tunnels for AI agents. Free ephemeral URLs in 60s or permanent custom subdomains via Solana micropayment. Install with \u003ccode\u003euvx mycrab-mcp\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/alexei-led/aws-mcp-server\"\u003ealexei-led/aws-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/alexei-led/aws-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/19c27d462e2533b7f2c9c32dbf403c2aba42715a9f1db674de05c52bb2b20779/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616c657865692d6c65642f6177732d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/alexei-led/aws-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables secure execution of AWS CLI commands and prompt templates within Docker.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/strowk/mcp-k8s-go\"\u003estrowk/mcp-k8s-go\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/strowk/mcp-k8s-go\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/3647760de225fcd7cf899cb2e8808d5e694453e2367f24b4d16f494d7c59328b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7374726f776b2f6d63702d6b38732d676f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/strowk/mcp-k8s-go?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Kubernetes clusters through MCP interactions (Go implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Flux159/mcp-server-kubernetes\"\u003e@flux159/mcp-server-kubernetes\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Flux159/mcp-server-kubernetes\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/57e7ad4558e554e2b0004284304a040d8535a60e350f6e2ac80ac11ae9843c03/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466c75783135392f6d63702d7365727665722d6b756265726e657465733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Flux159/mcp-server-kubernetes?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Controls Kubernetes pods, deployments, and services (TypeScript implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/manusa/kubernetes-mcp-server\"\u003emanusa/kubernetes-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/manusa/kubernetes-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/44cf6d7b093a5a9357f1ed0334f419dafd5b70a1e6fdf8912e51d76bb193628a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d616e7573612f6b756265726e657465732d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/manusa/kubernetes-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Kubernetes and OpenShift with specialized cluster interaction tools (Java implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/wenhuwang/mcp-k8s-eye\"\u003ewenhuwang/mcp-k8s-eye\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/wenhuwang/mcp-k8s-eye\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7bbc8858582e0b1bcb38cbe2e8d71f93e156e6adb875b240d7bdfb34625af2cc/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f77656e687577616e672f6d63702d6b38732d6579653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/wenhuwang/mcp-k8s-eye?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides Kubernetes management features and application health analysis.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/johnneerdael/netskope-mcp\"\u003ejohnneerdael/netskope-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/johnneerdael/netskope-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9d5f8b87705844ffa1bfb1ad90b760f1a34979bd7761d508f8b9be0c51b0e74d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f686e6e6565726461656c2f6e6574736b6f70652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/johnneerdael/netskope-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses Netskope Private Access components and provides setup details.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/nwiizo/tfmcp\"\u003enwiizo/tfmcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/nwiizo/tfmcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/aa1c840ec958af7009a3385b82282ed16c36f128d6021c1785a13ed74991b970/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e7769697a6f2f74666d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/nwiizo/tfmcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows AI assistants to control Terraform environments for infrastructure management.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🖥️ Command Line\u003c/h3\u003e\u003ca id=\"user-content-️-command-line\" class=\"anchor\" aria-label=\"Permalink: 🖥️ Command Line\" href=\"#️-command-line\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ferrislucas/iterm-mcp\"\u003eferrislucas/iterm-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ferrislucas/iterm-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7aa82e85b6feb07b348e290140df315b08aa0f9bfc2c35974428225263915978/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6665727269736c756361732f697465726d2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ferrislucas/iterm-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides iTerm2 terminal access for command execution and output analysis.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/g0t4/mcp-server-commands\"\u003eg0t4/mcp-server-commands\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/g0t4/mcp-server-commands\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6de1679f6e866acbb9c811db15458258557c836270ad1777e02fd1de38ea5387/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f673074342f6d63702d7365727665722d636f6d6d616e64733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/g0t4/mcp-server-commands?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Executes arbitrary commands and scripts via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/MladenSU/cli-mcp-server\"\u003eMladenSU/cli-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/MladenSU/cli-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5b7e0a4b7a6f939f878b84100ce4c38a77857d0f5919e6aed23cf396fa334037/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4d6c6164656e53552f636c692d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/MladenSU/cli-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers a command-line interface with configurable security policies.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/tumf/mcp-shell-server\"\u003etumf/mcp-shell-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/tumf/mcp-shell-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d95006b216c5033d3296bb8ad943415568d9c48eab70930c7ed87ccf69d1ffd7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f74756d662f6d63702d7368656c6c2d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/tumf/mcp-shell-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Securely executes shell commands through the Model Context Protocol.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/amol21p/mcp-interactive-terminal\"\u003eamol21p/mcp-interactive-terminal\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/amol21p/mcp-interactive-terminal\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/aa0855913e9b8f4a96a03ccd8b099f2e295bfd1faeaae0d0cf413d3c18313f6d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616d6f6c3231702f6d63702d696e7465726163746976652d7465726d696e616c3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/amol21p/mcp-interactive-terminal?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Real interactive terminal sessions for REPLs, SSH, database clients, and any interactive CLI — with clean text output, smart completion detection, and multi-layer security.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e💬 Communication\u003c/h3\u003e\u003ca id=\"user-content--communication\" class=\"anchor\" aria-label=\"Permalink: 💬 Communication\" href=\"#-communication\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jean-technologies/smartlead-mcp-server-local\"\u003ejean-technologies/smartlead-mcp-server-local\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jean-technologies/smartlead-mcp-server-local\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/80022b25924fe463f43026304e225de39bce248bcc58447bdb6f3cd406226bf9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a65616e2d746563686e6f6c6f676965732f677461736b732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jean-technologies/gtasks-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: MCP server for Smartlead. Also works with n8n and workflow automation platforms.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/zcaceres/gtasks-mcp\"\u003ezcaceres/gtasks-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/zcaceres/gtasks-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/93e24ac2ebe67110ec5f181f18a90a543728d2e4d4b326976ac2bd1bddffe78a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7a636163657265732f677461736b732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/zcaceres/gtasks-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Google Tasks lists and items via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server\"\u003ehannesrudolph/imessage-query-fastmcp-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/be84579c100a551dce9f4d8786f8a26163d3757ca139bfe0a08dfef4baab7b77/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68616e6e65737275646f6c70682f696d6573736167652d71756572792d666173746d63702d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hannesrudolph/imessage-query-fastmcp-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Safely queries and analyzes iMessage conversations, including attachments.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/slack\"\u003emodelcontextprotocol/server-slack\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Slack channels and messages (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/keturiosakys/bluesky-context-server\"\u003eketuriosakys/bluesky-context-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/keturiosakys/bluesky-context-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b513abb09d86ec12965eaf5d06656e4d087f57528d391e2b400af892a66ae82e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b65747572696f73616b79732f626c7565736b792d636f6e746578742d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/keturiosakys/bluesky-context-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects and allows interaction with Bluesky social network instances.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kiruna-labs/userdispatch-mcp\"\u003ekiruna-labs/userdispatch-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kiruna-labs/userdispatch-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9b4d42f9b4b09cbdf62ba20a6e0d1fb878a8598f191feb4dfda06502c1d51f0c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b6972756e612d6c6162732f7573657264697370617463682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kiruna-labs/userdispatch-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Collects user feedback via an embeddable widget and exposes MCP tools for triaging submissions, drafting replies, and generating weekly digests.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/MarkusPfundstein/mcp-gsuite\"\u003eMarkusPfundstein/mcp-gsuite\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/MarkusPfundstein/mcp-gsuite\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/05fbbbd75270478adfda3266deab57820f460fc3f28ebd956d6cdb51ee0b01de/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4d61726b75735066756e64737465696e2f6d63702d6773756974653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/MarkusPfundstein/mcp-gsuite?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with Gmail and Google Calendar.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/adhikasp/mcp-twikit\"\u003eadhikasp/mcp-twikit\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/adhikasp/mcp-twikit\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8ad6b572b6340730aef58a708a31347f9c5de2f014b0d08973d22b6768d1996b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616468696b6173702f6d63702d7477696b69743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/adhikasp/mcp-twikit?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses Twitter search and timeline data.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/gotoolkits/mcp-wecombot-server.git\"\u003egotoolkits/mcp-wecombot-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/gotoolkits/mcp-wecombot-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/73298114e7be460caeb3ef6a0448f287bbe60de158adb5dcd2353c4ed0f3f947/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f676f746f6f6c6b6974732f6d63702d7765636f6d626f742d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/gotoolkits/mcp-wecombot-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Sends messages to WeCom group robots. (\u003cem\u003eNote: Link ends with .git\u003c/em\u003e)\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/AbdelStark/nostr-mcp\"\u003eAbdelStark/nostr-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/AbdelStark/nostr-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7e76f6d0a26d9bc7288b7f7101f08d74bd6e1e052a807856d9ab52d7fc040eb2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f416264656c537461726b2f6e6f7374722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/AbdelStark/nostr-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables interaction with the Nostr protocol, including posting notes.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server\"\u003eelie222/inbox-zero-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/elie222/inbox-zero\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d16bdbf3adb05655e32433bfe6aab1bb8a9fee386d7126bc8f8a95a19d5aacd4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656c69653232322f696e626f782d7a65726f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/elie222/inbox-zero?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Gmail, identifying emails needing replies or follow-ups (part of the Inbox Zero project).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/carterlasalle/mac_messages_mcp\"\u003ecarterlasalle/mac_messages_mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/carterlasalle/mac_messages_mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f919c2ab8dccebfac3774441f011582510b348ba65de9cc13b2abfd49544d838/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6361727465726c6173616c6c652f6d61635f6d657373616765735f6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/carterlasalle/mac_messages_mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Securely accesses, analyzes, sends, and receives iMessages on macOS.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/sawa-zen/vrchat-mcp\"\u003esawa-zen/vrchat-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/sawa-zen/vrchat-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/364d4f3ce6c226e0653dd9e8ce0cc46a318bdf1b02ea33bef38e84cf2cd41b3b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f736177612d7a656e2f7672636861742d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/sawa-zen/vrchat-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with the VRChat API to retrieve user, world, and avatar information.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/arpitbatra123/mcp-googletasks\"\u003earpitbatra123/mcp-googletasks\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/arpitbatra123/mcp-googletasks\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2bca053452ccafce1dcfd94b1ffe62f9b8078781e7729612f6edcfb679f475d6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f617270697462617472613132332f6d63702d676f6f676c657461736b733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/arpitbatra123/mcp-googletasks?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interfaces with the Google Tasks API for task management.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Eclipse-XV/twitch-mcp\"\u003eEclipse-XV/twitch-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Eclipse-XV/twitch-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/55f3a1f5c04cc68afda00fe79945f897e1150becd7b2c16030eb4fdaabe28fa8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f45636c697073652d58562f7477697463682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Eclipse-XV/twitch-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows Twitch streamers to automate channel point predictions, trigger stream events, and extend interactive chat functionality.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/taskade/mcp\"\u003e@taskade/mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/taskade/mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5ac82da574f2c539dd04e22e02554822fed8983a8f2bf3c34c26bc11029d1ecd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7461736b6164652f6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/taskade/mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Official Taskade MCP server with 50+ tools for managing workspaces, projects, tasks, custom AI agents, and workflow automations. Includes OpenAPI-to-MCP codegen.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e👤 Customer Data Platforms\u003c/h3\u003e\u003ca id=\"user-content--customer-data-platforms\" class=\"anchor\" aria-label=\"Permalink: 👤 Customer Data Platforms\" href=\"#-customer-data-platforms\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/sergehuber/inoyu-mcp-unomi-server\"\u003esergehuber/inoyu-mcp-unomi-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/sergehuber/inoyu-mcp-unomi-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b798af57767e05719bfba2886cf6d1e788c52acd7e484be0d584820910737447/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f736572676568756265722f696e6f79752d6d63702d756e6f6d692d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/sergehuber/inoyu-mcp-unomi-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses and updates user profiles on an Apache Unomi CDP server.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/OpenDataMCP/OpenDataMCP\"\u003eOpenDataMCP/OpenDataMCP\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/OpenDataMCP/OpenDataMCP\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/e2f5bf50dab2b62c95384873468d3b21eda57df1b3f9cbb73a8b6ecb291f6d81/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4f70656e446174614d43502f4f70656e446174614d43503f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/OpenDataMCP/OpenDataMCP?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects various Open Data sources to LLMs via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/iaptic/mcp-server-iaptic\"\u003e@iaptic/mcp-server-iaptic\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/iaptic/mcp-server-iaptic\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5dc68c06f401c237c2dd361dd82072d9cd1eb20e0e0ed85e67defb798fa6dd7b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6961707469632f6d63702d7365727665722d6961707469633f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/iaptic/mcp-server-iaptic?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to iaptic to retrieve customer purchase and app revenue data.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🗄️ Databases\u003c/h3\u003e\u003ca id=\"user-content-️-databases\" class=\"anchor\" aria-label=\"Permalink: 🗄️ Databases\" href=\"#️-databases\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/aliyun/alibabacloud-tablestore-mcp-server\"\u003ealiyun/alibabacloud-tablestore-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/aliyun/alibabacloud-tablestore-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fef7f87cf4bb25fea08bc7087b51974d1cdeb8c8f1dc7226cd91ed8106a0b06e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616c6979756e2f616c6962616261636c6f75642d7461626c6573746f72652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/aliyun/alibabacloud-tablestore-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to Tablestore, including document management and semantic search.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/cr7258/elasticsearch-mcp-server\"\u003ecr7258/elasticsearch-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/cr7258/elasticsearch-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/70ceacd34c3782b0f1281bf1bd92a265782eb9eaa2a6d989d7dffc084c03f2c6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6372373235382f656c61737469637365617263682d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/cr7258/elasticsearch-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables interaction with Elasticsearch clusters.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/domdomegg/airtable-mcp-server\"\u003edomdomegg/airtable-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/domdomegg/airtable-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a67b91507e393ff38dc43456b21f3d5e3f7ec95a449c0f3da220d2cfde412832/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f646f6d646f6d6567672f6169727461626c652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/domdomegg/airtable-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides read/write access to Airtable databases, including schema inspection.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/rashidazarang/airtable-mcp\"\u003erashidazarang/airtable-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/rashidazarang/airtable-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/c332d2726e31ff0b3a205212b82158fc468239b6ee389d653c7b6f6b44843cb1/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f726173686964617a6172616e672f6169727461626c652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/rashidazarang/airtable-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Directly connects AI tools to Airtable for comprehensive data manipulation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/LucasHild/mcp-server-bigquery\"\u003eLucasHild/mcp-server-bigquery\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/LucasHild/mcp-server-bigquery\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/eebbf45908e19b25c8720d253749c65a1bfeaa4d6e1ea7c6c862a960310533c5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4c7563617348696c642f6d63702d7365727665722d62696771756572793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/LucasHild/mcp-server-bigquery?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows querying and schema inspection of BigQuery databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/c4pt0r/mcp-server-tidb\"\u003ec4pt0r/mcp-server-tidb\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/c4pt0r/mcp-server-tidb\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/418f0d9edbb21eb435a8ed5b55b1844a7dcb94036debbd20611b5e42392211d2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6334707430722f6d63702d7365727665722d746964623f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/c4pt0r/mcp-server-tidb?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to TiDB databases, including schema inspection and querying.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ergut/mcp-bigquery-server\"\u003eergut/mcp-bigquery-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ergut/mcp-bigquery-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/19820ede5f2a311f21c2a2db6aa5d01fb8dad26e015a2c38455e48d22b643398/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f65726775742f6d63702d62696771756572792d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ergut/mcp-bigquery-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables direct access and querying of Google BigQuery.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ClickHouse/mcp-clickhouse\"\u003eClickHouse/mcp-clickhouse\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ClickHouse/mcp-clickhouse\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/880d11c5e0ea319d33c216edd83a63646141692dedb74a914204319f95a1e252/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f436c69636b486f7573652f6d63702d636c69636b686f7573653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ClickHouse/mcp-clickhouse?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers schema inspection and querying capabilities for ClickHouse databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://stack.convex.dev/convex-mcp-server\" rel=\"nofollow\"\u003eget-convex/convex-mcp-server\u003c/a\u003e\u003c/strong\u003e: Introspects Convex tables, functions, and allows one-off queries. (\u003cem\u003eNote: Links to Convex Stack page\u003c/em\u003e)\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/gannonh/firebase-mcp\"\u003e@gannonh/firebase-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/gannonh/firebase-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/59393b6484fd7a19338f552ddc21a149fdb656ecc80fae8355012b6be6ec4042/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f67616e6e6f6e682f66697265626173652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/gannonh/firebase-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to Firebase services like Auth, Firestore, and Storage.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jovezhong/mcp-timeplus\"\u003ejovezhong/mcp-timeplus\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jovezhong/mcp-timeplus\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7159d28b4f25759cc576613d4f193c444654c2e9ec316ead4ae8d18a904c07f6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f76657a686f6e672f6d63702d74696d65706c75733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jovezhong/mcp-timeplus?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Apache Kafka topics and queries streaming data via Timeplus SQL.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/fireproof-storage/mcp-database-server\"\u003e@fireproof-storage/mcp-database-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/fireproof-storage/mcp-database-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/95571a1fd992a5791a24320b3c85c4962d86f7e2c38833e750685044f54b431d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6669726570726f6f662d73746f726167652f6d63702d64617461626173652d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/fireproof-storage/mcp-database-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers a Fireproof ledger database with multi-user synchronization.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/designcomputer/mysql_mcp_server\"\u003edesigncomputer/mysql_mcp_server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/designcomputer/mysql_mcp_server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bba50d1bc7d33fe55aac10b4b012080cadb4d709b521fb2a3f53e1195c49f056/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f64657369676e636f6d70757465722f6d7973716c5f6d63705f7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/designcomputer/mysql_mcp_server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides secure MySQL database operations with configurable access controls.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/f4ww4z/mcp-mysql-server\"\u003ef4ww4z/mcp-mysql-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/f4ww4z/mcp-mysql-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6b084e2fba40c21a670acf10cee64f7e6f2ce95dfb7a7ab8e8c950475c6428f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f66347777347a2f6d63702d6d7973716c2d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/f4ww4z/mcp-mysql-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers secure MySQL database interaction.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/FreePeak/db-mcp-server\"\u003eFreePeak/db-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/FreePeak/db-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7c7e23789d31e025364069cc6ce75107fbab93bf7098dbd88ee6ba18efff9d40/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f467265655065616b2f64622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/FreePeak/db-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a high-performance multi-database server (MySQL \u0026amp; PostgreSQL) with tools for query execution, transactions, and schema exploration.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/postgres\"\u003emodelcontextprotocol/server-postgres\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables querying and schema inspection of PostgreSQL databases (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite\"\u003emodelcontextprotocol/server-sqlite\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides SQLite database operations with built-in analysis (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/joshuarileydev/supabase\"\u003e@joshuarileydev/supabase-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/joshuarileydev/supabase\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0638e90b9e9eceebe6a28fd8308c9ffcdf5013a4204d58ab9c7459d3c0ca5b93/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f7368756172696c65796465762f73757061626173653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/joshuarileydev/supabase?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Supabase projects and organizations.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/alexander-zuev/supabase-mcp-server\"\u003e@alexander-zuev/supabase-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/alexander-zuev/supabase-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2547d1db05fba9d4d95cdce95e1862b52919e2a31267b8c25616d264ca7c5554/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616c6578616e6465722d7a7565762f73757061626173652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/alexander-zuev/supabase-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Supports SQL query execution and database exploration within Supabase.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ktanaka101/mcp-server-duckdb\"\u003ektanaka101/mcp-server-duckdb\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ktanaka101/mcp-server-duckdb\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4835eedc85dde4698c7572f529e0605eb336f6b9458aec9dea1e8c80b03fa1d4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b74616e616b613130312f6d63702d7365727665722d6475636b64623f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ktanaka101/mcp-server-duckdb?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with DuckDB, offering schema inspection and query features.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Dataring-engineering/mcp-server-trino\"\u003eDataring-engineering/mcp-server-trino\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Dataring-engineering/mcp-server-trino\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/48f4088b9c63e38a101cfd02d983692f55082a0b2cfb63e22d6d534eb947d664/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4461746172696e672d656e67696e656572696e672f6d63702d7365727665722d7472696e6f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Dataring-engineering/mcp-server-trino?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to Trino Clusters for querying and data access.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/furey/mongodb-lens\"\u003efurey/mongodb-lens\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/furey/mongodb-lens\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5febc920609a6bc0bec1e69c4837521c2a339a4c1edc1a946dc6ad5e3dbc2dcd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f66757265792f6d6f6e676f64622d6c656e733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/furey/mongodb-lens?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a fully-featured MCP server for MongoDB Databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/QuantGeekDev/mongo-mcp\"\u003eQuantGeekDev/mongo-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/QuantGeekDev/mongo-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/3996998e6a5b4f86a10e428d9f8249c02db6001fd69dddb03dc85ca8cd4db6fd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5175616e744765656b4465762f6d6f6e676f2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/QuantGeekDev/mongo-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables direct interaction with MongoDB databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kiliczsh/mcp-mongo-server\"\u003ekiliczsh/mcp-mongo-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kiliczsh/mcp-mongo-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6a621d819a66f6d559bf5134892e780d152e9f80509436e72eb79665518b69d4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b696c69637a73682f6d63702d6d6f6e676f2d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kiliczsh/mcp-mongo-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with MongoDB databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/tinybirdco/mcp-tinybird\"\u003etinybirdco/mcp-tinybird\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/tinybirdco/mcp-tinybird\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/df67aca8793bd6e43b3b7864f257a83a7875b915c11e1529517e2e5d871a4777/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f74696e7962697264636f2f6d63702d74696e79626972643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/tinybirdco/mcp-tinybird?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Tinybird, providing query and API capabilities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/KashiwaByte/vikingdb-mcp-server\"\u003eKashiwaByte/vikingdb-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/KashiwaByte/vikingdb-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0125def8cd8966d7e037de9f6e94fa5a9021f04387756fc71a3bd450cf0f63c8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4b617368697761427974652f76696b696e6764622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/KashiwaByte/vikingdb-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with VikingDB for vector store and search functionalities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/neo4j-contrib/mcp-neo4j\"\u003eneo4j-contrib/mcp-neo4j\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/neo4j-contrib/mcp-neo4j\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a8797142c11a8c5db5b42bb8c461605353855ac5928c053e5ac60a6dd89e3025/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e656f346a2d636f6e747269622f6d63702d6e656f346a3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/neo4j-contrib/mcp-neo4j?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables Model Context Protocol interactions with Neo4j databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/niledatabase/nile-mcp-server\"\u003eniledatabase/nile-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/niledatabase/nile-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4e4a4e87cb4abc6fa36148d6bb237592568b77f8b30028589badf5177cc0efbf/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e696c6564617461626173652f6e696c652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/niledatabase/nile-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages and queries Postgres databases, tenants, users, and auth using LLMs via Nile.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/isaacwasserman/mcp-snowflake-server\"\u003eisaacwasserman/mcp-snowflake-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/isaacwasserman/mcp-snowflake-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/649bc689052ca904e2f066d8fd33b656b2f3316d0e26612678a18e161b57ea08/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f69736161637761737365726d616e2f6d63702d736e6f77666c616b652d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/isaacwasserman/mcp-snowflake-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Snowflake with read/write operations and insight tracking.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server\"\u003ehannesrudolph/sqlite-explorer-fastmcp-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2db8489a1dfb25e22158fb84e682f6a9037cd3c34602f72af92a63ec90c7027f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68616e6e65737275646f6c70682f73716c6974652d6578706c6f7265722d666173746d63702d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hannesrudolph/sqlite-explorer-fastmcp-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides safe, read-only access to SQLite databases with query validation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/sirmews/mcp-pinecone\"\u003esirmews/mcp-pinecone\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/sirmews/mcp-pinecone\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a557edf42a1dff57152fcb0a081583dab3b0d81cca78963fe42fcb067a4346cb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7369726d6577732f6d63702d70696e65636f6e653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/sirmews/mcp-pinecone?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Pinecone, offering vector search capabilities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/runekaagaard/mcp-alchemy\"\u003erunekaagaard/mcp-alchemy\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/runekaagaard/mcp-alchemy\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d7bf414d7d17dd100904ddf5b8c010f89ffc3e9a1b88353418b6cdee71ac2cc8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f72756e656b616167616172642f6d63702d616c6368656d793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/runekaagaard/mcp-alchemy?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides universal SQLAlchemy-based database integration, supporting multiple database types.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc\"\u003equarkiverse/quarkus-mcp-jdbc\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/quarkiverse/quarkus-mcp-servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f3d00308567289ce60376abd879f604b8c579a6f00873bda15e1703683ff34fd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f717561726b6976657273652f717561726b75732d6d63702d736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/quarkiverse/quarkus-mcp-servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to any JDBC-compatible database (part of Quarkus MCP Servers).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pab1it0/adx-mcp-server\"\u003epab1it0/adx-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pab1it0/adx-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bf14b21aebb8395f9e7ffcfb256d16ad3e969596cbde7c495b166f67fa423a30/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f706162316974302f6164782d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pab1it0/adx-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows querying and analyzing of Azure Data Explorer databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pab1it0/prometheus-mcp-server\"\u003epab1it0/prometheus-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pab1it0/prometheus-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/62e483ec7bcd4c2cab00426d0477df0e10d96f56822648bf19dbffd5bfd1beda/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f706162316974302f70726f6d6574686575732d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pab1it0/prometheus-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides querying and analysis of Prometheus monitoring system.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/neondatabase/mcp-server-neon\"\u003eneondatabase/mcp-server-neon\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/neondatabase/mcp-server-neon\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7fd5ea94d99c169b0da4dbf428d91d910d1f7939bfa6eb70f95d5c9ad6ed8a4a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e656f6e64617461626173652f6d63702d7365727665722d6e656f6e3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/neondatabase/mcp-server-neon?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables creating and managing Postgres databases with Neon Serverless Postgres.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/XGenerationLab/xiyan_mcp_server\"\u003eXGenerationLab/xiyan_mcp_server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/XGenerationLab/xiyan_mcp_server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/c7a8303b11e5fc8b198c082852ba9cf512fdbca31f7f1f0619ef70cd1b2a923f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5847656e65726174696f6e4c61622f786979616e5f6d63705f7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/XGenerationLab/xiyan_mcp_server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Supports fetching database data via natural language queries, powered by XiyanSQL.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/bytebase/dbhub\"\u003ebytebase/dbhub\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/bytebase/dbhub\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6573bcdcda5669f94cc6756dbe4b0e9fbc96c598a1498a0a89ee2fdbc4542fd8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f62797465626173652f64626875623f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/bytebase/dbhub?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a universal database MCP server with support for mainstream databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/GreptimeTeam/greptimedb-mcp-server\"\u003eGreptimeTeam/greptimedb-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/GreptimeTeam/greptimedb-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fb1daa62380af57fa188171ab144217c6744556d5fb402ef188bcbb8b69f3a55/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4772657074696d655465616d2f6772657074696d6564622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/GreptimeTeam/greptimedb-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables querying of GreptimeDB.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/idoru/influxdb-mcp-server\"\u003eidoru/influxdb-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/idoru/influxdb-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9155ab60b6c758278e145a823fef09ef653edfb04d1727ad627ae7afd7ba655d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f69646f72752f696e666c757864622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/idoru/influxdb-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Executes queries against InfluxDB OSS API v2.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/xing5/mcp-google-sheets\"\u003exing5/mcp-google-sheets\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/xing5/mcp-google-sheets\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8d4949dbb795a2d495c8131fdc1cc4d0e4428232faa48fc1b90e4dc309ff06f9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f78696e67352f6d63702d676f6f676c652d7368656574733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/xing5/mcp-google-sheets?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with Google Sheets, providing create, read, update, and manage functionalities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/edwinbernadus/nocodb-mcp-server\"\u003eedwinbernadus/nocodb-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/edwinbernadus/nocodb-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bedac2b8f65304dd1af1793e963012919f1dab76578fbaab08c5206e94f61f4e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656477696e6265726e616475732f6e6f636f64622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/edwinbernadus/nocodb-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Support create, read, update, and delete on NocoDB Database\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e💻 Developer Tools\u003c/h3\u003e\u003ca id=\"user-content--developer-tools\" class=\"anchor\" aria-label=\"Permalink: 💻 Developer Tools\" href=\"#-developer-tools\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/21st-dev/magic-mcp\"\u003e21st-dev/Magic-MCP\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/21st-dev/magic-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/dd4e5a953cedb6a60ecd9b910de4cd5220204718db0da079dac8b247c75829ab/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f323173742d6465762f6d616769632d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/21st-dev/magic-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Generates UI components based on 21st.dev design principles.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/cocoindex-io/cocoindex-code\"\u003ecocoindex-io/cocoindex-code\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/cocoindex-io/cocoindex-code\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a8af460b4332245860bc36edfb1138708a3197274ce554c9f41e6bfcba7bb830/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636f636f696e6465782d696f2f636f636f696e6465782d636f64653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/cocoindex-io/cocoindex-code?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: A super light-weight embedded MCP server for coding agents. Uses tree-sitter for code search and indexing, saves 70% tokens and improves speed.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/comet-ml/opik-mcp\"\u003eComet-ML/Opik-MCP\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/comet-ml/opik-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fd79086409578e7550de98db6e1fbb229c5b5a2c8c29e78ee5dbd52202af3a7a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636f6d65742d6d6c2f6f70696b2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/comet-ml/opik-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables querying of LLM observability data captured by Opik.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/OzorOwn/frostbyte-mcp\"\u003eOzorOwn/frostbyte-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/OzorOwn/frostbyte-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/1e5d9e233862b8be042ce14f6f8509fa8795f6a4caf318eae4a43b846a67d77e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4f7a6f724f776e2f66726f7374627974652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/OzorOwn/frostbyte-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: MCP server providing AI agents access to 40+ developer APIs with 13 tools for geolocation, crypto, screenshots, scraping, DNS, code execution, PDF generation, search, and more. Works with Claude Desktop, Cursor, and Windsurf.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/GLips/Figma-Context-MCP\"\u003eGLips/Figma-Context-MCP\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/GLips/Figma-Context-MCP\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/51a86ea27e90f7bdf745dea38642bfb4652e17c8e2ad28a14e00e68b2b024625/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f474c6970732f4669676d612d436f6e746578742d4d43503f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/GLips/Figma-Context-MCP?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Gives coding agents direct access to Figma data.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/QuantGeekDev/docker-mcp\"\u003eQuantGeekDev/docker-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/QuantGeekDev/docker-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/19539a9b82d353f2257b7132467a69ef79eb5790ea183bc73a0046d0a529dbcd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5175616e744765656b4465762f646f636b65722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/QuantGeekDev/docker-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Docker containers via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/r-huijts/xcode-mcp-server\"\u003er-huijts/xcode-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/r-huijts/xcode-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/51be100ae88888ec23c5350bb6792b51f186e21d2d146b59d210c0e922fa1a40/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f722d6875696a74732f78636f64652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/r-huijts/xcode-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Xcode for project management and build automation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/snaggle-ai/openapi-mcp-server\"\u003esnaggle-ai/openapi-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/snaggle-ai/openapi-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2b033d19f06fa08161a2c4a99b748f2cba30f4ea35c2c20c66cb84def9e6ed99/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f736e6167676c652d61692f6f70656e6170692d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/snaggle-ai/openapi-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to HTTP/REST APIs using an OpenAPI specification.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/JetBrains/mcpProxy\"\u003eJetBrains/mcpProxy\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/JetBrains/mcpProxy\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d94f9ba39ed7e4d571f17494fb1c095abd3b1877b09208f8dfa42ccede944997/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4a6574427261696e732f6d637050726f78793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/JetBrains/mcpProxy?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to JetBrains IDEs for development tasks.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/tumf/mcp-text-editor\"\u003etumf/mcp-text-editor\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/tumf/mcp-text-editor\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/511a2df43695e11002e5abfdafaf78b410ab8653dbfd2d4aea51381726e6542c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f74756d662f6d63702d746578742d656469746f723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/tumf/mcp-text-editor?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a line-oriented text file editor, optimized for LLM interaction.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/JoshuaRileyDev/simulator-mcp-server\"\u003e@joshuarileydev/simulator-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/JoshuaRileyDev/simulator-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/98deb4659fd4b307f43ac7bb776a737b599b572adaabcc37fd2e252494cd888b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4a6f7368756152696c65794465762f73696d756c61746f722d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/JoshuaRileyDev/simulator-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Controls iOS Simulators.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/JoshuaRileyDev/app-store-connect-mcp-server\"\u003e@joshuarileydev/app-store-connect-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/JoshuaRileyDev/app-store-connect-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5d7ee007a5112ec446a5092e142f062ee55890d524b1bcc2b664e42b1636379a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4a6f7368756152696c65794465762f6170702d73746f72652d636f6e6e6563742d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/JoshuaRileyDev/app-store-connect-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Communicates with the App Store Connect API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/delano/postman-mcp-server\"\u003e@delano/postman-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/delano/postman-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/49edcec907db03b54d3001c2ce9a9b2658fa0f76d89c4855299dd10d9e7dd273/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f64656c616e6f2f706f73746d616e2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/delano/postman-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with the Postman API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/haris-musa/excel-mcp-server\"\u003e@haris-musa/excel-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/haris-musa/excel-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/c05f140dc97754d7271c930b3e1293c63e8f47556a546b3e5da1d168b9672dc2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68617269732d6d7573612f657863656c2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/haris-musa/excel-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manipulates Excel workbooks, including data, formatting, and charts.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ShenghaiWang/xcodebuild\"\u003eShenghaiWang/xcodebuild\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ShenghaiWang/xcodebuild\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7f811cd23b137997d37ab7c474fc47f17b0aab145b565c782fb1d2c8c32130d9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5368656e6768616957616e672f78636f64656275696c643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ShenghaiWang/xcodebuild?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Builds iOS Xcode workspace/project and feedbacks errors to LLMs.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jasonjmcghee/claude-debugs-for-you\"\u003e@jasonjmcghee/claude-debugs-for-you\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jasonjmcghee/claude-debugs-for-you\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/64227762315490fdc8f72a08db88c2dbd30415caf757228892647928c79a0209/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a61736f6e6a6d63676865652f636c617564652d6465627567732d666f722d796f753f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jasonjmcghee/claude-debugs-for-you?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables automatic debugging via breakpoints and expression evaluation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Jktfe/serveMyAPI\"\u003e@Jktfe/serveMyAPI\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Jktfe/serveMyAPI\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/76e700d554a0bf2de17eb4cf91fe9ba25665f0d0b9cbb4e38bd0e9217bd47e44/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4a6b7466652f73657276654d794150493f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Jktfe/serveMyAPI?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Securely stores and accesses API keys across projects using the macOS Keychain.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jonradoff/lightcms\"\u003ejonradoff/lightcms\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jonradoff/lightcms\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fe7458a5e0d51446982b144377764e7e0782e6d26c4b7ce9c051da09676f3e36/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f6e7261646f66662f6c69676874636d733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jonradoff/lightcms?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: AI-native CMS with 41 MCP tools for managing websites through natural language. Create pages, templates, assets, themes, collections, redirects, and more with full content versioning.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/xzq-xu/jvm-mcp-server\"\u003e@xzq-xu/jvm-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/xzq-xu/jvm-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0d152510256e07d0d36b19d61e56191da890dcfc0f110032949adf3efa2947c5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f787a712d78752f6a766d2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/xzq-xu/jvm-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Implements an MCP server for JVM-based environments.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/yangkyeongmo/mcp-server-apache-airflow\"\u003e@yangkyeongmo/mcp-server-apache-airflow\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/yangkyeongmo/mcp-server-apache-airflow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/86f3c6603707c734c6f01df40d14e88012fd255c756c243f7e54bf37cbc1ade3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f79616e676b79656f6e676d6f2f6d63702d7365727665722d6170616368652d616972666c6f773f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/yangkyeongmo/mcp-server-apache-airflow?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to Apache Airflow using the official client.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hyperb1iss/droidmind\"\u003ehyperb1iss/droidmind\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hyperb1iss/droidmind\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/44c855649ff78d0a2fbb4bbbdfb86ea402c1bdfa01ff357bcb921d40ca5eb40e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f687970657262316973732f64726f69646d696e643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hyperb1iss/droidmind?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Controls Android devices, enabling UI automation and debugging.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Rootly-AI-Labs/Rootly-MCP-server\"\u003eRootly-AI-Labs/Rootly-MCP-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Rootly-AI-Labs/Rootly-MCP-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/e1e84d8ae78d99e09a8d034d90cdf48fc23bcfacd58d1e773ac76632f62cfa77/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f526f6f746c792d41492d4c6162732f526f6f746c792d4d43502d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Rootly-AI-Labs/Rootly-MCP-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with the Rootly incident management platform.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/YuChenSSR/mindmap-mcp-server\"\u003eYuChenSSR/mindmap-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/YuChenSSR/mindmap-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bde060d6221de829640204271b0642df0adc6163557bb54da37802f57c38e840/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f59754368656e5353522f6d696e646d61702d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/YuChenSSR/mindmap-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Generates interactive mindmaps.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/SDGLBL/mcp-claude-code\"\u003eSDGLBL/mcp-claude-code\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/SDGLBL/mcp-claude-code\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7228d2ef1aacd15f84804a152ccf8e7a1208beb9f45b536a39c074f9edcacbdb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5344474c424c2f6d63702d636c617564652d636f64653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/SDGLBL/mcp-claude-code?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Implements Claude Code capabilities using MCP, enabling code understanding and project analysis.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/deadpixel/roundtable-dashboard\"\u003edeadpixel/roundtable-dashboard\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/deadpixel/roundtable-dashboard\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4911400431620c0033801f332bc8f31d411609b4b017d4e9c159a8ffd2eda3cd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f64656164706978656c2f726f756e647461626c652d64617368626f6172643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/deadpixel/roundtable-dashboard?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Multi-model AI debate platform — GPT-4o, Claude, Gemini \u0026amp; 200+ models discuss, then synthesize insight. Tools: consult_council, review_code, debug_issue, design_architecture, plan_implementation, assess_tradeoffs.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/semgrep/mcp\"\u003esemgrep/mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/semgrep/mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d502064e9812c4e22618324498d22fbac6069bf6afec1df80f8325bb72f2b940/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73656d677265702f6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/semgrep/mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: A MCP server for using \u003ca href=\"https://github.com/semgrep/semgrep\"\u003eSemgrep\u003c/a\u003e to scan code for security vulnerabilities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mastra-ai/mastra/tree/main/packages/mcp-docs-server\"\u003e@mastra/mcp-docs-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mastra-ai/mastra/tree/main/packages/mcp-docs-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b301cd76d58a6996fe7c21f525e07473b8164178f2b0210f62b3fde068ffdcd5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61737472612d61692f6d61737472613f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mastra-ai/mastra?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides AI assistants with direct access to Mastra.ai's complete knowledge base.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mastra-ai/mastra/tree/main/packages/mcp\"\u003e@mastra/mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mastra-ai/mastra/tree/main/packages/mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b301cd76d58a6996fe7c21f525e07473b8164178f2b0210f62b3fde068ffdcd5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61737472612d61692f6d61737472613f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mastra-ai/mastra?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🧮 Data Science Tools\u003c/h3\u003e\u003ca id=\"user-content--data-science-tools\" class=\"anchor\" aria-label=\"Permalink: 🧮 Data Science Tools\" href=\"#-data-science-tools\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ChronulusAI/chronulus-mcp\"\u003eChronulusAI/chronulus-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ChronulusAI/chronulus-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a9bcc59e76e913dd39b0a7ba8a2175d7780932812ceccd2ac848f947ef1cc8b6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4368726f6e756c757341492f6368726f6e756c75732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ChronulusAI/chronulus-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Uses Chronulus AI for forecasting and predictions.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/reading-plus-ai/mcp-server-data-exploration\"\u003e@reading-plus-ai/mcp-server-data-exploration\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/reading-plus-ai/mcp-server-data-exploration\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/1902478f832f3ed416e487702874d5bf1ab33e56f638c1da6df8d9e4b105172f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f72656164696e672d706c75732d61692f6d63702d7365727665722d646174612d6578706c6f726174696f6e3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/reading-plus-ai/mcp-server-data-exploration?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables autonomous data exploration on \u003ccode\u003e.csv\u003c/code\u003e-based datasets.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📂 File Systems\u003c/h3\u003e\u003ca id=\"user-content--file-systems\" class=\"anchor\" aria-label=\"Permalink: 📂 File Systems\" href=\"#-file-systems\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem\"\u003emodelcontextprotocol/server-filesystem\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides direct access to the local file system (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive\"\u003emodelcontextprotocol/server-google-drive\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Google Drive for file listing and searching (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hmk/box-mcp-server\"\u003ehmk/box-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hmk/box-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d0939df00a952696c1ed29a962389af6fdca53abfb41d88d166dc052c09d8f29/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f686d6b2f626f782d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hmk/box-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides listing, reading and searching files on Box.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mark3labs/mcp-filesystem-server\"\u003emark3labs/mcp-filesystem-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mark3labs/mcp-filesystem-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4c0c349b726e3edfebe1041ade0f7222a1fd9dbbd13e797be287292c323a38e0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61726b336c6162732f6d63702d66696c6573797374656d2d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mark3labs/mcp-filesystem-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides local file system access (Golang implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mamertofabian/mcp-everything-search\"\u003emamertofabian/mcp-everything-search\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mamertofabian/mcp-everything-search\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/755c04f7cd8e8e3d0eb56f3af182008fc9fccfe10af61419db7b32ce0fde9d5e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d616d6572746f66616269616e2f6d63702d65766572797468696e672d7365617263683f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mamertofabian/mcp-everything-search?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides fast Windows file search using Everything SDK.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/cyberchitta/llm-context.py\"\u003ecyberchitta/llm-context.py\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/cyberchitta/llm-context.py\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9b291586ece14847fa83e10541f4057c44e2c84f6a989d5e123057d5cd32bf4e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f63796265726368697474612f6c6c6d2d636f6e746578742e70793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/cyberchitta/llm-context.py?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Shares code context with LLMs via MCP or clipboard.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem\"\u003equarkiverse/quarkus-mcp-filesystem\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/quarkiverse/quarkus-mcp-servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f3d00308567289ce60376abd879f604b8c579a6f00873bda15e1703683ff34fd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f717561726b6976657273652f717561726b75732d6d63702d736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/quarkiverse/quarkus-mcp-servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides file system browsing and editing (part of Quarkus MCP Servers, Java implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Xuanwo/mcp-server-opendal\"\u003eXuanwo/mcp-server-opendal\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Xuanwo/mcp-server-opendal\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/97e429499bede72f05fe6c3f99133c89e14d27b48590a724b7da86e18bb8dea7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5875616e776f2f6d63702d7365727665722d6f70656e64616c3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Xuanwo/mcp-server-opendal?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses various storage services via Apache OpenDAL.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/PSPDFKit/nutrient-dws-mcp-server\"\u003ePSPDFKit/nutrient-dws-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/PSPDFKit/nutrient-dws-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/51b53b9c2a103645de2d938d9318a8c9cab94a6b7a5bc79cd0592ea8781a0c04/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f50535044464b69742f6e75747269656e742d6477732d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/PSPDFKit/nutrient-dws-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: MCP server for Nutrient Document Web Services API for conversion, merge, redact, sign, OCR, watermark, and extraction workflows.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e💰 Finance \u0026amp; Fintech\u003c/h3\u003e\u003ca id=\"user-content--finance--fintech\" class=\"anchor\" aria-label=\"Permalink: 💰 Finance \u0026amp; Fintech\" href=\"#-finance--fintech\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/heurist-network/heurist-mesh-mcp-server\"\u003eheurist-network/heurist-mesh-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/heurist-network/heurist-mesh-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a48f464266cc7db6a4e647080a208da089fe85d2640ae7b5cd875d139c9fd026/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f686575726973742d6e6574776f726b2f686575726973742d6d6573682d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/heurist-network/heurist-mesh-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to web3 AI agents for blockchain analysis and smart contract auditing.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/base/base-mcp\"\u003e@base/base-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/base/base-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/66cddd257b1201a0e76ea729119927d601e2ff1d2a7b2f02cbfd33f774cf20ec/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626173652f626173652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/base/base-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Base Network for onchain tools and Coinbase API interactions.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/QuantGeekDev/coincap-mcp\"\u003eQuantGeekDev/coincap-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/QuantGeekDev/coincap-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a01d81062d09fb372e0e5a735cd06bc320e6b51e95fc478aab407f10cc11756b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5175616e744765656b4465762f636f696e6361702d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/QuantGeekDev/coincap-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides real-time cryptocurrency market data from CoinCap.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/anjor/coinmarket-mcp-server\"\u003eanjor/coinmarket-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/anjor/coinmarket-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4bb04d4e570013aeb0443ffbea1d09171b4dfb1578eab05661637ceb238f21de/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e6a6f722f636f696e6d61726b65742d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/anjor/coinmarket-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Fetches cryptocurrency listings and quotes from the Coinmarket API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/berlinbra/alpha-vantage-mcp\"\u003eberlinbra/alpha-vantage-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/berlinbra/alpha-vantage-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9d919d80965ef2e59c364c363e5fa017e6a1e6888bde3a75de6010741b29f59e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6265726c696e6272612f616c7068612d76616e746167652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/berlinbra/alpha-vantage-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Fetches stock and crypto information from Alpha Vantage.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ferdousbhai/tasty-agent\"\u003eferdousbhai/tasty-agent\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ferdousbhai/tasty-agent\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d450316f4f9d09658e721df46d59ba14807e53b658d2c6c68117e27ffc66a7f3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f666572646f7573626861692f74617374792d6167656e743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ferdousbhai/tasty-agent?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Handles trading activities on Tastytrade via the Tastyworks API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ferdousbhai/investor-agent\"\u003eferdousbhai/investor-agent\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ferdousbhai/investor-agent\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8f01402fc412369a9f59665080fcc476c59c2cee2b269537f1f5c99e04a5c24b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f666572646f7573626861692f696e766573746f722d6167656e743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ferdousbhai/investor-agent?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Fetches stock market data and options recommendations from Yahoo Finance.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/HCS412/ventureautomated\"\u003eHCS412/ventureautomated\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/HCS412/ventureautomated\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/38e50b441a937ea0fc86ac38bee6b05ae86d500ad8e7d870726349045804d4a4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4843533431322f76656e747572656175746f6d617465643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/HCS412/ventureautomated?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Remote venture-intelligence MCP server for startup discovery, company scoring, market monitoring, and private workspace automation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mcpdotdirect/evm-mcp-server\"\u003emcpdotdirect/evm-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mcpdotdirect/evm-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/db03a0ce5b33cc1d235ed7644c8ef52bd8cdb501fa308cbb8fccf29c5c6bc616/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6370646f746469726563742f65766d2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mcpdotdirect/evm-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides blockchain services for 30+ EVM networks.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Bankless/onchain-mcp/\"\u003eBankless/onchain-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Bankless/onchain-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a25914a2307abe23fa6b0b01e2160cae80b5a7be874e069890cb3124b366c707/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f42616e6b6c6573732f6f6e636861696e2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Bankless/onchain-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Uses Bankless Onchain API for smart contract interaction and querying transaction data.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/cryptopanic-mcp-server\"\u003ekukapay/cryptopanic-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/cryptopanic-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a0762aff2567719a1cb527df0a007c25972fd3e4068db1d2a85f04bc639f45cf/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f63727970746f70616e69632d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/cryptopanic-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Delivers cryptocurrency news to AI agents via CryptoPanic.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/whale-tracker-mcp\"\u003ekukapay/whale-tracker-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/whale-tracker-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/1c93609d4236f1f2da6838e683b77a9b6b2d0eabdb470fe0e006b99e785f14ed/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f7768616c652d747261636b65722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/whale-tracker-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Tracks cryptocurrency whale transactions.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/crypto-feargreed-mcp\"\u003ekukapay/crypto-feargreed-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/crypto-feargreed-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f304ee7c5ce96e82f2ec13251901bd16289d7b22fae908786b267c773273ccbd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f63727970746f2d6665617267726565642d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/crypto-feargreed-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides real-time and historical Crypto Fear \u0026amp; Greed Index data.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/dune-analytics-mcp\"\u003ekukapay/dune-analytics-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/dune-analytics-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bba57771fa944c2ee9e0c8154312e2cab93ba46131546cf5ea618e0315e1a20f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f64756e652d616e616c79746963732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/dune-analytics-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Bridges Dune Analytics data to AI agents.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/pancakeswap-poolspy-mcp\"\u003ekukapay/pancakeswap-poolspy-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/pancakeswap-poolspy-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b23265177c51d752484df4776f03e5ab113083cfa46e7572d9d0f8ec5ce0c63a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f70616e63616b65737761702d706f6f6c7370792d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/pancakeswap-poolspy-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Tracks newly created pools on Pancake Swap.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/uniswap-poolspy-mcp\"\u003ekukapay/uniswap-poolspy-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/uniswap-poolspy-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5c8ee5416728619e067b122fedf6482d7d87e7326bd09bdd0b83de44133a3eee/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f756e69737761702d706f6f6c7370792d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/uniswap-poolspy-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Tracks newly created liquidity pools on Uniswap.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/uniswap-trader-mcp\"\u003ekukapay/uniswap-trader-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/uniswap-trader-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/584c07c3fa92efbaadfa705b478c9cc003eafaa84517fecbd8cedfc44c686497/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f756e69737761702d7472616465722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/uniswap-trader-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Automates token swaps on Uniswap DEX.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/token-minter-mcp\"\u003ekukapay/token-minter-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/token-minter-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/274d08058306c43eca185517ab00cf379a41a081f8f82e325ca79c44cdf3b8e4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f746f6b656e2d6d696e7465722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/token-minter-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows AI agents to mint ERC-20 tokens.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/thegraph-mcp\"\u003ekukapay/thegraph-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/thegraph-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2640bd22fed50a594089eb7414a75f3b99c9628463fc349f8214821cc5c5742b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f74686567726170682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/thegraph-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides indexed blockchain data from The Graph to AI agents.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/OzorOwn/defi-mcp\"\u003eOzorOwn/defi-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/OzorOwn/defi-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6fe57362f4f6e0a98f7670876905e703f9605c792b6188d5f7f004a15e286f8e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4f7a6f724f776e2f646566692d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/OzorOwn/defi-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: DeFi \u0026amp; crypto MCP server — token prices, wallet balances, gas prices, DEX swap quotes across 7 chains.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/8144225309/superscalar-mcp\"\u003e8144225309/superscalar-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/8144225309/superscalar-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/60e821b0298093bab347db8d347a9a7a56ee2ac833007bbd30f1febe59b3f543/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f383134343232353330392f73757065727363616c61722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/8144225309/superscalar-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Bitcoin Lightning channel factory MCP server — query protocol architecture, estimate UTXO savings, and explore channel factory infrastructure.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/xpaysh/awesome-x402\"\u003expaysh/awesome-x402\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/xpaysh/awesome-x402\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/59233cd1da0cdf8d8dc76c7d635a9cdf6111450dae8e65e4a20deded03e46866/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7870617973682f617765736f6d652d783430323f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/xpaysh/awesome-x402?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: A curated directory of x402 payment protocol MCP servers and tools for HTTP-native USDC payments on EVM chains.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🎮 Gaming\u003c/h3\u003e\u003ca id=\"user-content--gaming\" class=\"anchor\" aria-label=\"Permalink: 🎮 Gaming\" href=\"#-gaming\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Coding-Solo/godot-mcp\"\u003eCoding-Solo/godot-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Coding-Solo/godot-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/acdba61eac947fd1c5db9bb6c7dbec55a4c3234fc6160ac64421f3ecbd9051d9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f436f64696e672d536f6c6f2f676f646f742d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Coding-Solo/godot-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with the Godot game engine for editing, running, and managing scenes.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/rishijatia/fantasy-pl-mcp/\"\u003erishijatia/fantasy-pl-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/rishijatia/fantasy-pl-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/62fe3e0713b3f05d83a2f46dcad2ed3f4f46151448d38cf18f136d9183c1eb0c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f72697368696a617469612f66616e746173792d706c2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/rishijatia/fantasy-pl-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers real-time Fantasy Premier League data and analysis.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/CoderGamester/mcp-unity\"\u003eCoderGamester/mcp-unity\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/CoderGamester/mcp-unity\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b8dcd1d41f1c0db9b4a20e73dd9bf375fc80cd951c2bd3532764e8b554a70b3d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f436f64657247616d65737465722f6d63702d756e6974793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/CoderGamester/mcp-unity?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with the Unity3D Game Engine via MCP.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🧠 Knowledge \u0026amp; Memory\u003c/h3\u003e\u003ca id=\"user-content--knowledge--memory\" class=\"anchor\" aria-label=\"Permalink: 🧠 Knowledge \u0026amp; Memory\" href=\"#-knowledge--memory\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/memory\"\u003emodelcontextprotocol/server-memory\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a knowledge graph-based persistent memory system (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/CheMiguel23/MemoryMesh\"\u003eCheMiguel23/MemoryMesh\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/CheMiguel23/MemoryMesh\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/148494a2c260656f6da99609e380abed69d926eb656d164755c2ac36d24077b6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4368654d696775656c32332f4d656d6f72794d6573683f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/CheMiguel23/MemoryMesh?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides enhanced graph-based memory focused on AI role-play.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/topoteretes/cognee/tree/dev/cognee-mcp\"\u003etopoteretes/cognee-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/topoteretes/cognee\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d48c93185908454eec638ea3fe635b1d99c7726617603dc4933af2433ff59849/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f746f706f746572657465732f636f676e65653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/topoteretes/cognee?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages AI memory using graph/vector stores, with ingestion from 30+ data sources (part of Cognee project).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hannesrudolph/mcp-ragdocs\"\u003e@hannesrudolph/mcp-ragdocs\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hannesrudolph/mcp-ragdocs\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/de4541ca10cde18abd10071b903e1d1c280c2b1a3cd451ab2465061d318c874f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68616e6e65737275646f6c70682f6d63702d726167646f63733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hannesrudolph/mcp-ragdocs?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Retrieves and processes documentation using vector search.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kaliaboi/mcp-zotero\"\u003e@kaliaboi/mcp-zotero\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kaliaboi/mcp-zotero\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bd6b17d8e05acb538e8927f4db101c2c3ae76cf2295ac21663849d2898bc2bbb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b616c6961626f692f6d63702d7a6f7465726f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kaliaboi/mcp-zotero?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects LLMs to Zotero Cloud collections and sources.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/graphlit/graphlit-mcp-server\"\u003egraphlit/graphlit-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/graphlit/graphlit-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f6b7ff3f9e7f814486375a168c214fb57624e44a6e17f5aea69780d3cd57c92e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f67726170686c69742f67726170686c69742d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/graphlit/graphlit-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Ingests data from various sources into a Graphlit project for searching and retrieval.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/CanopyHQ/phloem\"\u003eCanopyHQ/phloem\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/CanopyHQ/phloem\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/131daa3ac336c563f1e1a18f8a7dd4fab8153f4c51f9d50e4568b819af2e326a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f43616e6f707948512f70686c6f656d3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/CanopyHQ/phloem?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Local-first AI memory with causal graphs, citation verification, and zero network connections.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/omega-memory/core\"\u003eomega-memory/core\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/omega-memory/core\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2b9197408f1d2a42486fc607c87b11cde6b445914c679e2e61c2be5a893a3010/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f6d6567612d6d656d6f72792f636f72653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/omega-memory/core?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Persistent memory for AI coding agents with semantic search, auto-capture, intelligent forgetting, and cross-session learning. #1 on LongMemEval (95.4%). Local-first with zero cloud dependency.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🗺️ Location Services\u003c/h3\u003e\u003ca id=\"user-content-️-location-services\" class=\"anchor\" aria-label=\"Permalink: 🗺️ Location Services\" href=\"#️-location-services\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps\"\u003emodelcontextprotocol/server-google-maps\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides location services, routing, and place details from Google Maps (part of the official servers collection).\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/webcoderz/MCP-Geo\"\u003ewebcoderz/MCP-Geo\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/webcoderz/MCP-Geo\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2cede63e4e32268a51683a5a0a01cbc268db9040a043b89ef4dea415749684af/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f776562636f6465727a2f4d43502d47656f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/webcoderz/MCP-Geo?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers geocoding capabilities using various services.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/briandconnelly/mcp-server-ipinfo\"\u003e@briandconnelly/mcp-server-ipinfo\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/briandconnelly/mcp-server-ipinfo\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/827cbdb1ed3926abc6f2341bd6d91185ec3cd60a3804ea865eb1dc621d6f77f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f627269616e64636f6e6e656c6c792f6d63702d7365727665722d6970696e666f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/briandconnelly/mcp-server-ipinfo?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides IP address geolocation and network information via ipinfo.io.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/iplocate/mcp-server-iplocate\"\u003e@iplocate/mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/iplocate/mcp-server-iplocate\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7792f07a29db6b55977cb173fb7f37086155265a5be1ab29bad447ec9453b5b4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f69706c6f636174652f6d63702d7365727665722d69706c6f636174653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/iplocate/mcp-server-iplocate?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jjsantos01/qgis_mcp\"\u003ejjsantos01/qgis_mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jjsantos01/qgis_mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/813d82eddb178a228dc0d650ac84c4a0db1e67d380f5540a6bff346298be8e1c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6a73616e746f7330312f716769735f6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jjsantos01/qgis_mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates QGIS Desktop with Claude AI for project creation and code execution.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/nearby-search-mcp\"\u003ekukapay/nearby-search-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/nearby-search-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/54231290b0363208a84e20e0c4e1dab2507dc25b1a962720ef16a3442e22ab7f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f6e65617262792d7365617263682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/nearby-search-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables nearby place searches using IP-based location detection.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e[IP2Location.io]\u003c/strong\u003e \u003ca href=\"https://github.com/ip2location/mcp-ip2location-io\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/cc399d3a76b12dabcac74b2b3db47426525f8100e77a9b49a7f0110d48ef8305/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6970326c6f636174696f6e2f6d63702d6970326c6f636174696f6e2d696f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ip2location/mcp-ip2location-io?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: - IP2Location.io API integration to retrieve the geolocation information for an IP address.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🎯 Marketing\u003c/h3\u003e\u003ca id=\"user-content--marketing\" class=\"anchor\" aria-label=\"Permalink: 🎯 Marketing\" href=\"#-marketing\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/henu-wang/geoscore-mcp\"\u003ehenu-wang/geoscore-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/henu-wang/geoscore-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/963066994b11ee8b66553fc512613b8daf5e95617fe8c7c063b546c6f1a14a63/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68656e752d77616e672f67656f73636f72652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/henu-wang/geoscore-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: AI search optimization (GEO). Scans websites for AI search readiness, generates llms.txt, Schema.org fixes, and meta tag optimizations.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/bzsasson/screaming-frog-mcp\"\u003ebzsasson/screaming-frog-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/bzsasson/screaming-frog-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/448d09cef8d411469a7c466aaf1b04da4ae58e74ad5fe04d71dc8103b9bfe616/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f627a736173736f6e2f73637265616d696e672d66726f672d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/bzsasson/screaming-frog-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: MCP server for Screaming Frog SEO Spider — list saved crawls, export SEO audit data, read and filter results, and manage crawl storage through natural language.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/open-strategy-partners/osp_marketing_tools\"\u003eopen-strategy-partners/osp_marketing_tools\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/open-strategy-partners/osp_marketing_tools\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6455f850417dfbfa4a633cd9f839c12f09a9b3ef149658f85115676499f1b142/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e2d73747261746567792d706172746e6572732f6f73705f6d61726b6574696e675f746f6f6c733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/open-strategy-partners/osp_marketing_tools?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a set of marketing tools from Open Strategy Partners.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📊 Monitoring\u003c/h3\u003e\u003ca id=\"user-content--monitoring\" class=\"anchor\" aria-label=\"Permalink: 📊 Monitoring\" href=\"#-monitoring\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/sentry\"\u003emodelcontextprotocol/server-sentry\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Sentry.io for error tracking (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/MindscapeHQ/mcp-server-raygun\"\u003eMindscapeHQ/mcp-server-raygun\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/MindscapeHQ/mcp-server-raygun\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a484ef5a9524e02bf51ee4b55d35209188b7c6aa6c35e8955500f35c177addb1/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4d696e64736361706548512f6d63702d7365727665722d72617967756e3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/MindscapeHQ/mcp-server-raygun?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Raygun API for crash reporting.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/metoro-io/metoro-mcp-server\"\u003emetoro-io/metoro-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/metoro-io/metoro-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0ee02f41e10c3c6de2ea1ccead54e42d18a912e3d035b17de583b24e43995cdb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d65746f726f2d696f2f6d65746f726f2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/metoro-io/metoro-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Queries and interacts with Kubernetes environments monitored by Metoro.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/grafana/mcp-grafana\"\u003egrafana/mcp-grafana\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/grafana/mcp-grafana\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b78454b619c0cfefb68a7209f4686476597e8870ffec2b8357c02803951c2fcd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f67726166616e612f6d63702d67726166616e613f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/grafana/mcp-grafana?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Searches dashboards and queries datasources in Grafana.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/shibley/apistatuscheck\"\u003eshibley/apistatuscheck\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/shibley/apistatuscheck\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/79cbaacc991a535e09c4fb9191edb1451493ac7a657af3601ac7ff95d16a33dc/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f736869626c65792f617069737461747573636865636b3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/shibley/apistatuscheck?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Aggregated API and service status monitoring. Query real-time status of 200+ popular services, check outage history, and get health data for incident response.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pydantic/logfire-mcp\"\u003epydantic/logfire-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pydantic/logfire-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/3e9971e0546fdd0ef0c5372ba23c80b2341598623a68227c1478ee64e2f03a4c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f707964616e7469632f6c6f67666972652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pydantic/logfire-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses OpenTelemetry traces and metrics through Logfire.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/seekrays/mcp-monitor\"\u003eseekrays/mcp-monitor\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/seekrays/mcp-monitor\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/18ae4a1ddb1fcdc723f8ebed52e9a505586365a88dc112671b854a90a97dd70f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7365656b726179732f6d63702d6d6f6e69746f723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/seekrays/mcp-monitor?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides system monitoring via MCP, exposing various metrics.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hyperb1iss/lucidity-mcp\"\u003ehyperb1iss/lucidity-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hyperb1iss/lucidity-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a2a82a5831594214328dfb6bccfe34e930eb19a914cadb4eea41b22ac7b8c3ea/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f687970657262316973732f6c756369646974792d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hyperb1iss/lucidity-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides intelligent, prompt-based analysis of AI-generated code across multiple dimensions.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🔎 Search\u003c/h3\u003e\u003ca id=\"user-content--search\" class=\"anchor\" aria-label=\"Permalink: 🔎 Search\" href=\"#-search\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search\"\u003emodelcontextprotocol/server-brave-search\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Performs web searches using Brave's Search API (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/angheljf/nyt\"\u003e@angheljf/nyt\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/angheljf/nyt\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2c8c4247fef5a48d1b4399d66b71fc304ca0d27836170519909819614da01d65/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e6768656c6a662f6e79743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/angheljf/nyt?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Searches articles using the NYTimes API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pranciskus/newsmcp\"\u003e@newsmcp/server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pranciskus/newsmcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/dee39c882d048495efcaad2c3b5bf47fe7da0c3af7b3731ef5d9d0937610a8f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7072616e6369736b75732f6e6577736d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pranciskus/newsmcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ geographic regions, ranked by importance. Free, no API key required.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ac3xx/mcp-servers-kagi\"\u003eac3xx/mcp-servers-kagi\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ac3xx/mcp-servers-kagi\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a0c79407b6acda7818f2433ae4b003e843ee2de938d6b925e466adc9f51452d9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61633378782f6d63702d736572766572732d6b6167693f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ac3xx/mcp-servers-kagi?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with the Kagi search API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/exa-labs/exa-mcp-server\"\u003eexa-labs/exa-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/exa-labs/exa-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9112956701a87ca5bd6f3c1089dbce6271738eb77e482aa1b23cb8f9ef5b8b88/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6578612d6c6162732f6578612d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/exa-labs/exa-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to the Exa AI Search API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/fatwang2/search1api-mcp\"\u003efatwang2/search1api-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/fatwang2/search1api-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bb282cc7524d2abd8b5203a559be8874d779ae5e73b8d6c8fce5b1a2ea7d7948/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f66617477616e67322f736561726368316170692d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/fatwang2/search1api-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Performs searches via search1api.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Tomatio13/mcp-server-tavily\"\u003eTomatio13/mcp-server-tavily\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Tomatio13/mcp-server-tavily\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/72a5db25109ee74b912ba576f8d98bd92f201d664a31eb25b1e3b83858ec11b6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f546f6d6174696f31332f6d63702d7365727665722d746176696c793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Tomatio13/mcp-server-tavily?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Tavily AI search API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/blazickjp/arxiv-mcp-server\"\u003eblazickjp/arxiv-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/blazickjp/arxiv-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/1d8e7a713f05848744dcd2dc9c0dc4a141295f215d95056c5767396ed114fa1b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626c617a69636b6a702f61727869762d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/blazickjp/arxiv-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Searches research papers on ArXiv.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mzxrai/mcp-webresearch\"\u003emzxrai/mcp-webresearch\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mzxrai/mcp-webresearch\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a9bc68a22461fc7532aec012bd51e1282d4e4f7afe235535c8ec8d312d5df2b9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d7a787261692f6d63702d77656272657365617263683f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mzxrai/mcp-webresearch?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Performs deep web research using Google search.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/andybrandt/mcp-simple-arxiv\"\u003eandybrandt/mcp-simple-arxiv\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/andybrandt/mcp-simple-arxiv\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4c14ad65b43cc8941c2e09bd7c661124b3252b49ad6cbe5a325ce7380197b96e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e64796272616e64742f6d63702d73696d706c652d61727869763f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/andybrandt/mcp-simple-arxiv?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows searching and reading papers from arXiv.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/andybrandt/mcp-simple-pubmed\"\u003eandybrandt/mcp-simple-pubmed\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/andybrandt/mcp-simple-pubmed\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/ddd4728e89ed5d778bd1ffb38e8d23f4565db7745894c0b7b7013978b4a898ec/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e64796272616e64742f6d63702d73696d706c652d7075626d65643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/andybrandt/mcp-simple-pubmed?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows searching and reading papers from PubMed.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/c5huracan/meyhem\"\u003ec5huracan/meyhem\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/c5huracan/meyhem\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5d5987528567ae348cff87ffd22010fd5a7b3820ee9ce431d1b6c13a3cd3b148/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f63356875726163616e2f6d657968656d3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/c5huracan/meyhem?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Agent-native search that blends multiple engines, dedupes results, and ranks by task-completion outcomes. No API key required.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/shopsavvy/shopsavvy-mcp-server\"\u003eshopsavvy/shopsavvy-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/shopsavvy/shopsavvy-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0b6eeb9d49ee6bc21342e0f3ff1f6eb20d4ca403e260ec68b1c3aa9d672a100f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73686f7073617676792f73686f7073617676792d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/shopsavvy/shopsavvy-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as \u003ccode\u003e@shopsavvy/mcp-server\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Pattyboi101/indiestack\"\u003ePattyboi101/indiestack\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Pattyboi101/indiestack\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9e75d33a253d2c709155406b4821eed682627c7e424a40cacbaf839c64f27810/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5061747479626f693130312f696e646965737461636b3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Pattyboi101/indiestack?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Search 130+ indie SaaS tools from your AI coding assistant. Install via \u003ccode\u003epip install indiestack\u003c/code\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🛠️ Utilities\u003c/h3\u003e\u003ca id=\"user-content-️-utilities\" class=\"anchor\" aria-label=\"Permalink: 🛠️ Utilities\" href=\"#️-utilities\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/zcaceres/fetch-mcp\"\u003ezcaceres/fetch-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/zcaceres/fetch-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f8cd22ff806b1281a81116543ac489f36d5471ce72356e040b1ca8ddef099feb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7a636163657265732f66657463682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/zcaceres/fetch-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Fetches JSON, text, and HTML data flexibly from URLs.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/fetch\"\u003emodelcontextprotocol/server-fetch\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Efficiently fetches and processes web content (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/zcaceres/markdownify-mcp\"\u003ezcaceres/markdownify-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/zcaceres/markdownify-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/cfa937fe63c56f0b3f419ffb454cfa3d5626d094a9435152cde0423bedcb72e1/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7a636163657265732f6d61726b646f776e6966792d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/zcaceres/markdownify-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Converts various file types and web content to Markdown.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/sammcj/mcp-package-version\"\u003e@sammcj/mcp-package-version\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/sammcj/mcp-package-version\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6a833b4ab15cbdb692afad0ad7a6eec33fca21330c2ff3b5e091b92051b5a878/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73616d6d636a2f6d63702d7061636b6167652d76657273696f6e3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/sammcj/mcp-package-version?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Helps LLMs suggest the latest stable package versions.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/vivekVells/mcp-pandoc\"\u003e@vivekvells/mcp-pandoc\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/vivekVells/mcp-pandoc\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/00dbae9d931281bfc09919e1b4555a6c581845919e361ef1de7f19183daa77ac/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f766976656b56656c6c732f6d63702d70616e646f633f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/vivekVells/mcp-pandoc?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Converts document formats using Pandoc.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pskill9/website-downloader\"\u003e@pskill9/website-downloader\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pskill9/website-downloader\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b2b3d36ac4a27ac5c4d32eb203be80e5030d5a2eb9d2f96918164744f9a6c412/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f70736b696c6c392f776562736974652d646f776e6c6f616465723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pskill9/website-downloader?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Downloads entire websites using wget, preserving structure.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/lamemind/mcp-server-multiverse\"\u003e@lamemind/mcp-server-multiverse\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/lamemind/mcp-server-multiverse\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/670f39cb94a924c70edb37dcc66a82f13e5642ecc96aad7338353ddb7103f3f3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616d656d696e642f6d63702d7365727665722d6d756c746976657273653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/lamemind/mcp-server-multiverse?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows multiple isolated instances of MCP servers to coexist.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/j4c0bs/mcp-server-sql-analyzer\"\u003e@j4c0bs/mcp-server-sql-analyzer\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/j4c0bs/mcp-server-sql-analyzer\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9545b5b000316a4f94a99b1af047cc1728f266c2e8ab1ba22c6eb5c59a8a533e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a34633062732f6d63702d7365727665722d73716c2d616e616c797a65723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/j4c0bs/mcp-server-sql-analyzer?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides SQL analysis, linting, and dialect conversion using SQLGlot.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/0xshellming/mcp-summarizer\"\u003e0xshellming/mcp-summarizer\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/0xshellming/mcp-summarizer\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4c5ea592f798563a09cdaa93c98e5891b1047551a0fa08d9ea0cee272e59ae3c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f30787368656c6c6d696e672f6d63702d73756d6d6172697a65723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/0xshellming/mcp-summarizer?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides AI summarization for multiple content types.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/SecretiveShell/MCP-timeserver\"\u003eSecretiveShell/MCP-timeserver\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/SecretiveShell/MCP-timeserver\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8f8f46809dda429d8b9563e442bf9ea6e719c4220d0ad15cf331a5ce0ccbbf76/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5365637265746976655368656c6c2f4d43502d74696d657365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/SecretiveShell/MCP-timeserver?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides the current time in any timezone.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eStar History\u003c/h2\u003e\u003ca id=\"user-content-star-history\" class=\"anchor\" aria-label=\"Permalink: Star History\" href=\"#star-history\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 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src=\"https://camo.githubusercontent.com/e23e9f90fc42670bd74ee1b70ddd8b6abb872048c2a073c65b941d1d49af743c/68747470733a2f2f6170692e737461722d686973746f72792e636f6d2f7376673f7265706f733d4d6f62696e582f617765736f6d652d6d63702d6c69737426747970653d44617465\" data-canonical-src=\"https://api.star-history.com/svg?repos=MobinX/awesome-mcp-list\u0026amp;type=Date\"\u003e\n \u003c/picture\u003e\u003c/themed-picture\u003e\n\u003c/a\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"Awesome MCP Servers - Concise List","anchor":"awesome-mcp-servers---concise-list","htmlText":"Awesome MCP Servers - Concise List"},{"level":3,"text":"📂 Browser Control","anchor":"-browser-control","htmlText":"📂 Browser Control"},{"level":3,"text":"🎨 Art \u0026 Culture","anchor":"-art--culture","htmlText":"🎨 Art \u0026amp; Culture"},{"level":3,"text":"☁️ Cloud Platforms","anchor":"️-cloud-platforms","htmlText":"☁️ Cloud Platforms"},{"level":3,"text":"🖥️ Command Line","anchor":"️-command-line","htmlText":"🖥️ Command Line"},{"level":3,"text":"💬 Communication","anchor":"-communication","htmlText":"💬 Communication"},{"level":3,"text":"👤 Customer Data Platforms","anchor":"-customer-data-platforms","htmlText":"👤 Customer Data Platforms"},{"level":3,"text":"🗄️ Databases","anchor":"️-databases","htmlText":"🗄️ Databases"},{"level":3,"text":"💻 Developer Tools","anchor":"-developer-tools","htmlText":"💻 Developer Tools"},{"level":3,"text":"🧮 Data Science Tools","anchor":"-data-science-tools","htmlText":"🧮 Data Science Tools"},{"level":3,"text":"📂 File Systems","anchor":"-file-systems","htmlText":"📂 File Systems"},{"level":3,"text":"💰 Finance \u0026 Fintech","anchor":"-finance--fintech","htmlText":"💰 Finance \u0026amp; Fintech"},{"level":3,"text":"🎮 Gaming","anchor":"-gaming","htmlText":"🎮 Gaming"},{"level":3,"text":"🧠 Knowledge \u0026 Memory","anchor":"-knowledge--memory","htmlText":"🧠 Knowledge \u0026amp; Memory"},{"level":3,"text":"🗺️ Location Services","anchor":"️-location-services","htmlText":"🗺️ Location Services"},{"level":3,"text":"🎯 Marketing","anchor":"-marketing","htmlText":"🎯 Marketing"},{"level":3,"text":"📊 Monitoring","anchor":"-monitoring","htmlText":"📊 Monitoring"},{"level":3,"text":"🔎 Search","anchor":"-search","htmlText":"🔎 Search"},{"level":3,"text":"🛠️ Utilities","anchor":"️-utilities","htmlText":"🛠️ Utilities"},{"level":2,"text":"Star History","anchor":"star-history","htmlText":"Star History"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2FMobinX%2Fawesome-mcp-list"}}],"overviewFilesProcessingTime":0,"copilotSWEAgentEnabled":false}},"codeViewLayoutRoute":{"repo":{"id":954152789,"defaultBranch":"main","name":"awesome-mcp-list","ownerLogin":"MobinX","currentUserCanPush":false,"isFork":false,"isEmpty":false,"createdAt":"2025-03-24T16:33:17.000Z","ownerAvatar":"https://avatars.githubusercontent.com/u/47663360?v=4","public":true,"private":false,"isOrgOwned":false},"currentUser":null,"uploadToken":"fLfoRnNNtbJ_yyYcE1ELoa2ZBWU0s5vSfKtVjhyne5O7sAoBJ-oCj_8joc7Fpw1TorGrw8TgOLwtRN7Wix0W9A","allShortcutsEnabled":false,"treeExpanded":true,"path":"/","symbolsExpanded":false,"refInfo":{"name":"main","listCacheKey":"v0:1742833999.0","canEdit":false,"currentOid":"093d8564ac4bc2282e37f2c6cf3027598e20c28b"},"helpUrl":"https://docs.github.com","findFileWorkerPath":"/assets-cdn/worker/find-file-worker-4e5d7136862a2a48.js","findInFileWorkerPath":"/assets-cdn/worker/find-in-file-worker-4c35b25d88167fef.js","githubDevUrl":null},"csrf_tokens":{"/MobinX/awesome-mcp-list/branches":{"post":"16MuHtfUXOHEXyD5U5v6OauMVgAxHHvfVV6QF5-MGKLKPgPtJ-HNP-c-b7w5j8mHwSDcrHUAeAqgd_V9kiUu7A"}}},"title":"GitHub - MobinX/awesome-mcp-list: A concise list for mcp servers","appPayload":{},"meta":{"title":"GitHub - MobinX/awesome-mcp-list: A concise list for mcp servers"}} MobinX/awesome-mcp-list mainBranchesTagsGo to fileCodeOpen more actions menuFolders and filesNameNameLast commit messageLast commit dateLatest commit History79 Commits79 CommitsREADME.mdREADME.md View all filesRepository files navigationREADMEAwesome MCP Servers - Concise List Note that this list is continuously updating and improving. Please star this repo if you find it useful – it's worth bookmarking! 📂 Browser Control @recursechat/mcp-server-apple-shortcuts : Integrates with macOS Shortcuts for automation via MCP. @kimtth/mcp-aoai-web-browsing : Implements minimal web browsing using Azure OpenAI and Playwright. @pskill9/web-search : Provides web search capabilities using Google results without requiring API keys. @co-browser/browser-use-mcp-server : Packages browser-use as an MCP server, with Docker support for Chromium and VNC. @blackwhite084/playwright-plus-python-mcp : Leverages Playwright via Python, optimized for large language models. @executeautomation/playwright-mcp-server : Utilizes Playwright for web automation and data extraction within an MCP framework. @automatalabs/mcp-server-playwright : Controls web browsers via Playwright through MCP commands. modelcontextprotocol/server-puppeteer : Automates web interactions and scraping using Puppeteer (part of the official servers collection). @kimtaeyoon83/mcp-server-youtube-transcript : Extracts subtitles and transcripts from YouTube videos for AI processing. 🎨 Art & Culture burningion/video-editing-mcp : Enables AI-driven video editing, analysis, and search within a video collection. fasuizu-br/speech-ai-examples : Speech AI MCP server with pronunciation assessment (phoneme-level scoring, 17MB model, <300ms), text-to-speech, and speech-to-text. 8 tools for language learning, accessibility, and voice applications. r-huijts/rijksmuseum-mcp : Connects to the Rijksmuseum API for accessing art collections and details. yuna0x0/anilist-mcp : Provides information on anime and manga through integration with the AniList API. austenstone/myinstants-mcp : A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories. npx myinstants-mcp ☁️ Cloud Platforms cloudflare/mcp-server-cloudflare : Integrates with various Cloudflare services like Workers and KV. isgudtek/mycrab-mcp : Instant public HTTPS Cloudflare tunnels for AI agents. Free ephemeral URLs in 60s or permanent custom subdomains via Solana micropayment. Install with uvx mycrab-mcp. alexei-led/aws-mcp-server : Enables secure execution of AWS CLI commands and prompt templates within Docker. strowk/mcp-k8s-go : Manages Kubernetes clusters through MCP interactions (Go implementation). @flux159/mcp-server-kubernetes : Controls Kubernetes pods, deployments, and services (TypeScript implementation). manusa/kubernetes-mcp-server : Manages Kubernetes and OpenShift with specialized cluster interaction tools (Java implementation). wenhuwang/mcp-k8s-eye : Provides Kubernetes management features and application health analysis. johnneerdael/netskope-mcp : Accesses Netskope Private Access components and provides setup details. nwiizo/tfmcp : Allows AI assistants to control Terraform environments for infrastructure management. 🖥️ Command Line ferrislucas/iterm-mcp : Provides iTerm2 terminal access for command execution and output analysis. g0t4/mcp-server-commands : Executes arbitrary commands and scripts via MCP. MladenSU/cli-mcp-server : Offers a command-line interface with configurable security policies. tumf/mcp-shell-server : Securely executes shell commands through the Model Context Protocol. amol21p/mcp-interactive-terminal : Real interactive terminal sessions for REPLs, SSH, database clients, and any interactive CLI — with clean text output, smart completion detection, and multi-layer security. 💬 Communication jean-technologies/smartlead-mcp-server-local : MCP server for Smartlead. Also works with n8n and workflow automation platforms. zcaceres/gtasks-mcp : Manages Google Tasks lists and items via MCP. hannesrudolph/imessage-query-fastmcp-mcp-server : Safely queries and analyzes iMessage conversations, including attachments. modelcontextprotocol/server-slack : Manages Slack channels and messages (part of the official servers collection). keturiosakys/bluesky-context-server : Connects and allows interaction with Bluesky social network instances. kiruna-labs/userdispatch-mcp : Collects user feedback via an embeddable widget and exposes MCP tools for triaging submissions, drafting replies, and generating weekly digests. MarkusPfundstein/mcp-gsuite : Interacts with Gmail and Google Calendar. adhikasp/mcp-twikit : Accesses Twitter search and timeline data. gotoolkits/mcp-wecombot-server : Sends messages to WeCom group robots. (Note: Link ends with .git) AbdelStark/nostr-mcp : Enables interaction with the Nostr protocol, including posting notes. elie222/inbox-zero-mcp : Manages Gmail, identifying emails needing replies or follow-ups (part of the Inbox Zero project). carterlasalle/mac_messages_mcp : Securely accesses, analyzes, sends, and receives iMessages on macOS. sawa-zen/vrchat-mcp : Interacts with the VRChat API to retrieve user, world, and avatar information. arpitbatra123/mcp-googletasks : Interfaces with the Google Tasks API for task management. Eclipse-XV/twitch-mcp : Allows Twitch streamers to automate channel point predictions, trigger stream events, and extend interactive chat functionality. @taskade/mcp : Official Taskade MCP server with 50+ tools for managing workspaces, projects, tasks, custom AI agents, and workflow automations. Includes OpenAPI-to-MCP codegen. 👤 Customer Data Platforms sergehuber/inoyu-mcp-unomi-server : Accesses and updates user profiles on an Apache Unomi CDP server. OpenDataMCP/OpenDataMCP : Connects various Open Data sources to LLMs via MCP. @iaptic/mcp-server-iaptic : Connects to iaptic to retrieve customer purchase and app revenue data. 🗄️ Databases aliyun/alibabacloud-tablestore-mcp-server : Provides access to Tablestore, including document management and semantic search. cr7258/elasticsearch-mcp-server : Enables interaction with Elasticsearch clusters. domdomegg/airtable-mcp-server : Provides read/write access to Airtable databases, including schema inspection. rashidazarang/airtable-mcp : Directly connects AI tools to Airtable for comprehensive data manipulation. LucasHild/mcp-server-bigquery : Allows querying and schema inspection of BigQuery databases. c4pt0r/mcp-server-tidb : Provides access to TiDB databases, including schema inspection and querying. ergut/mcp-bigquery-server : Enables direct access and querying of Google BigQuery. ClickHouse/mcp-clickhouse : Offers schema inspection and querying capabilities for ClickHouse databases. get-convex/convex-mcp-server: Introspects Convex tables, functions, and allows one-off queries. (Note: Links to Convex Stack page) @gannonh/firebase-mcp : Provides access to Firebase services like Auth, Firestore, and Storage. jovezhong/mcp-timeplus : Manages Apache Kafka topics and queries streaming data via Timeplus SQL. @fireproof-storage/mcp-database-server : Offers a Fireproof ledger database with multi-user synchronization. designcomputer/mysql_mcp_server : Provides secure MySQL database operations with configurable access controls. f4ww4z/mcp-mysql-server : Offers secure MySQL database interaction. FreePeak/db-mcp-server : Provides a high-performance multi-database server (MySQL & PostgreSQL) with tools for query execution, transactions, and schema exploration. modelcontextprotocol/server-postgres : Enables querying and schema inspection of PostgreSQL databases (part of the official servers collection). modelcontextprotocol/server-sqlite : Provides SQLite database operations with built-in analysis (part of the official servers collection). @joshuarileydev/supabase-mcp-server : Manages Supabase projects and organizations. @alexander-zuev/supabase-mcp-server : Supports SQL query execution and database exploration within Supabase. ktanaka101/mcp-server-duckdb : Integrates with DuckDB, offering schema inspection and query features. Dataring-engineering/mcp-server-trino : Connects to Trino Clusters for querying and data access. furey/mongodb-lens : Provides a fully-featured MCP server for MongoDB Databases. QuantGeekDev/mongo-mcp : Enables direct interaction with MongoDB databases. kiliczsh/mcp-mongo-server : Interacts with MongoDB databases. tinybirdco/mcp-tinybird : Integrates with Tinybird, providing query and API capabilities. KashiwaByte/vikingdb-mcp-server : Integrates with VikingDB for vector store and search functionalities. neo4j-contrib/mcp-neo4j : Enables Model Context Protocol interactions with Neo4j databases. niledatabase/nile-mcp-server : Manages and queries Postgres databases, tenants, users, and auth using LLMs via Nile. isaacwasserman/mcp-snowflake-server : Integrates with Snowflake with read/write operations and insight tracking. hannesrudolph/sqlite-explorer-fastmcp-mcp-server : Provides safe, read-only access to SQLite databases with query validation. sirmews/mcp-pinecone : Integrates with Pinecone, offering vector search capabilities. runekaagaard/mcp-alchemy : Provides universal SQLAlchemy-based database integration, supporting multiple database types. quarkiverse/quarkus-mcp-jdbc : Connects to any JDBC-compatible database (part of Quarkus MCP Servers). pab1it0/adx-mcp-server : Allows querying and analyzing of Azure Data Explorer databases. pab1it0/prometheus-mcp-server : Provides querying and analysis of Prometheus monitoring system. neondatabase/mcp-server-neon : Enables creating and managing Postgres databases with Neon Serverless Postgres. XGenerationLab/xiyan_mcp_server : Supports fetching database data via natural language queries, powered by XiyanSQL. bytebase/dbhub : Provides a universal database MCP server with support for mainstream databases. GreptimeTeam/greptimedb-mcp-server : Enables querying of GreptimeDB. idoru/influxdb-mcp-server : Executes queries against InfluxDB OSS API v2. xing5/mcp-google-sheets : Interacts with Google Sheets, providing create, read, update, and manage functionalities. edwinbernadus/nocodb-mcp-server : Support create, read, update, and delete on NocoDB Database 💻 Developer Tools 21st-dev/Magic-MCP : Generates UI components based on 21st.dev design principles. cocoindex-io/cocoindex-code : A super light-weight embedded MCP server for coding agents. Uses tree-sitter for code search and indexing, saves 70% tokens and improves speed. Comet-ML/Opik-MCP : Enables querying of LLM observability data captured by Opik. OzorOwn/frostbyte-mcp : MCP server providing AI agents access to 40+ developer APIs with 13 tools for geolocation, crypto, screenshots, scraping, DNS, code execution, PDF generation, search, and more. Works with Claude Desktop, Cursor, and Windsurf. GLips/Figma-Context-MCP : Gives coding agents direct access to Figma data. QuantGeekDev/docker-mcp : Manages Docker containers via MCP. r-huijts/xcode-mcp-server : Integrates with Xcode for project management and build automation. snaggle-ai/openapi-mcp-server : Connects to HTTP/REST APIs using an OpenAPI specification. JetBrains/mcpProxy : Connects to JetBrains IDEs for development tasks. tumf/mcp-text-editor : Provides a line-oriented text file editor, optimized for LLM interaction. @joshuarileydev/simulator-mcp-server : Controls iOS Simulators. @joshuarileydev/app-store-connect-mcp-server : Communicates with the App Store Connect API. @delano/postman-mcp-server : Interacts with the Postman API. @haris-musa/excel-mcp-server : Manipulates Excel workbooks, including data, formatting, and charts. ShenghaiWang/xcodebuild : Builds iOS Xcode workspace/project and feedbacks errors to LLMs. @jasonjmcghee/claude-debugs-for-you : Enables automatic debugging via breakpoints and expression evaluation. @Jktfe/serveMyAPI : Securely stores and accesses API keys across projects using the macOS Keychain. jonradoff/lightcms : AI-native CMS with 41 MCP tools for managing websites through natural language. Create pages, templates, assets, themes, collections, redirects, and more with full content versioning. @xzq-xu/jvm-mcp-server : Implements an MCP server for JVM-based environments. @yangkyeongmo/mcp-server-apache-airflow : Connects to Apache Airflow using the official client. hyperb1iss/droidmind : Controls Android devices, enabling UI automation and debugging. Rootly-AI-Labs/Rootly-MCP-server : Integrates with the Rootly incident management platform. YuChenSSR/mindmap-mcp-server : Generates interactive mindmaps. SDGLBL/mcp-claude-code : Implements Claude Code capabilities using MCP, enabling code understanding and project analysis. deadpixel/roundtable-dashboard : Multi-model AI debate platform — GPT-4o, Claude, Gemini & 200+ models discuss, then synthesize insight. Tools: consult_council, review_code, debug_issue, design_architecture, plan_implementation, assess_tradeoffs. semgrep/mcp : A MCP server for using Semgrep to scan code for security vulnerabilities. @mastra/mcp-docs-server : Provides AI assistants with direct access to Mastra.ai's complete knowledge base. @mastra/mcp : Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools. 🧮 Data Science Tools ChronulusAI/chronulus-mcp : Uses Chronulus AI for forecasting and predictions. @reading-plus-ai/mcp-server-data-exploration : Enables autonomous data exploration on .csv-based datasets. 📂 File Systems modelcontextprotocol/server-filesystem : Provides direct access to the local file system (part of the official servers collection). modelcontextprotocol/server-google-drive : Integrates with Google Drive for file listing and searching (part of the official servers collection). hmk/box-mcp-server : Provides listing, reading and searching files on Box. mark3labs/mcp-filesystem-server : Provides local file system access (Golang implementation). mamertofabian/mcp-everything-search : Provides fast Windows file search using Everything SDK. cyberchitta/llm-context.py : Shares code context with LLMs via MCP or clipboard. quarkiverse/quarkus-mcp-filesystem : Provides file system browsing and editing (part of Quarkus MCP Servers, Java implementation). Xuanwo/mcp-server-opendal : Accesses various storage services via Apache OpenDAL. PSPDFKit/nutrient-dws-mcp-server : MCP server for Nutrient Document Web Services API for conversion, merge, redact, sign, OCR, watermark, and extraction workflows. 💰 Finance & Fintech heurist-network/heurist-mesh-mcp-server : Provides access to web3 AI agents for blockchain analysis and smart contract auditing. @base/base-mcp : Integrates with Base Network for onchain tools and Coinbase API interactions. QuantGeekDev/coincap-mcp : Provides real-time cryptocurrency market data from CoinCap. anjor/coinmarket-mcp-server : Fetches cryptocurrency listings and quotes from the Coinmarket API. berlinbra/alpha-vantage-mcp : Fetches stock and crypto information from Alpha Vantage. ferdousbhai/tasty-agent : Handles trading activities on Tastytrade via the Tastyworks API. ferdousbhai/investor-agent : Fetches stock market data and options recommendations from Yahoo Finance. HCS412/ventureautomated : Remote venture-intelligence MCP server for startup discovery, company scoring, market monitoring, and private workspace automation. mcpdotdirect/evm-mcp-server : Provides blockchain services for 30+ EVM networks. Bankless/onchain-mcp : Uses Bankless Onchain API for smart contract interaction and querying transaction data. kukapay/cryptopanic-mcp-server : Delivers cryptocurrency news to AI agents via CryptoPanic. kukapay/whale-tracker-mcp : Tracks cryptocurrency whale transactions. kukapay/crypto-feargreed-mcp : Provides real-time and historical Crypto Fear & Greed Index data. kukapay/dune-analytics-mcp : Bridges Dune Analytics data to AI agents. kukapay/pancakeswap-poolspy-mcp : Tracks newly created pools on Pancake Swap. kukapay/uniswap-poolspy-mcp : Tracks newly created liquidity pools on Uniswap. kukapay/uniswap-trader-mcp : Automates token swaps on Uniswap DEX. kukapay/token-minter-mcp : Allows AI agents to mint ERC-20 tokens. kukapay/thegraph-mcp : Provides indexed blockchain data from The Graph to AI agents. OzorOwn/defi-mcp : DeFi & crypto MCP server — token prices, wallet balances, gas prices, DEX swap quotes across 7 chains. 8144225309/superscalar-mcp : Bitcoin Lightning channel factory MCP server — query protocol architecture, estimate UTXO savings, and explore channel factory infrastructure. xpaysh/awesome-x402 : A curated directory of x402 payment protocol MCP servers and tools for HTTP-native USDC payments on EVM chains. 🎮 Gaming Coding-Solo/godot-mcp : Interacts with the Godot game engine for editing, running, and managing scenes. rishijatia/fantasy-pl-mcp : Offers real-time Fantasy Premier League data and analysis. CoderGamester/mcp-unity : Integrates with the Unity3D Game Engine via MCP. 🧠 Knowledge & Memory modelcontextprotocol/server-memory : Provides a knowledge graph-based persistent memory system (part of the official servers collection). CheMiguel23/MemoryMesh : Provides enhanced graph-based memory focused on AI role-play. topoteretes/cognee-mcp : Manages AI memory using graph/vector stores, with ingestion from 30+ data sources (part of Cognee project). @hannesrudolph/mcp-ragdocs : Retrieves and processes documentation using vector search. @kaliaboi/mcp-zotero : Connects LLMs to Zotero Cloud collections and sources. graphlit/graphlit-mcp-server : Ingests data from various sources into a Graphlit project for searching and retrieval. CanopyHQ/phloem : Local-first AI memory with causal graphs, citation verification, and zero network connections. omega-memory/core : Persistent memory for AI coding agents with semantic search, auto-capture, intelligent forgetting, and cross-session learning. #1 on LongMemEval (95.4%). Local-first with zero cloud dependency. 🗺️ Location Services modelcontextprotocol/server-google-maps : Provides location services, routing, and place details from Google Maps (part of the official servers collection). webcoderz/MCP-Geo : Offers geocoding capabilities using various services. @briandconnelly/mcp-server-ipinfo : Provides IP address geolocation and network information via ipinfo.io. @iplocate/mcp-server : Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io jjsantos01/qgis_mcp : Integrates QGIS Desktop with Claude AI for project creation and code execution. kukapay/nearby-search-mcp : Enables nearby place searches using IP-based location detection. [IP2Location.io] : - IP2Location.io API integration to retrieve the geolocation information for an IP address. 🎯 Marketing henu-wang/geoscore-mcp : AI search optimization (GEO). Scans websites for AI search readiness, generates llms.txt, Schema.org fixes, and meta tag optimizations. bzsasson/screaming-frog-mcp : MCP server for Screaming Frog SEO Spider — list saved crawls, export SEO audit data, read and filter results, and manage crawl storage through natural language. open-strategy-partners/osp_marketing_tools : Provides a set of marketing tools from Open Strategy Partners. 📊 Monitoring modelcontextprotocol/server-sentry : Integrates with Sentry.io for error tracking (part of the official servers collection). MindscapeHQ/mcp-server-raygun : Integrates with Raygun API for crash reporting. metoro-io/metoro-mcp-server : Queries and interacts with Kubernetes environments monitored by Metoro. grafana/mcp-grafana : Searches dashboards and queries datasources in Grafana. shibley/apistatuscheck : Aggregated API and service status monitoring. Query real-time status of 200+ popular services, check outage history, and get health data for incident response. pydantic/logfire-mcp : Accesses OpenTelemetry traces and metrics through Logfire. seekrays/mcp-monitor : Provides system monitoring via MCP, exposing various metrics. hyperb1iss/lucidity-mcp : Provides intelligent, prompt-based analysis of AI-generated code across multiple dimensions. 🔎 Search modelcontextprotocol/server-brave-search : Performs web searches using Brave's Search API (part of the official servers collection). @angheljf/nyt : Searches articles using the NYTimes API. @newsmcp/server : Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ geographic regions, ranked by importance. Free, no API key required. ac3xx/mcp-servers-kagi : Integrates with the Kagi search API. exa-labs/exa-mcp-server : Provides access to the Exa AI Search API. fatwang2/search1api-mcp : Performs searches via search1api. Tomatio13/mcp-server-tavily : Integrates with Tavily AI search API. blazickjp/arxiv-mcp-server : Searches research papers on ArXiv. mzxrai/mcp-webresearch : Performs deep web research using Google search. andybrandt/mcp-simple-arxiv : Allows searching and reading papers from arXiv. andybrandt/mcp-simple-pubmed : Allows searching and reading papers from PubMed. c5huracan/meyhem : Agent-native search that blends multiple engines, dedupes results, and ranks by task-completion outcomes. No API key required. shopsavvy/shopsavvy-mcp-server : Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as @shopsavvy/mcp-server. Pattyboi101/indiestack : Search 130+ indie SaaS tools from your AI coding assistant. Install via pip install indiestack. 🛠️ Utilities zcaceres/fetch-mcp : Fetches JSON, text, and HTML data flexibly from URLs. modelcontextprotocol/server-fetch : Efficiently fetches and processes web content (part of the official servers collection). zcaceres/markdownify-mcp : Converts various file types and web content to Markdown. @sammcj/mcp-package-version : Helps LLMs suggest the latest stable package versions. @vivekvells/mcp-pandoc : Converts document formats using Pandoc. @pskill9/website-downloader : Downloads entire websites using wget, preserving structure. @lamemind/mcp-server-multiverse : Allows multiple isolated instances of MCP servers to coexist. @j4c0bs/mcp-server-sql-analyzer : Provides SQL analysis, linting, and dialect conversion using SQLGlot. 0xshellming/mcp-summarizer : Provides AI summarization for multiple content types. SecretiveShell/MCP-timeserver : Provides the current time in any timezone. 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MobinX/awesome-mcp-list: A concise list for mcp servers · GitHub Skip to content {"props":{"docsUrl":"https://docs.github.com/get-started/accessibility/keyboard-shortcuts"}} /* Override primer focus outline color for marketing header dropdown links for better contrast */ [data-color-mode="light"] .HeaderMenu-dropdown-link:focus-visible, [data-color-mode="light"] .HeaderMenu-trailing-link a:focus-visible { outline-color: var(--color-accent-fg); } Navigation Menu Toggle navigation Sign in Appearance settings {"props":{}} {"props":{"should_use_dotcom_links":true}} PlatformAI CODE CREATIONGitHub CopilotWrite better code with AIGitHub SparkBuild and deploy intelligent appsGitHub ModelsManage and compare promptsMCP RegistryNewIntegrate external toolsDEVELOPER WORKFLOWSActionsAutomate any workflowCodespacesInstant dev environmentsIssuesPlan and track workCode ReviewManage code changesAPPLICATION SECURITYGitHub Advanced SecurityFind and fix vulnerabilitiesCode securitySecure your code as you buildSecret protectionStop leaks before they startEXPLOREWhy GitHubDocumentationBlogChangelogMarketplaceView all featuresSolutionsBY COMPANY SIZEEnterprisesSmall and medium teamsStartupsNonprofitsBY USE CASEApp ModernizationDevSecOpsDevOpsCI/CDView all use casesBY INDUSTRYHealthcareFinancial servicesManufacturingGovernmentView all industriesView all solutionsResourcesEXPLORE BY TOPICAISoftware DevelopmentDevOpsSecurityView all topicsEXPLORE BY TYPECustomer storiesEvents & webinarsEbooks & reportsBusiness insightsGitHub SkillsSUPPORT & SERVICESDocumentationCustomer supportCommunity forumTrust centerPartnersView all resourcesOpen SourceCOMMUNITYGitHub SponsorsFund open source developersPROGRAMSSecurity LabMaintainer CommunityAcceleratorGitHub StarsArchive ProgramREPOSITORIESTopicsTrendingCollectionsEnterpriseENTERPRISE SOLUTIONSEnterprise platformAI-powered developer platformAVAILABLE ADD-ONSGitHub Advanced SecurityEnterprise-grade security featuresCopilot for BusinessEnterprise-grade AI featuresPremium SupportEnterprise-grade 24/7 supportPricing{"resolvedServerColorMode":"day"} Search or jump to... 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Dismiss alert {{ message }} MobinX / awesome-mcp-list Public Notifications You must be signed in to change notification settings Fork 183 Star 881 Code Issues 27 Pull requests 98 Actions Projects Security and quality 0 Insights Additional navigation options Code Issues Pull requests Actions Projects Security and quality Insights {"payload":{"codeViewRepoRoute":{"path":"/","refInfo":{"name":"main","listCacheKey":"v0:1742833999.0","canEdit":false,"refType":"branch","currentOid":"093d8564ac4bc2282e37f2c6cf3027598e20c28b"},"tree":{"items":[{"name":"README.md","path":"README.md","contentType":"file"}],"totalCount":1,"templateDirectorySuggestionUrl":null,"readme":null,"showBranchInfobar":false},"userNameDisplayConfiguration":null,"treeExpanded":false,"symbolsExpanded":false,"copilotSWEAgentEnabled":false,"isOverview":true,"overview":{"banners":{"shouldRecommendReadme":false,"isPersonalRepo":false,"showUseActionBanner":false,"actionSlug":null,"actionId":null,"showProtectBranchBanner":false,"transactionalMessageBanner":null,"publishBannersInfo":{"dismissActionNoticePath":"/settings/dismiss-notice/publish_action_from_repo","releasePath":"/MobinX/awesome-mcp-list/releases/new?marketplace=true","showPublishActionBanner":false},"interactionLimitBanner":null,"showInvitationBanner":false,"inviterName":null,"actionsMigrationBannerInfo":{"releaseTags":[],"showImmutableActionsMigrationBanner":false,"initialMigrationStatus":null}},"codeButton":{"contactPath":"/contact","isEnterprise":false,"local":{"protocolInfo":{"httpAvailable":true,"sshAvailable":null,"httpUrl":"https://github.com/MobinX/awesome-mcp-list.git","showCloneWarning":null,"sshUrl":null,"sshCertificatesRequired":null,"sshCertificatesAvailable":null,"ghCliUrl":"gh repo clone MobinX/awesome-mcp-list","defaultProtocol":"http","newSshKeyUrl":"/settings/ssh/new","setProtocolPath":"/users/set_protocol"},"platformInfo":{"cloneUrl":"https://desktop.github.com","showVisualStudioCloneButton":false,"visualStudioCloneUrl":"https://windows.github.com","showXcodeCloneButton":false,"xcodeCloneUrl":"xcode://clone?repo=https%3A%2F%2Fgithub.com%2FMobinX%2Fawesome-mcp-list","zipballUrl":"/MobinX/awesome-mcp-list/archive/refs/heads/main.zip"}},"newCodespacePath":"/codespaces/new?hide_repo_select=true\u0026repo=954152789"},"popovers":{"rename":null,"renamedParentRepo":null},"commitCount":"79","overviewFiles":[{"displayName":"README.md","repoName":"awesome-mcp-list","refName":"main","path":"README.md","preferredFileType":"readme","tabName":"README","richText":"\u003carticle class=\"markdown-body entry-content container-lg\" itemprop=\"text\"\u003e\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eAwesome MCP Servers - Concise List\u003c/h1\u003e\u003ca id=\"user-content-awesome-mcp-servers---concise-list\" class=\"anchor\" aria-label=\"Permalink: Awesome MCP Servers - Concise List\" href=\"#awesome-mcp-servers---concise-list\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eNote that this list is continuously updating and improving. Please star this repo if you find it useful – it's worth bookmarking!\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📂 Browser Control\u003c/h3\u003e\u003ca id=\"user-content--browser-control\" class=\"anchor\" aria-label=\"Permalink: 📂 Browser Control\" href=\"#-browser-control\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/recursechat/mcp-server-apple-shortcuts\"\u003e@recursechat/mcp-server-apple-shortcuts\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/recursechat/mcp-server-apple-shortcuts\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d11f3901c9469d9854c9333ee390bf84081abb8979abfd24ada5a26635154009/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f72656375727365636861742f6d63702d7365727665722d6170706c652d73686f7274637574733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/recursechat/mcp-server-apple-shortcuts?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with macOS Shortcuts for automation via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kimtth/mcp-aoai-web-browsing\"\u003e@kimtth/mcp-aoai-web-browsing\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kimtth/mcp-aoai-web-browsing\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9896a604ee0912f8dcac160ac7a3c09635e6c172c3e9c64147bd51020085fe68/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b696d7474682f6d63702d616f61692d7765622d62726f7773696e673f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kimtth/mcp-aoai-web-browsing?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Implements minimal web browsing using Azure OpenAI and Playwright.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pskill9/web-search\"\u003e@pskill9/web-search\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pskill9/web-search\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b481c51ece0526d56d28bb217f99a9f444090773cd1945b9170e5a0ca79ad408/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f70736b696c6c392f7765622d7365617263683f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pskill9/web-search?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides web search capabilities using Google results without requiring API keys.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/co-browser/browser-use-mcp-server\"\u003e@co-browser/browser-use-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/co-browser/browser-use-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/cbe24923bf059532357c62359d604142bcc1671cbe5204a27fc1f2475ff4e188/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636f2d62726f777365722f62726f777365722d7573652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/co-browser/browser-use-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Packages \u003ccode\u003ebrowser-use\u003c/code\u003e as an MCP server, with Docker support for Chromium and VNC.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/blackwhite084/playwright-plus-python-mcp\"\u003e@blackwhite084/playwright-plus-python-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/blackwhite084/playwright-plus-python-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fe7a85770072a4d62dd2422b5dc5baccc58c2f169ffae3bf2c0c2c41677d0459/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626c61636b77686974653038342f706c61797772696768742d706c75732d707974686f6e2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/blackwhite084/playwright-plus-python-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Leverages Playwright via Python, optimized for large language models.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/executeautomation/mcp-playwright\"\u003e@executeautomation/playwright-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/executeautomation/mcp-playwright\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7366f8fc9ddce1543f29f3410e6b0cfd9f8af40e47109dcd03c45993b43bdb2a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f657865637574656175746f6d6174696f6e2f6d63702d706c61797772696768743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/executeautomation/mcp-playwright?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Utilizes Playwright for web automation and data extraction within an MCP framework.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Automata-Labs-team/MCP-Server-Playwright\"\u003e@automatalabs/mcp-server-playwright\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Automata-Labs-team/MCP-Server-Playwright\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/28bf2d78e58aa1cdbf5cff890036c32b8d71e72aba70c795a431c5b45cd09f59/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4175746f6d6174612d4c6162732d7465616d2f4d43502d5365727665722d506c61797772696768743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Automata-Labs-team/MCP-Server-Playwright?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Controls web browsers via Playwright through MCP commands.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer\"\u003emodelcontextprotocol/server-puppeteer\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Automates web interactions and scraping using Puppeteer (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kimtaeyoon83/mcp-server-youtube-transcript\"\u003e@kimtaeyoon83/mcp-server-youtube-transcript\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kimtaeyoon83/mcp-server-youtube-transcript\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/292c60a44ded3978f9e9a3e01a6e2b3acf9390d144f11325f688c05b120a5d00/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b696d746165796f6f6e38332f6d63702d7365727665722d796f75747562652d7472616e7363726970743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kimtaeyoon83/mcp-server-youtube-transcript?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Extracts subtitles and transcripts from YouTube videos for AI processing.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🎨 Art \u0026amp; Culture\u003c/h3\u003e\u003ca id=\"user-content--art--culture\" class=\"anchor\" aria-label=\"Permalink: 🎨 Art \u0026amp; Culture\" href=\"#-art--culture\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/burningion/video-editing-mcp\"\u003eburningion/video-editing-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/burningion/video-editing-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/cbf29178b76052e74d3fee36a69da7edc2f7722323fdb14c3a200027d06ed12c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6275726e696e67696f6e2f766964656f2d65646974696e672d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/burningion/video-editing-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables AI-driven video editing, analysis, and search within a video collection.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/fasuizu-br/speech-ai-examples\"\u003efasuizu-br/speech-ai-examples\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/fasuizu-br/speech-ai-examples\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a6942d50f2e08adde0c708ed1b4ec70c5b179b30c81046523aecf27371809ed3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f66617375697a752d62722f7370656563682d61692d6578616d706c65733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/fasuizu-br/speech-ai-examples?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Speech AI MCP server with pronunciation assessment (phoneme-level scoring, 17MB model, \u0026lt;300ms), text-to-speech, and speech-to-text. 8 tools for language learning, accessibility, and voice applications.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/r-huijts/rijksmuseum-mcp\"\u003er-huijts/rijksmuseum-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/r-huijts/rijksmuseum-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b6f9ec1a2f8bf4713570a931eae92f4269ff30ed3c33b7635c609c89612e42a3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f722d6875696a74732f72696a6b736d757365756d2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/r-huijts/rijksmuseum-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to the Rijksmuseum API for accessing art collections and details.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/yuna0x0/anilist-mcp\"\u003eyuna0x0/anilist-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/yuna0x0/anilist-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b3a4d863262a8bf821176ba1a0cb271b1f69430f3df10163d4553721a0892d25/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f79756e613078302f616e696c6973742d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/yuna0x0/anilist-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides information on anime and manga through integration with the AniList API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/austenstone/myinstants-mcp\"\u003eaustenstone/myinstants-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/austenstone/myinstants-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6dd28e1c2a9d0af07bf4408e49f916c7cd49329ad9d358f0b0189b7dec4f8216/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61757374656e73746f6e652f6d79696e7374616e74732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/austenstone/myinstants-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories. \u003ccode\u003enpx myinstants-mcp\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e☁️ Cloud Platforms\u003c/h3\u003e\u003ca id=\"user-content-️-cloud-platforms\" class=\"anchor\" aria-label=\"Permalink: ☁️ Cloud Platforms\" href=\"#️-cloud-platforms\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/cloudflare/mcp-server-cloudflare\"\u003ecloudflare/mcp-server-cloudflare\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/cloudflare/mcp-server-cloudflare\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7666de4e055072f6dd7587235a0637853cd30671270989ee96a3456dfda80fbd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636c6f7564666c6172652f6d63702d7365727665722d636c6f7564666c6172653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/cloudflare/mcp-server-cloudflare?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with various Cloudflare services like Workers and KV.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/isgudtek/mycrab-mcp\"\u003eisgudtek/mycrab-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/isgudtek/mycrab-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/c5fc127e78637a302451d658bb446ea1c20797de1f1732c245784a7423df218a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f697367756474656b2f6d79637261622d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/isgudtek/mycrab-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Instant public HTTPS Cloudflare tunnels for AI agents. Free ephemeral URLs in 60s or permanent custom subdomains via Solana micropayment. Install with \u003ccode\u003euvx mycrab-mcp\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/alexei-led/aws-mcp-server\"\u003ealexei-led/aws-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/alexei-led/aws-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/19c27d462e2533b7f2c9c32dbf403c2aba42715a9f1db674de05c52bb2b20779/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616c657865692d6c65642f6177732d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/alexei-led/aws-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables secure execution of AWS CLI commands and prompt templates within Docker.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/strowk/mcp-k8s-go\"\u003estrowk/mcp-k8s-go\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/strowk/mcp-k8s-go\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/3647760de225fcd7cf899cb2e8808d5e694453e2367f24b4d16f494d7c59328b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7374726f776b2f6d63702d6b38732d676f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/strowk/mcp-k8s-go?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Kubernetes clusters through MCP interactions (Go implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Flux159/mcp-server-kubernetes\"\u003e@flux159/mcp-server-kubernetes\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Flux159/mcp-server-kubernetes\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/57e7ad4558e554e2b0004284304a040d8535a60e350f6e2ac80ac11ae9843c03/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f466c75783135392f6d63702d7365727665722d6b756265726e657465733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Flux159/mcp-server-kubernetes?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Controls Kubernetes pods, deployments, and services (TypeScript implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/manusa/kubernetes-mcp-server\"\u003emanusa/kubernetes-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/manusa/kubernetes-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/44cf6d7b093a5a9357f1ed0334f419dafd5b70a1e6fdf8912e51d76bb193628a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d616e7573612f6b756265726e657465732d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/manusa/kubernetes-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Kubernetes and OpenShift with specialized cluster interaction tools (Java implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/wenhuwang/mcp-k8s-eye\"\u003ewenhuwang/mcp-k8s-eye\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/wenhuwang/mcp-k8s-eye\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7bbc8858582e0b1bcb38cbe2e8d71f93e156e6adb875b240d7bdfb34625af2cc/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f77656e687577616e672f6d63702d6b38732d6579653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/wenhuwang/mcp-k8s-eye?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides Kubernetes management features and application health analysis.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/johnneerdael/netskope-mcp\"\u003ejohnneerdael/netskope-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/johnneerdael/netskope-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9d5f8b87705844ffa1bfb1ad90b760f1a34979bd7761d508f8b9be0c51b0e74d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f686e6e6565726461656c2f6e6574736b6f70652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/johnneerdael/netskope-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses Netskope Private Access components and provides setup details.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/nwiizo/tfmcp\"\u003enwiizo/tfmcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/nwiizo/tfmcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/aa1c840ec958af7009a3385b82282ed16c36f128d6021c1785a13ed74991b970/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e7769697a6f2f74666d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/nwiizo/tfmcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows AI assistants to control Terraform environments for infrastructure management.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🖥️ Command Line\u003c/h3\u003e\u003ca id=\"user-content-️-command-line\" class=\"anchor\" aria-label=\"Permalink: 🖥️ Command Line\" href=\"#️-command-line\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ferrislucas/iterm-mcp\"\u003eferrislucas/iterm-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ferrislucas/iterm-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7aa82e85b6feb07b348e290140df315b08aa0f9bfc2c35974428225263915978/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6665727269736c756361732f697465726d2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ferrislucas/iterm-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides iTerm2 terminal access for command execution and output analysis.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/g0t4/mcp-server-commands\"\u003eg0t4/mcp-server-commands\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/g0t4/mcp-server-commands\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6de1679f6e866acbb9c811db15458258557c836270ad1777e02fd1de38ea5387/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f673074342f6d63702d7365727665722d636f6d6d616e64733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/g0t4/mcp-server-commands?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Executes arbitrary commands and scripts via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/MladenSU/cli-mcp-server\"\u003eMladenSU/cli-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/MladenSU/cli-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5b7e0a4b7a6f939f878b84100ce4c38a77857d0f5919e6aed23cf396fa334037/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4d6c6164656e53552f636c692d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/MladenSU/cli-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers a command-line interface with configurable security policies.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/tumf/mcp-shell-server\"\u003etumf/mcp-shell-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/tumf/mcp-shell-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d95006b216c5033d3296bb8ad943415568d9c48eab70930c7ed87ccf69d1ffd7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f74756d662f6d63702d7368656c6c2d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/tumf/mcp-shell-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Securely executes shell commands through the Model Context Protocol.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/amol21p/mcp-interactive-terminal\"\u003eamol21p/mcp-interactive-terminal\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/amol21p/mcp-interactive-terminal\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/aa0855913e9b8f4a96a03ccd8b099f2e295bfd1faeaae0d0cf413d3c18313f6d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616d6f6c3231702f6d63702d696e7465726163746976652d7465726d696e616c3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/amol21p/mcp-interactive-terminal?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Real interactive terminal sessions for REPLs, SSH, database clients, and any interactive CLI — with clean text output, smart completion detection, and multi-layer security.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e💬 Communication\u003c/h3\u003e\u003ca id=\"user-content--communication\" class=\"anchor\" aria-label=\"Permalink: 💬 Communication\" href=\"#-communication\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jean-technologies/smartlead-mcp-server-local\"\u003ejean-technologies/smartlead-mcp-server-local\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jean-technologies/smartlead-mcp-server-local\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/80022b25924fe463f43026304e225de39bce248bcc58447bdb6f3cd406226bf9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a65616e2d746563686e6f6c6f676965732f677461736b732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jean-technologies/gtasks-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: MCP server for Smartlead. Also works with n8n and workflow automation platforms.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/zcaceres/gtasks-mcp\"\u003ezcaceres/gtasks-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/zcaceres/gtasks-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/93e24ac2ebe67110ec5f181f18a90a543728d2e4d4b326976ac2bd1bddffe78a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7a636163657265732f677461736b732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/zcaceres/gtasks-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Google Tasks lists and items via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server\"\u003ehannesrudolph/imessage-query-fastmcp-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/be84579c100a551dce9f4d8786f8a26163d3757ca139bfe0a08dfef4baab7b77/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68616e6e65737275646f6c70682f696d6573736167652d71756572792d666173746d63702d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hannesrudolph/imessage-query-fastmcp-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Safely queries and analyzes iMessage conversations, including attachments.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/slack\"\u003emodelcontextprotocol/server-slack\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Slack channels and messages (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/keturiosakys/bluesky-context-server\"\u003eketuriosakys/bluesky-context-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/keturiosakys/bluesky-context-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b513abb09d86ec12965eaf5d06656e4d087f57528d391e2b400af892a66ae82e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b65747572696f73616b79732f626c7565736b792d636f6e746578742d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/keturiosakys/bluesky-context-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects and allows interaction with Bluesky social network instances.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kiruna-labs/userdispatch-mcp\"\u003ekiruna-labs/userdispatch-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kiruna-labs/userdispatch-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9b4d42f9b4b09cbdf62ba20a6e0d1fb878a8598f191feb4dfda06502c1d51f0c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b6972756e612d6c6162732f7573657264697370617463682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kiruna-labs/userdispatch-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Collects user feedback via an embeddable widget and exposes MCP tools for triaging submissions, drafting replies, and generating weekly digests.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/MarkusPfundstein/mcp-gsuite\"\u003eMarkusPfundstein/mcp-gsuite\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/MarkusPfundstein/mcp-gsuite\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/05fbbbd75270478adfda3266deab57820f460fc3f28ebd956d6cdb51ee0b01de/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4d61726b75735066756e64737465696e2f6d63702d6773756974653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/MarkusPfundstein/mcp-gsuite?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with Gmail and Google Calendar.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/adhikasp/mcp-twikit\"\u003eadhikasp/mcp-twikit\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/adhikasp/mcp-twikit\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8ad6b572b6340730aef58a708a31347f9c5de2f014b0d08973d22b6768d1996b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616468696b6173702f6d63702d7477696b69743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/adhikasp/mcp-twikit?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses Twitter search and timeline data.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/gotoolkits/mcp-wecombot-server.git\"\u003egotoolkits/mcp-wecombot-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/gotoolkits/mcp-wecombot-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/73298114e7be460caeb3ef6a0448f287bbe60de158adb5dcd2353c4ed0f3f947/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f676f746f6f6c6b6974732f6d63702d7765636f6d626f742d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/gotoolkits/mcp-wecombot-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Sends messages to WeCom group robots. (\u003cem\u003eNote: Link ends with .git\u003c/em\u003e)\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/AbdelStark/nostr-mcp\"\u003eAbdelStark/nostr-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/AbdelStark/nostr-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7e76f6d0a26d9bc7288b7f7101f08d74bd6e1e052a807856d9ab52d7fc040eb2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f416264656c537461726b2f6e6f7374722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/AbdelStark/nostr-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables interaction with the Nostr protocol, including posting notes.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server\"\u003eelie222/inbox-zero-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/elie222/inbox-zero\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d16bdbf3adb05655e32433bfe6aab1bb8a9fee386d7126bc8f8a95a19d5aacd4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656c69653232322f696e626f782d7a65726f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/elie222/inbox-zero?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Gmail, identifying emails needing replies or follow-ups (part of the Inbox Zero project).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/carterlasalle/mac_messages_mcp\"\u003ecarterlasalle/mac_messages_mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/carterlasalle/mac_messages_mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f919c2ab8dccebfac3774441f011582510b348ba65de9cc13b2abfd49544d838/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6361727465726c6173616c6c652f6d61635f6d657373616765735f6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/carterlasalle/mac_messages_mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Securely accesses, analyzes, sends, and receives iMessages on macOS.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/sawa-zen/vrchat-mcp\"\u003esawa-zen/vrchat-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/sawa-zen/vrchat-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/364d4f3ce6c226e0653dd9e8ce0cc46a318bdf1b02ea33bef38e84cf2cd41b3b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f736177612d7a656e2f7672636861742d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/sawa-zen/vrchat-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with the VRChat API to retrieve user, world, and avatar information.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/arpitbatra123/mcp-googletasks\"\u003earpitbatra123/mcp-googletasks\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/arpitbatra123/mcp-googletasks\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2bca053452ccafce1dcfd94b1ffe62f9b8078781e7729612f6edcfb679f475d6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f617270697462617472613132332f6d63702d676f6f676c657461736b733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/arpitbatra123/mcp-googletasks?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interfaces with the Google Tasks API for task management.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Eclipse-XV/twitch-mcp\"\u003eEclipse-XV/twitch-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Eclipse-XV/twitch-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/55f3a1f5c04cc68afda00fe79945f897e1150becd7b2c16030eb4fdaabe28fa8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f45636c697073652d58562f7477697463682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Eclipse-XV/twitch-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows Twitch streamers to automate channel point predictions, trigger stream events, and extend interactive chat functionality.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/taskade/mcp\"\u003e@taskade/mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/taskade/mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5ac82da574f2c539dd04e22e02554822fed8983a8f2bf3c34c26bc11029d1ecd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7461736b6164652f6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/taskade/mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Official Taskade MCP server with 50+ tools for managing workspaces, projects, tasks, custom AI agents, and workflow automations. Includes OpenAPI-to-MCP codegen.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e👤 Customer Data Platforms\u003c/h3\u003e\u003ca id=\"user-content--customer-data-platforms\" class=\"anchor\" aria-label=\"Permalink: 👤 Customer Data Platforms\" href=\"#-customer-data-platforms\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/sergehuber/inoyu-mcp-unomi-server\"\u003esergehuber/inoyu-mcp-unomi-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/sergehuber/inoyu-mcp-unomi-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b798af57767e05719bfba2886cf6d1e788c52acd7e484be0d584820910737447/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f736572676568756265722f696e6f79752d6d63702d756e6f6d692d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/sergehuber/inoyu-mcp-unomi-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses and updates user profiles on an Apache Unomi CDP server.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/OpenDataMCP/OpenDataMCP\"\u003eOpenDataMCP/OpenDataMCP\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/OpenDataMCP/OpenDataMCP\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/e2f5bf50dab2b62c95384873468d3b21eda57df1b3f9cbb73a8b6ecb291f6d81/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4f70656e446174614d43502f4f70656e446174614d43503f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/OpenDataMCP/OpenDataMCP?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects various Open Data sources to LLMs via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/iaptic/mcp-server-iaptic\"\u003e@iaptic/mcp-server-iaptic\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/iaptic/mcp-server-iaptic\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5dc68c06f401c237c2dd361dd82072d9cd1eb20e0e0ed85e67defb798fa6dd7b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6961707469632f6d63702d7365727665722d6961707469633f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/iaptic/mcp-server-iaptic?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to iaptic to retrieve customer purchase and app revenue data.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🗄️ Databases\u003c/h3\u003e\u003ca id=\"user-content-️-databases\" class=\"anchor\" aria-label=\"Permalink: 🗄️ Databases\" href=\"#️-databases\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/aliyun/alibabacloud-tablestore-mcp-server\"\u003ealiyun/alibabacloud-tablestore-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/aliyun/alibabacloud-tablestore-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fef7f87cf4bb25fea08bc7087b51974d1cdeb8c8f1dc7226cd91ed8106a0b06e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616c6979756e2f616c6962616261636c6f75642d7461626c6573746f72652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/aliyun/alibabacloud-tablestore-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to Tablestore, including document management and semantic search.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/cr7258/elasticsearch-mcp-server\"\u003ecr7258/elasticsearch-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/cr7258/elasticsearch-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/70ceacd34c3782b0f1281bf1bd92a265782eb9eaa2a6d989d7dffc084c03f2c6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6372373235382f656c61737469637365617263682d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/cr7258/elasticsearch-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables interaction with Elasticsearch clusters.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/domdomegg/airtable-mcp-server\"\u003edomdomegg/airtable-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/domdomegg/airtable-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a67b91507e393ff38dc43456b21f3d5e3f7ec95a449c0f3da220d2cfde412832/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f646f6d646f6d6567672f6169727461626c652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/domdomegg/airtable-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides read/write access to Airtable databases, including schema inspection.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/rashidazarang/airtable-mcp\"\u003erashidazarang/airtable-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/rashidazarang/airtable-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/c332d2726e31ff0b3a205212b82158fc468239b6ee389d653c7b6f6b44843cb1/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f726173686964617a6172616e672f6169727461626c652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/rashidazarang/airtable-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Directly connects AI tools to Airtable for comprehensive data manipulation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/LucasHild/mcp-server-bigquery\"\u003eLucasHild/mcp-server-bigquery\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/LucasHild/mcp-server-bigquery\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/eebbf45908e19b25c8720d253749c65a1bfeaa4d6e1ea7c6c862a960310533c5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4c7563617348696c642f6d63702d7365727665722d62696771756572793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/LucasHild/mcp-server-bigquery?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows querying and schema inspection of BigQuery databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/c4pt0r/mcp-server-tidb\"\u003ec4pt0r/mcp-server-tidb\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/c4pt0r/mcp-server-tidb\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/418f0d9edbb21eb435a8ed5b55b1844a7dcb94036debbd20611b5e42392211d2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6334707430722f6d63702d7365727665722d746964623f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/c4pt0r/mcp-server-tidb?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to TiDB databases, including schema inspection and querying.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ergut/mcp-bigquery-server\"\u003eergut/mcp-bigquery-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ergut/mcp-bigquery-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/19820ede5f2a311f21c2a2db6aa5d01fb8dad26e015a2c38455e48d22b643398/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f65726775742f6d63702d62696771756572792d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ergut/mcp-bigquery-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables direct access and querying of Google BigQuery.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ClickHouse/mcp-clickhouse\"\u003eClickHouse/mcp-clickhouse\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ClickHouse/mcp-clickhouse\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/880d11c5e0ea319d33c216edd83a63646141692dedb74a914204319f95a1e252/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f436c69636b486f7573652f6d63702d636c69636b686f7573653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ClickHouse/mcp-clickhouse?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers schema inspection and querying capabilities for ClickHouse databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://stack.convex.dev/convex-mcp-server\" rel=\"nofollow\"\u003eget-convex/convex-mcp-server\u003c/a\u003e\u003c/strong\u003e: Introspects Convex tables, functions, and allows one-off queries. (\u003cem\u003eNote: Links to Convex Stack page\u003c/em\u003e)\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/gannonh/firebase-mcp\"\u003e@gannonh/firebase-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/gannonh/firebase-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/59393b6484fd7a19338f552ddc21a149fdb656ecc80fae8355012b6be6ec4042/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f67616e6e6f6e682f66697265626173652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/gannonh/firebase-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to Firebase services like Auth, Firestore, and Storage.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jovezhong/mcp-timeplus\"\u003ejovezhong/mcp-timeplus\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jovezhong/mcp-timeplus\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7159d28b4f25759cc576613d4f193c444654c2e9ec316ead4ae8d18a904c07f6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f76657a686f6e672f6d63702d74696d65706c75733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jovezhong/mcp-timeplus?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Apache Kafka topics and queries streaming data via Timeplus SQL.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/fireproof-storage/mcp-database-server\"\u003e@fireproof-storage/mcp-database-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/fireproof-storage/mcp-database-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/95571a1fd992a5791a24320b3c85c4962d86f7e2c38833e750685044f54b431d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6669726570726f6f662d73746f726167652f6d63702d64617461626173652d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/fireproof-storage/mcp-database-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers a Fireproof ledger database with multi-user synchronization.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/designcomputer/mysql_mcp_server\"\u003edesigncomputer/mysql_mcp_server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/designcomputer/mysql_mcp_server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bba50d1bc7d33fe55aac10b4b012080cadb4d709b521fb2a3f53e1195c49f056/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f64657369676e636f6d70757465722f6d7973716c5f6d63705f7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/designcomputer/mysql_mcp_server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides secure MySQL database operations with configurable access controls.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/f4ww4z/mcp-mysql-server\"\u003ef4ww4z/mcp-mysql-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/f4ww4z/mcp-mysql-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6b084e2fba40c21a670acf10cee64f7e6f2ce95dfb7a7ab8e8c950475c6428f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f66347777347a2f6d63702d6d7973716c2d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/f4ww4z/mcp-mysql-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers secure MySQL database interaction.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/FreePeak/db-mcp-server\"\u003eFreePeak/db-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/FreePeak/db-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7c7e23789d31e025364069cc6ce75107fbab93bf7098dbd88ee6ba18efff9d40/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f467265655065616b2f64622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/FreePeak/db-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a high-performance multi-database server (MySQL \u0026amp; PostgreSQL) with tools for query execution, transactions, and schema exploration.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/postgres\"\u003emodelcontextprotocol/server-postgres\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables querying and schema inspection of PostgreSQL databases (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite\"\u003emodelcontextprotocol/server-sqlite\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides SQLite database operations with built-in analysis (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/joshuarileydev/supabase\"\u003e@joshuarileydev/supabase-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/joshuarileydev/supabase\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0638e90b9e9eceebe6a28fd8308c9ffcdf5013a4204d58ab9c7459d3c0ca5b93/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f7368756172696c65796465762f73757061626173653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/joshuarileydev/supabase?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Supabase projects and organizations.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/alexander-zuev/supabase-mcp-server\"\u003e@alexander-zuev/supabase-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/alexander-zuev/supabase-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2547d1db05fba9d4d95cdce95e1862b52919e2a31267b8c25616d264ca7c5554/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616c6578616e6465722d7a7565762f73757061626173652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/alexander-zuev/supabase-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Supports SQL query execution and database exploration within Supabase.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ktanaka101/mcp-server-duckdb\"\u003ektanaka101/mcp-server-duckdb\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ktanaka101/mcp-server-duckdb\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4835eedc85dde4698c7572f529e0605eb336f6b9458aec9dea1e8c80b03fa1d4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b74616e616b613130312f6d63702d7365727665722d6475636b64623f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ktanaka101/mcp-server-duckdb?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with DuckDB, offering schema inspection and query features.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Dataring-engineering/mcp-server-trino\"\u003eDataring-engineering/mcp-server-trino\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Dataring-engineering/mcp-server-trino\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/48f4088b9c63e38a101cfd02d983692f55082a0b2cfb63e22d6d534eb947d664/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4461746172696e672d656e67696e656572696e672f6d63702d7365727665722d7472696e6f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Dataring-engineering/mcp-server-trino?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to Trino Clusters for querying and data access.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/furey/mongodb-lens\"\u003efurey/mongodb-lens\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/furey/mongodb-lens\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5febc920609a6bc0bec1e69c4837521c2a339a4c1edc1a946dc6ad5e3dbc2dcd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f66757265792f6d6f6e676f64622d6c656e733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/furey/mongodb-lens?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a fully-featured MCP server for MongoDB Databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/QuantGeekDev/mongo-mcp\"\u003eQuantGeekDev/mongo-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/QuantGeekDev/mongo-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/3996998e6a5b4f86a10e428d9f8249c02db6001fd69dddb03dc85ca8cd4db6fd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5175616e744765656b4465762f6d6f6e676f2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/QuantGeekDev/mongo-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables direct interaction with MongoDB databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kiliczsh/mcp-mongo-server\"\u003ekiliczsh/mcp-mongo-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kiliczsh/mcp-mongo-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6a621d819a66f6d559bf5134892e780d152e9f80509436e72eb79665518b69d4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b696c69637a73682f6d63702d6d6f6e676f2d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kiliczsh/mcp-mongo-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with MongoDB databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/tinybirdco/mcp-tinybird\"\u003etinybirdco/mcp-tinybird\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/tinybirdco/mcp-tinybird\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/df67aca8793bd6e43b3b7864f257a83a7875b915c11e1529517e2e5d871a4777/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f74696e7962697264636f2f6d63702d74696e79626972643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/tinybirdco/mcp-tinybird?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Tinybird, providing query and API capabilities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/KashiwaByte/vikingdb-mcp-server\"\u003eKashiwaByte/vikingdb-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/KashiwaByte/vikingdb-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0125def8cd8966d7e037de9f6e94fa5a9021f04387756fc71a3bd450cf0f63c8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4b617368697761427974652f76696b696e6764622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/KashiwaByte/vikingdb-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with VikingDB for vector store and search functionalities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/neo4j-contrib/mcp-neo4j\"\u003eneo4j-contrib/mcp-neo4j\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/neo4j-contrib/mcp-neo4j\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a8797142c11a8c5db5b42bb8c461605353855ac5928c053e5ac60a6dd89e3025/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e656f346a2d636f6e747269622f6d63702d6e656f346a3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/neo4j-contrib/mcp-neo4j?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables Model Context Protocol interactions with Neo4j databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/niledatabase/nile-mcp-server\"\u003eniledatabase/nile-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/niledatabase/nile-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4e4a4e87cb4abc6fa36148d6bb237592568b77f8b30028589badf5177cc0efbf/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e696c6564617461626173652f6e696c652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/niledatabase/nile-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages and queries Postgres databases, tenants, users, and auth using LLMs via Nile.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/isaacwasserman/mcp-snowflake-server\"\u003eisaacwasserman/mcp-snowflake-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/isaacwasserman/mcp-snowflake-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/649bc689052ca904e2f066d8fd33b656b2f3316d0e26612678a18e161b57ea08/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f69736161637761737365726d616e2f6d63702d736e6f77666c616b652d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/isaacwasserman/mcp-snowflake-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Snowflake with read/write operations and insight tracking.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server\"\u003ehannesrudolph/sqlite-explorer-fastmcp-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2db8489a1dfb25e22158fb84e682f6a9037cd3c34602f72af92a63ec90c7027f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68616e6e65737275646f6c70682f73716c6974652d6578706c6f7265722d666173746d63702d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hannesrudolph/sqlite-explorer-fastmcp-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides safe, read-only access to SQLite databases with query validation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/sirmews/mcp-pinecone\"\u003esirmews/mcp-pinecone\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/sirmews/mcp-pinecone\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a557edf42a1dff57152fcb0a081583dab3b0d81cca78963fe42fcb067a4346cb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7369726d6577732f6d63702d70696e65636f6e653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/sirmews/mcp-pinecone?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Pinecone, offering vector search capabilities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/runekaagaard/mcp-alchemy\"\u003erunekaagaard/mcp-alchemy\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/runekaagaard/mcp-alchemy\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d7bf414d7d17dd100904ddf5b8c010f89ffc3e9a1b88353418b6cdee71ac2cc8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f72756e656b616167616172642f6d63702d616c6368656d793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/runekaagaard/mcp-alchemy?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides universal SQLAlchemy-based database integration, supporting multiple database types.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc\"\u003equarkiverse/quarkus-mcp-jdbc\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/quarkiverse/quarkus-mcp-servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f3d00308567289ce60376abd879f604b8c579a6f00873bda15e1703683ff34fd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f717561726b6976657273652f717561726b75732d6d63702d736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/quarkiverse/quarkus-mcp-servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to any JDBC-compatible database (part of Quarkus MCP Servers).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pab1it0/adx-mcp-server\"\u003epab1it0/adx-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pab1it0/adx-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bf14b21aebb8395f9e7ffcfb256d16ad3e969596cbde7c495b166f67fa423a30/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f706162316974302f6164782d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pab1it0/adx-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows querying and analyzing of Azure Data Explorer databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pab1it0/prometheus-mcp-server\"\u003epab1it0/prometheus-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pab1it0/prometheus-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/62e483ec7bcd4c2cab00426d0477df0e10d96f56822648bf19dbffd5bfd1beda/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f706162316974302f70726f6d6574686575732d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pab1it0/prometheus-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides querying and analysis of Prometheus monitoring system.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/neondatabase/mcp-server-neon\"\u003eneondatabase/mcp-server-neon\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/neondatabase/mcp-server-neon\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7fd5ea94d99c169b0da4dbf428d91d910d1f7939bfa6eb70f95d5c9ad6ed8a4a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6e656f6e64617461626173652f6d63702d7365727665722d6e656f6e3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/neondatabase/mcp-server-neon?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables creating and managing Postgres databases with Neon Serverless Postgres.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/XGenerationLab/xiyan_mcp_server\"\u003eXGenerationLab/xiyan_mcp_server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/XGenerationLab/xiyan_mcp_server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/c7a8303b11e5fc8b198c082852ba9cf512fdbca31f7f1f0619ef70cd1b2a923f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5847656e65726174696f6e4c61622f786979616e5f6d63705f7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/XGenerationLab/xiyan_mcp_server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Supports fetching database data via natural language queries, powered by XiyanSQL.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/bytebase/dbhub\"\u003ebytebase/dbhub\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/bytebase/dbhub\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6573bcdcda5669f94cc6756dbe4b0e9fbc96c598a1498a0a89ee2fdbc4542fd8/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f62797465626173652f64626875623f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/bytebase/dbhub?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a universal database MCP server with support for mainstream databases.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/GreptimeTeam/greptimedb-mcp-server\"\u003eGreptimeTeam/greptimedb-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/GreptimeTeam/greptimedb-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fb1daa62380af57fa188171ab144217c6744556d5fb402ef188bcbb8b69f3a55/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4772657074696d655465616d2f6772657074696d6564622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/GreptimeTeam/greptimedb-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables querying of GreptimeDB.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/idoru/influxdb-mcp-server\"\u003eidoru/influxdb-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/idoru/influxdb-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9155ab60b6c758278e145a823fef09ef653edfb04d1727ad627ae7afd7ba655d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f69646f72752f696e666c757864622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/idoru/influxdb-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Executes queries against InfluxDB OSS API v2.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/xing5/mcp-google-sheets\"\u003exing5/mcp-google-sheets\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/xing5/mcp-google-sheets\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8d4949dbb795a2d495c8131fdc1cc4d0e4428232faa48fc1b90e4dc309ff06f9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f78696e67352f6d63702d676f6f676c652d7368656574733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/xing5/mcp-google-sheets?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with Google Sheets, providing create, read, update, and manage functionalities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/edwinbernadus/nocodb-mcp-server\"\u003eedwinbernadus/nocodb-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/edwinbernadus/nocodb-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bedac2b8f65304dd1af1793e963012919f1dab76578fbaab08c5206e94f61f4e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f656477696e6265726e616475732f6e6f636f64622d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/edwinbernadus/nocodb-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Support create, read, update, and delete on NocoDB Database\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e💻 Developer Tools\u003c/h3\u003e\u003ca id=\"user-content--developer-tools\" class=\"anchor\" aria-label=\"Permalink: 💻 Developer Tools\" href=\"#-developer-tools\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/21st-dev/magic-mcp\"\u003e21st-dev/Magic-MCP\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/21st-dev/magic-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/dd4e5a953cedb6a60ecd9b910de4cd5220204718db0da079dac8b247c75829ab/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f323173742d6465762f6d616769632d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/21st-dev/magic-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Generates UI components based on 21st.dev design principles.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/cocoindex-io/cocoindex-code\"\u003ecocoindex-io/cocoindex-code\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/cocoindex-io/cocoindex-code\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a8af460b4332245860bc36edfb1138708a3197274ce554c9f41e6bfcba7bb830/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636f636f696e6465782d696f2f636f636f696e6465782d636f64653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/cocoindex-io/cocoindex-code?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: A super light-weight embedded MCP server for coding agents. Uses tree-sitter for code search and indexing, saves 70% tokens and improves speed.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/comet-ml/opik-mcp\"\u003eComet-ML/Opik-MCP\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/comet-ml/opik-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fd79086409578e7550de98db6e1fbb229c5b5a2c8c29e78ee5dbd52202af3a7a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f636f6d65742d6d6c2f6f70696b2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/comet-ml/opik-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables querying of LLM observability data captured by Opik.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/OzorOwn/frostbyte-mcp\"\u003eOzorOwn/frostbyte-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/OzorOwn/frostbyte-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/1e5d9e233862b8be042ce14f6f8509fa8795f6a4caf318eae4a43b846a67d77e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4f7a6f724f776e2f66726f7374627974652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/OzorOwn/frostbyte-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: MCP server providing AI agents access to 40+ developer APIs with 13 tools for geolocation, crypto, screenshots, scraping, DNS, code execution, PDF generation, search, and more. Works with Claude Desktop, Cursor, and Windsurf.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/GLips/Figma-Context-MCP\"\u003eGLips/Figma-Context-MCP\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/GLips/Figma-Context-MCP\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/51a86ea27e90f7bdf745dea38642bfb4652e17c8e2ad28a14e00e68b2b024625/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f474c6970732f4669676d612d436f6e746578742d4d43503f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/GLips/Figma-Context-MCP?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Gives coding agents direct access to Figma data.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/QuantGeekDev/docker-mcp\"\u003eQuantGeekDev/docker-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/QuantGeekDev/docker-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/19539a9b82d353f2257b7132467a69ef79eb5790ea183bc73a0046d0a529dbcd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5175616e744765656b4465762f646f636b65722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/QuantGeekDev/docker-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages Docker containers via MCP.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/r-huijts/xcode-mcp-server\"\u003er-huijts/xcode-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/r-huijts/xcode-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/51be100ae88888ec23c5350bb6792b51f186e21d2d146b59d210c0e922fa1a40/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f722d6875696a74732f78636f64652d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/r-huijts/xcode-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Xcode for project management and build automation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/snaggle-ai/openapi-mcp-server\"\u003esnaggle-ai/openapi-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/snaggle-ai/openapi-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2b033d19f06fa08161a2c4a99b748f2cba30f4ea35c2c20c66cb84def9e6ed99/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f736e6167676c652d61692f6f70656e6170692d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/snaggle-ai/openapi-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to HTTP/REST APIs using an OpenAPI specification.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/JetBrains/mcpProxy\"\u003eJetBrains/mcpProxy\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/JetBrains/mcpProxy\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d94f9ba39ed7e4d571f17494fb1c095abd3b1877b09208f8dfa42ccede944997/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4a6574427261696e732f6d637050726f78793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/JetBrains/mcpProxy?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to JetBrains IDEs for development tasks.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/tumf/mcp-text-editor\"\u003etumf/mcp-text-editor\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/tumf/mcp-text-editor\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/511a2df43695e11002e5abfdafaf78b410ab8653dbfd2d4aea51381726e6542c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f74756d662f6d63702d746578742d656469746f723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/tumf/mcp-text-editor?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a line-oriented text file editor, optimized for LLM interaction.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/JoshuaRileyDev/simulator-mcp-server\"\u003e@joshuarileydev/simulator-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/JoshuaRileyDev/simulator-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/98deb4659fd4b307f43ac7bb776a737b599b572adaabcc37fd2e252494cd888b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4a6f7368756152696c65794465762f73696d756c61746f722d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/JoshuaRileyDev/simulator-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Controls iOS Simulators.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/JoshuaRileyDev/app-store-connect-mcp-server\"\u003e@joshuarileydev/app-store-connect-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/JoshuaRileyDev/app-store-connect-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5d7ee007a5112ec446a5092e142f062ee55890d524b1bcc2b664e42b1636379a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4a6f7368756152696c65794465762f6170702d73746f72652d636f6e6e6563742d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/JoshuaRileyDev/app-store-connect-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Communicates with the App Store Connect API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/delano/postman-mcp-server\"\u003e@delano/postman-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/delano/postman-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/49edcec907db03b54d3001c2ce9a9b2658fa0f76d89c4855299dd10d9e7dd273/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f64656c616e6f2f706f73746d616e2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/delano/postman-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with the Postman API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/haris-musa/excel-mcp-server\"\u003e@haris-musa/excel-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/haris-musa/excel-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/c05f140dc97754d7271c930b3e1293c63e8f47556a546b3e5da1d168b9672dc2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68617269732d6d7573612f657863656c2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/haris-musa/excel-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manipulates Excel workbooks, including data, formatting, and charts.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ShenghaiWang/xcodebuild\"\u003eShenghaiWang/xcodebuild\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ShenghaiWang/xcodebuild\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7f811cd23b137997d37ab7c474fc47f17b0aab145b565c782fb1d2c8c32130d9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5368656e6768616957616e672f78636f64656275696c643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ShenghaiWang/xcodebuild?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Builds iOS Xcode workspace/project and feedbacks errors to LLMs.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jasonjmcghee/claude-debugs-for-you\"\u003e@jasonjmcghee/claude-debugs-for-you\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jasonjmcghee/claude-debugs-for-you\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/64227762315490fdc8f72a08db88c2dbd30415caf757228892647928c79a0209/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a61736f6e6a6d63676865652f636c617564652d6465627567732d666f722d796f753f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jasonjmcghee/claude-debugs-for-you?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables automatic debugging via breakpoints and expression evaluation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Jktfe/serveMyAPI\"\u003e@Jktfe/serveMyAPI\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Jktfe/serveMyAPI\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/76e700d554a0bf2de17eb4cf91fe9ba25665f0d0b9cbb4e38bd0e9217bd47e44/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4a6b7466652f73657276654d794150493f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Jktfe/serveMyAPI?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Securely stores and accesses API keys across projects using the macOS Keychain.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jonradoff/lightcms\"\u003ejonradoff/lightcms\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jonradoff/lightcms\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/fe7458a5e0d51446982b144377764e7e0782e6d26c4b7ce9c051da09676f3e36/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6f6e7261646f66662f6c69676874636d733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jonradoff/lightcms?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: AI-native CMS with 41 MCP tools for managing websites through natural language. Create pages, templates, assets, themes, collections, redirects, and more with full content versioning.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/xzq-xu/jvm-mcp-server\"\u003e@xzq-xu/jvm-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/xzq-xu/jvm-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0d152510256e07d0d36b19d61e56191da890dcfc0f110032949adf3efa2947c5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f787a712d78752f6a766d2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/xzq-xu/jvm-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Implements an MCP server for JVM-based environments.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/yangkyeongmo/mcp-server-apache-airflow\"\u003e@yangkyeongmo/mcp-server-apache-airflow\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/yangkyeongmo/mcp-server-apache-airflow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/86f3c6603707c734c6f01df40d14e88012fd255c756c243f7e54bf37cbc1ade3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f79616e676b79656f6e676d6f2f6d63702d7365727665722d6170616368652d616972666c6f773f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/yangkyeongmo/mcp-server-apache-airflow?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects to Apache Airflow using the official client.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hyperb1iss/droidmind\"\u003ehyperb1iss/droidmind\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hyperb1iss/droidmind\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/44c855649ff78d0a2fbb4bbbdfb86ea402c1bdfa01ff357bcb921d40ca5eb40e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f687970657262316973732f64726f69646d696e643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hyperb1iss/droidmind?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Controls Android devices, enabling UI automation and debugging.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Rootly-AI-Labs/Rootly-MCP-server\"\u003eRootly-AI-Labs/Rootly-MCP-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Rootly-AI-Labs/Rootly-MCP-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/e1e84d8ae78d99e09a8d034d90cdf48fc23bcfacd58d1e773ac76632f62cfa77/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f526f6f746c792d41492d4c6162732f526f6f746c792d4d43502d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Rootly-AI-Labs/Rootly-MCP-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with the Rootly incident management platform.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/YuChenSSR/mindmap-mcp-server\"\u003eYuChenSSR/mindmap-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/YuChenSSR/mindmap-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bde060d6221de829640204271b0642df0adc6163557bb54da37802f57c38e840/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f59754368656e5353522f6d696e646d61702d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/YuChenSSR/mindmap-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Generates interactive mindmaps.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/SDGLBL/mcp-claude-code\"\u003eSDGLBL/mcp-claude-code\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/SDGLBL/mcp-claude-code\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7228d2ef1aacd15f84804a152ccf8e7a1208beb9f45b536a39c074f9edcacbdb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5344474c424c2f6d63702d636c617564652d636f64653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/SDGLBL/mcp-claude-code?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Implements Claude Code capabilities using MCP, enabling code understanding and project analysis.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/deadpixel/roundtable-dashboard\"\u003edeadpixel/roundtable-dashboard\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/deadpixel/roundtable-dashboard\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4911400431620c0033801f332bc8f31d411609b4b017d4e9c159a8ffd2eda3cd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f64656164706978656c2f726f756e647461626c652d64617368626f6172643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/deadpixel/roundtable-dashboard?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Multi-model AI debate platform — GPT-4o, Claude, Gemini \u0026amp; 200+ models discuss, then synthesize insight. Tools: consult_council, review_code, debug_issue, design_architecture, plan_implementation, assess_tradeoffs.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/semgrep/mcp\"\u003esemgrep/mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/semgrep/mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d502064e9812c4e22618324498d22fbac6069bf6afec1df80f8325bb72f2b940/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73656d677265702f6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/semgrep/mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: A MCP server for using \u003ca href=\"https://github.com/semgrep/semgrep\"\u003eSemgrep\u003c/a\u003e to scan code for security vulnerabilities.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mastra-ai/mastra/tree/main/packages/mcp-docs-server\"\u003e@mastra/mcp-docs-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mastra-ai/mastra/tree/main/packages/mcp-docs-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b301cd76d58a6996fe7c21f525e07473b8164178f2b0210f62b3fde068ffdcd5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61737472612d61692f6d61737472613f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mastra-ai/mastra?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides AI assistants with direct access to Mastra.ai's complete knowledge base.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mastra-ai/mastra/tree/main/packages/mcp\"\u003e@mastra/mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mastra-ai/mastra/tree/main/packages/mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b301cd76d58a6996fe7c21f525e07473b8164178f2b0210f62b3fde068ffdcd5/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61737472612d61692f6d61737472613f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mastra-ai/mastra?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🧮 Data Science Tools\u003c/h3\u003e\u003ca id=\"user-content--data-science-tools\" class=\"anchor\" aria-label=\"Permalink: 🧮 Data Science Tools\" href=\"#-data-science-tools\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ChronulusAI/chronulus-mcp\"\u003eChronulusAI/chronulus-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ChronulusAI/chronulus-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a9bcc59e76e913dd39b0a7ba8a2175d7780932812ceccd2ac848f947ef1cc8b6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4368726f6e756c757341492f6368726f6e756c75732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ChronulusAI/chronulus-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Uses Chronulus AI for forecasting and predictions.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/reading-plus-ai/mcp-server-data-exploration\"\u003e@reading-plus-ai/mcp-server-data-exploration\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/reading-plus-ai/mcp-server-data-exploration\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/1902478f832f3ed416e487702874d5bf1ab33e56f638c1da6df8d9e4b105172f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f72656164696e672d706c75732d61692f6d63702d7365727665722d646174612d6578706c6f726174696f6e3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/reading-plus-ai/mcp-server-data-exploration?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables autonomous data exploration on \u003ccode\u003e.csv\u003c/code\u003e-based datasets.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📂 File Systems\u003c/h3\u003e\u003ca id=\"user-content--file-systems\" class=\"anchor\" aria-label=\"Permalink: 📂 File Systems\" href=\"#-file-systems\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem\"\u003emodelcontextprotocol/server-filesystem\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides direct access to the local file system (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive\"\u003emodelcontextprotocol/server-google-drive\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Google Drive for file listing and searching (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hmk/box-mcp-server\"\u003ehmk/box-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hmk/box-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d0939df00a952696c1ed29a962389af6fdca53abfb41d88d166dc052c09d8f29/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f686d6b2f626f782d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hmk/box-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides listing, reading and searching files on Box.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mark3labs/mcp-filesystem-server\"\u003emark3labs/mcp-filesystem-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mark3labs/mcp-filesystem-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4c0c349b726e3edfebe1041ade0f7222a1fd9dbbd13e797be287292c323a38e0/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d61726b336c6162732f6d63702d66696c6573797374656d2d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mark3labs/mcp-filesystem-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides local file system access (Golang implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mamertofabian/mcp-everything-search\"\u003emamertofabian/mcp-everything-search\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mamertofabian/mcp-everything-search\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/755c04f7cd8e8e3d0eb56f3af182008fc9fccfe10af61419db7b32ce0fde9d5e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d616d6572746f66616269616e2f6d63702d65766572797468696e672d7365617263683f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mamertofabian/mcp-everything-search?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides fast Windows file search using Everything SDK.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/cyberchitta/llm-context.py\"\u003ecyberchitta/llm-context.py\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/cyberchitta/llm-context.py\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9b291586ece14847fa83e10541f4057c44e2c84f6a989d5e123057d5cd32bf4e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f63796265726368697474612f6c6c6d2d636f6e746578742e70793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/cyberchitta/llm-context.py?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Shares code context with LLMs via MCP or clipboard.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem\"\u003equarkiverse/quarkus-mcp-filesystem\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/quarkiverse/quarkus-mcp-servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f3d00308567289ce60376abd879f604b8c579a6f00873bda15e1703683ff34fd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f717561726b6976657273652f717561726b75732d6d63702d736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/quarkiverse/quarkus-mcp-servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides file system browsing and editing (part of Quarkus MCP Servers, Java implementation).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Xuanwo/mcp-server-opendal\"\u003eXuanwo/mcp-server-opendal\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Xuanwo/mcp-server-opendal\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/97e429499bede72f05fe6c3f99133c89e14d27b48590a724b7da86e18bb8dea7/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5875616e776f2f6d63702d7365727665722d6f70656e64616c3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Xuanwo/mcp-server-opendal?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses various storage services via Apache OpenDAL.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/PSPDFKit/nutrient-dws-mcp-server\"\u003ePSPDFKit/nutrient-dws-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/PSPDFKit/nutrient-dws-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/51b53b9c2a103645de2d938d9318a8c9cab94a6b7a5bc79cd0592ea8781a0c04/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f50535044464b69742f6e75747269656e742d6477732d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/PSPDFKit/nutrient-dws-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: MCP server for Nutrient Document Web Services API for conversion, merge, redact, sign, OCR, watermark, and extraction workflows.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e💰 Finance \u0026amp; Fintech\u003c/h3\u003e\u003ca id=\"user-content--finance--fintech\" class=\"anchor\" aria-label=\"Permalink: 💰 Finance \u0026amp; Fintech\" href=\"#-finance--fintech\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/heurist-network/heurist-mesh-mcp-server\"\u003eheurist-network/heurist-mesh-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/heurist-network/heurist-mesh-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a48f464266cc7db6a4e647080a208da089fe85d2640ae7b5cd875d139c9fd026/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f686575726973742d6e6574776f726b2f686575726973742d6d6573682d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/heurist-network/heurist-mesh-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to web3 AI agents for blockchain analysis and smart contract auditing.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/base/base-mcp\"\u003e@base/base-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/base/base-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/66cddd257b1201a0e76ea729119927d601e2ff1d2a7b2f02cbfd33f774cf20ec/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626173652f626173652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/base/base-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Base Network for onchain tools and Coinbase API interactions.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/QuantGeekDev/coincap-mcp\"\u003eQuantGeekDev/coincap-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/QuantGeekDev/coincap-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a01d81062d09fb372e0e5a735cd06bc320e6b51e95fc478aab407f10cc11756b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5175616e744765656b4465762f636f696e6361702d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/QuantGeekDev/coincap-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides real-time cryptocurrency market data from CoinCap.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/anjor/coinmarket-mcp-server\"\u003eanjor/coinmarket-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/anjor/coinmarket-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4bb04d4e570013aeb0443ffbea1d09171b4dfb1578eab05661637ceb238f21de/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e6a6f722f636f696e6d61726b65742d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/anjor/coinmarket-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Fetches cryptocurrency listings and quotes from the Coinmarket API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/berlinbra/alpha-vantage-mcp\"\u003eberlinbra/alpha-vantage-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/berlinbra/alpha-vantage-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9d919d80965ef2e59c364c363e5fa017e6a1e6888bde3a75de6010741b29f59e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6265726c696e6272612f616c7068612d76616e746167652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/berlinbra/alpha-vantage-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Fetches stock and crypto information from Alpha Vantage.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ferdousbhai/tasty-agent\"\u003eferdousbhai/tasty-agent\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ferdousbhai/tasty-agent\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d450316f4f9d09658e721df46d59ba14807e53b658d2c6c68117e27ffc66a7f3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f666572646f7573626861692f74617374792d6167656e743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ferdousbhai/tasty-agent?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Handles trading activities on Tastytrade via the Tastyworks API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ferdousbhai/investor-agent\"\u003eferdousbhai/investor-agent\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ferdousbhai/investor-agent\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8f01402fc412369a9f59665080fcc476c59c2cee2b269537f1f5c99e04a5c24b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f666572646f7573626861692f696e766573746f722d6167656e743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ferdousbhai/investor-agent?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Fetches stock market data and options recommendations from Yahoo Finance.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/HCS412/ventureautomated\"\u003eHCS412/ventureautomated\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/HCS412/ventureautomated\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/38e50b441a937ea0fc86ac38bee6b05ae86d500ad8e7d870726349045804d4a4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4843533431322f76656e747572656175746f6d617465643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/HCS412/ventureautomated?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Remote venture-intelligence MCP server for startup discovery, company scoring, market monitoring, and private workspace automation.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mcpdotdirect/evm-mcp-server\"\u003emcpdotdirect/evm-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mcpdotdirect/evm-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/db03a0ce5b33cc1d235ed7644c8ef52bd8cdb501fa308cbb8fccf29c5c6bc616/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6370646f746469726563742f65766d2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mcpdotdirect/evm-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides blockchain services for 30+ EVM networks.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Bankless/onchain-mcp/\"\u003eBankless/onchain-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Bankless/onchain-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a25914a2307abe23fa6b0b01e2160cae80b5a7be874e069890cb3124b366c707/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f42616e6b6c6573732f6f6e636861696e2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Bankless/onchain-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Uses Bankless Onchain API for smart contract interaction and querying transaction data.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/cryptopanic-mcp-server\"\u003ekukapay/cryptopanic-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/cryptopanic-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a0762aff2567719a1cb527df0a007c25972fd3e4068db1d2a85f04bc639f45cf/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f63727970746f70616e69632d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/cryptopanic-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Delivers cryptocurrency news to AI agents via CryptoPanic.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/whale-tracker-mcp\"\u003ekukapay/whale-tracker-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/whale-tracker-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/1c93609d4236f1f2da6838e683b77a9b6b2d0eabdb470fe0e006b99e785f14ed/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f7768616c652d747261636b65722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/whale-tracker-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Tracks cryptocurrency whale transactions.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/crypto-feargreed-mcp\"\u003ekukapay/crypto-feargreed-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/crypto-feargreed-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f304ee7c5ce96e82f2ec13251901bd16289d7b22fae908786b267c773273ccbd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f63727970746f2d6665617267726565642d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/crypto-feargreed-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides real-time and historical Crypto Fear \u0026amp; Greed Index data.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/dune-analytics-mcp\"\u003ekukapay/dune-analytics-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/dune-analytics-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bba57771fa944c2ee9e0c8154312e2cab93ba46131546cf5ea618e0315e1a20f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f64756e652d616e616c79746963732d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/dune-analytics-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Bridges Dune Analytics data to AI agents.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/pancakeswap-poolspy-mcp\"\u003ekukapay/pancakeswap-poolspy-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/pancakeswap-poolspy-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b23265177c51d752484df4776f03e5ab113083cfa46e7572d9d0f8ec5ce0c63a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f70616e63616b65737761702d706f6f6c7370792d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/pancakeswap-poolspy-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Tracks newly created pools on Pancake Swap.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/uniswap-poolspy-mcp\"\u003ekukapay/uniswap-poolspy-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/uniswap-poolspy-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5c8ee5416728619e067b122fedf6482d7d87e7326bd09bdd0b83de44133a3eee/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f756e69737761702d706f6f6c7370792d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/uniswap-poolspy-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Tracks newly created liquidity pools on Uniswap.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/uniswap-trader-mcp\"\u003ekukapay/uniswap-trader-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/uniswap-trader-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/584c07c3fa92efbaadfa705b478c9cc003eafaa84517fecbd8cedfc44c686497/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f756e69737761702d7472616465722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/uniswap-trader-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Automates token swaps on Uniswap DEX.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/token-minter-mcp\"\u003ekukapay/token-minter-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/token-minter-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/274d08058306c43eca185517ab00cf379a41a081f8f82e325ca79c44cdf3b8e4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f746f6b656e2d6d696e7465722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/token-minter-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows AI agents to mint ERC-20 tokens.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/thegraph-mcp\"\u003ekukapay/thegraph-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/thegraph-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2640bd22fed50a594089eb7414a75f3b99c9628463fc349f8214821cc5c5742b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f74686567726170682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/thegraph-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides indexed blockchain data from The Graph to AI agents.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/OzorOwn/defi-mcp\"\u003eOzorOwn/defi-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/OzorOwn/defi-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6fe57362f4f6e0a98f7670876905e703f9605c792b6188d5f7f004a15e286f8e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4f7a6f724f776e2f646566692d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/OzorOwn/defi-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: DeFi \u0026amp; crypto MCP server — token prices, wallet balances, gas prices, DEX swap quotes across 7 chains.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/8144225309/superscalar-mcp\"\u003e8144225309/superscalar-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/8144225309/superscalar-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/60e821b0298093bab347db8d347a9a7a56ee2ac833007bbd30f1febe59b3f543/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f383134343232353330392f73757065727363616c61722d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/8144225309/superscalar-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Bitcoin Lightning channel factory MCP server — query protocol architecture, estimate UTXO savings, and explore channel factory infrastructure.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/xpaysh/awesome-x402\"\u003expaysh/awesome-x402\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/xpaysh/awesome-x402\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/59233cd1da0cdf8d8dc76c7d635a9cdf6111450dae8e65e4a20deded03e46866/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7870617973682f617765736f6d652d783430323f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/xpaysh/awesome-x402?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: A curated directory of x402 payment protocol MCP servers and tools for HTTP-native USDC payments on EVM chains.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🎮 Gaming\u003c/h3\u003e\u003ca id=\"user-content--gaming\" class=\"anchor\" aria-label=\"Permalink: 🎮 Gaming\" href=\"#-gaming\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Coding-Solo/godot-mcp\"\u003eCoding-Solo/godot-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Coding-Solo/godot-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/acdba61eac947fd1c5db9bb6c7dbec55a4c3234fc6160ac64421f3ecbd9051d9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f436f64696e672d536f6c6f2f676f646f742d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Coding-Solo/godot-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Interacts with the Godot game engine for editing, running, and managing scenes.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/rishijatia/fantasy-pl-mcp/\"\u003erishijatia/fantasy-pl-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/rishijatia/fantasy-pl-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/62fe3e0713b3f05d83a2f46dcad2ed3f4f46151448d38cf18f136d9183c1eb0c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f72697368696a617469612f66616e746173792d706c2d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/rishijatia/fantasy-pl-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers real-time Fantasy Premier League data and analysis.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/CoderGamester/mcp-unity\"\u003eCoderGamester/mcp-unity\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/CoderGamester/mcp-unity\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b8dcd1d41f1c0db9b4a20e73dd9bf375fc80cd951c2bd3532764e8b554a70b3d/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f436f64657247616d65737465722f6d63702d756e6974793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/CoderGamester/mcp-unity?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with the Unity3D Game Engine via MCP.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🧠 Knowledge \u0026amp; Memory\u003c/h3\u003e\u003ca id=\"user-content--knowledge--memory\" class=\"anchor\" aria-label=\"Permalink: 🧠 Knowledge \u0026amp; Memory\" href=\"#-knowledge--memory\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/memory\"\u003emodelcontextprotocol/server-memory\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a knowledge graph-based persistent memory system (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/CheMiguel23/MemoryMesh\"\u003eCheMiguel23/MemoryMesh\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/CheMiguel23/MemoryMesh\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/148494a2c260656f6da99609e380abed69d926eb656d164755c2ac36d24077b6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4368654d696775656c32332f4d656d6f72794d6573683f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/CheMiguel23/MemoryMesh?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides enhanced graph-based memory focused on AI role-play.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/topoteretes/cognee/tree/dev/cognee-mcp\"\u003etopoteretes/cognee-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/topoteretes/cognee\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/d48c93185908454eec638ea3fe635b1d99c7726617603dc4933af2433ff59849/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f746f706f746572657465732f636f676e65653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/topoteretes/cognee?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Manages AI memory using graph/vector stores, with ingestion from 30+ data sources (part of Cognee project).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hannesrudolph/mcp-ragdocs\"\u003e@hannesrudolph/mcp-ragdocs\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hannesrudolph/mcp-ragdocs\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/de4541ca10cde18abd10071b903e1d1c280c2b1a3cd451ab2465061d318c874f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68616e6e65737275646f6c70682f6d63702d726167646f63733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hannesrudolph/mcp-ragdocs?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Retrieves and processes documentation using vector search.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kaliaboi/mcp-zotero\"\u003e@kaliaboi/mcp-zotero\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kaliaboi/mcp-zotero\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bd6b17d8e05acb538e8927f4db101c2c3ae76cf2295ac21663849d2898bc2bbb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b616c6961626f692f6d63702d7a6f7465726f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kaliaboi/mcp-zotero?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Connects LLMs to Zotero Cloud collections and sources.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/graphlit/graphlit-mcp-server\"\u003egraphlit/graphlit-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/graphlit/graphlit-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f6b7ff3f9e7f814486375a168c214fb57624e44a6e17f5aea69780d3cd57c92e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f67726170686c69742f67726170686c69742d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/graphlit/graphlit-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Ingests data from various sources into a Graphlit project for searching and retrieval.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/CanopyHQ/phloem\"\u003eCanopyHQ/phloem\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/CanopyHQ/phloem\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/131daa3ac336c563f1e1a18f8a7dd4fab8153f4c51f9d50e4568b819af2e326a/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f43616e6f707948512f70686c6f656d3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/CanopyHQ/phloem?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Local-first AI memory with causal graphs, citation verification, and zero network connections.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/omega-memory/core\"\u003eomega-memory/core\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/omega-memory/core\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2b9197408f1d2a42486fc607c87b11cde6b445914c679e2e61c2be5a893a3010/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f6d6567612d6d656d6f72792f636f72653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/omega-memory/core?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Persistent memory for AI coding agents with semantic search, auto-capture, intelligent forgetting, and cross-session learning. #1 on LongMemEval (95.4%). Local-first with zero cloud dependency.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🗺️ Location Services\u003c/h3\u003e\u003ca id=\"user-content-️-location-services\" class=\"anchor\" aria-label=\"Permalink: 🗺️ Location Services\" href=\"#️-location-services\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps\"\u003emodelcontextprotocol/server-google-maps\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides location services, routing, and place details from Google Maps (part of the official servers collection).\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/webcoderz/MCP-Geo\"\u003ewebcoderz/MCP-Geo\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/webcoderz/MCP-Geo\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2cede63e4e32268a51683a5a0a01cbc268db9040a043b89ef4dea415749684af/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f776562636f6465727a2f4d43502d47656f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/webcoderz/MCP-Geo?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Offers geocoding capabilities using various services.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/briandconnelly/mcp-server-ipinfo\"\u003e@briandconnelly/mcp-server-ipinfo\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/briandconnelly/mcp-server-ipinfo\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/827cbdb1ed3926abc6f2341bd6d91185ec3cd60a3804ea865eb1dc621d6f77f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f627269616e64636f6e6e656c6c792f6d63702d7365727665722d6970696e666f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/briandconnelly/mcp-server-ipinfo?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides IP address geolocation and network information via ipinfo.io.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/iplocate/mcp-server-iplocate\"\u003e@iplocate/mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/iplocate/mcp-server-iplocate\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/7792f07a29db6b55977cb173fb7f37086155265a5be1ab29bad447ec9453b5b4/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f69706c6f636174652f6d63702d7365727665722d69706c6f636174653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/iplocate/mcp-server-iplocate?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/jjsantos01/qgis_mcp\"\u003ejjsantos01/qgis_mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/jjsantos01/qgis_mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/813d82eddb178a228dc0d650ac84c4a0db1e67d380f5540a6bff346298be8e1c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a6a73616e746f7330312f716769735f6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/jjsantos01/qgis_mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates QGIS Desktop with Claude AI for project creation and code execution.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/kukapay/nearby-search-mcp\"\u003ekukapay/nearby-search-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/kukapay/nearby-search-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/54231290b0363208a84e20e0c4e1dab2507dc25b1a962720ef16a3442e22ab7f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6b756b617061792f6e65617262792d7365617263682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/kukapay/nearby-search-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Enables nearby place searches using IP-based location detection.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003e[IP2Location.io]\u003c/strong\u003e \u003ca href=\"https://github.com/ip2location/mcp-ip2location-io\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/cc399d3a76b12dabcac74b2b3db47426525f8100e77a9b49a7f0110d48ef8305/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6970326c6f636174696f6e2f6d63702d6970326c6f636174696f6e2d696f3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ip2location/mcp-ip2location-io?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: - IP2Location.io API integration to retrieve the geolocation information for an IP address.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🎯 Marketing\u003c/h3\u003e\u003ca id=\"user-content--marketing\" class=\"anchor\" aria-label=\"Permalink: 🎯 Marketing\" href=\"#-marketing\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/henu-wang/geoscore-mcp\"\u003ehenu-wang/geoscore-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/henu-wang/geoscore-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/963066994b11ee8b66553fc512613b8daf5e95617fe8c7c063b546c6f1a14a63/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f68656e752d77616e672f67656f73636f72652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/henu-wang/geoscore-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: AI search optimization (GEO). Scans websites for AI search readiness, generates llms.txt, Schema.org fixes, and meta tag optimizations.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/bzsasson/screaming-frog-mcp\"\u003ebzsasson/screaming-frog-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/bzsasson/screaming-frog-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/448d09cef8d411469a7c466aaf1b04da4ae58e74ad5fe04d71dc8103b9bfe616/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f627a736173736f6e2f73637265616d696e672d66726f672d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/bzsasson/screaming-frog-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: MCP server for Screaming Frog SEO Spider — list saved crawls, export SEO audit data, read and filter results, and manage crawl storage through natural language.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/open-strategy-partners/osp_marketing_tools\"\u003eopen-strategy-partners/osp_marketing_tools\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/open-strategy-partners/osp_marketing_tools\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6455f850417dfbfa4a633cd9f839c12f09a9b3ef149658f85115676499f1b142/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6f70656e2d73747261746567792d706172746e6572732f6f73705f6d61726b6574696e675f746f6f6c733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/open-strategy-partners/osp_marketing_tools?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides a set of marketing tools from Open Strategy Partners.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e📊 Monitoring\u003c/h3\u003e\u003ca id=\"user-content--monitoring\" class=\"anchor\" aria-label=\"Permalink: 📊 Monitoring\" href=\"#-monitoring\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/sentry\"\u003emodelcontextprotocol/server-sentry\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Sentry.io for error tracking (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/MindscapeHQ/mcp-server-raygun\"\u003eMindscapeHQ/mcp-server-raygun\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/MindscapeHQ/mcp-server-raygun\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a484ef5a9524e02bf51ee4b55d35209188b7c6aa6c35e8955500f35c177addb1/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f4d696e64736361706548512f6d63702d7365727665722d72617967756e3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/MindscapeHQ/mcp-server-raygun?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Raygun API for crash reporting.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/metoro-io/metoro-mcp-server\"\u003emetoro-io/metoro-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/metoro-io/metoro-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0ee02f41e10c3c6de2ea1ccead54e42d18a912e3d035b17de583b24e43995cdb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d65746f726f2d696f2f6d65746f726f2d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/metoro-io/metoro-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Queries and interacts with Kubernetes environments monitored by Metoro.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/grafana/mcp-grafana\"\u003egrafana/mcp-grafana\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/grafana/mcp-grafana\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b78454b619c0cfefb68a7209f4686476597e8870ffec2b8357c02803951c2fcd/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f67726166616e612f6d63702d67726166616e613f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/grafana/mcp-grafana?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Searches dashboards and queries datasources in Grafana.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/shibley/apistatuscheck\"\u003eshibley/apistatuscheck\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/shibley/apistatuscheck\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/79cbaacc991a535e09c4fb9191edb1451493ac7a657af3601ac7ff95d16a33dc/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f736869626c65792f617069737461747573636865636b3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/shibley/apistatuscheck?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Aggregated API and service status monitoring. Query real-time status of 200+ popular services, check outage history, and get health data for incident response.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pydantic/logfire-mcp\"\u003epydantic/logfire-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pydantic/logfire-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/3e9971e0546fdd0ef0c5372ba23c80b2341598623a68227c1478ee64e2f03a4c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f707964616e7469632f6c6f67666972652d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pydantic/logfire-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Accesses OpenTelemetry traces and metrics through Logfire.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/seekrays/mcp-monitor\"\u003eseekrays/mcp-monitor\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/seekrays/mcp-monitor\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/18ae4a1ddb1fcdc723f8ebed52e9a505586365a88dc112671b854a90a97dd70f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7365656b726179732f6d63702d6d6f6e69746f723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/seekrays/mcp-monitor?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides system monitoring via MCP, exposing various metrics.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/hyperb1iss/lucidity-mcp\"\u003ehyperb1iss/lucidity-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/hyperb1iss/lucidity-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a2a82a5831594214328dfb6bccfe34e930eb19a914cadb4eea41b22ac7b8c3ea/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f687970657262316973732f6c756369646974792d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/hyperb1iss/lucidity-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides intelligent, prompt-based analysis of AI-generated code across multiple dimensions.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🔎 Search\u003c/h3\u003e\u003ca id=\"user-content--search\" class=\"anchor\" aria-label=\"Permalink: 🔎 Search\" href=\"#-search\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search\"\u003emodelcontextprotocol/server-brave-search\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Performs web searches using Brave's Search API (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/angheljf/nyt\"\u003e@angheljf/nyt\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/angheljf/nyt\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/2c8c4247fef5a48d1b4399d66b71fc304ca0d27836170519909819614da01d65/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e6768656c6a662f6e79743f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/angheljf/nyt?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Searches articles using the NYTimes API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pranciskus/newsmcp\"\u003e@newsmcp/server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pranciskus/newsmcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/dee39c882d048495efcaad2c3b5bf47fe7da0c3af7b3731ef5d9d0937610a8f2/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7072616e6369736b75732f6e6577736d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pranciskus/newsmcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ geographic regions, ranked by importance. Free, no API key required.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/ac3xx/mcp-servers-kagi\"\u003eac3xx/mcp-servers-kagi\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/ac3xx/mcp-servers-kagi\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a0c79407b6acda7818f2433ae4b003e843ee2de938d6b925e466adc9f51452d9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f61633378782f6d63702d736572766572732d6b6167693f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/ac3xx/mcp-servers-kagi?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with the Kagi search API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/exa-labs/exa-mcp-server\"\u003eexa-labs/exa-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/exa-labs/exa-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9112956701a87ca5bd6f3c1089dbce6271738eb77e482aa1b23cb8f9ef5b8b88/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6578612d6c6162732f6578612d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/exa-labs/exa-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides access to the Exa AI Search API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/fatwang2/search1api-mcp\"\u003efatwang2/search1api-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/fatwang2/search1api-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/bb282cc7524d2abd8b5203a559be8874d779ae5e73b8d6c8fce5b1a2ea7d7948/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f66617477616e67322f736561726368316170692d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/fatwang2/search1api-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Performs searches via search1api.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Tomatio13/mcp-server-tavily\"\u003eTomatio13/mcp-server-tavily\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Tomatio13/mcp-server-tavily\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/72a5db25109ee74b912ba576f8d98bd92f201d664a31eb25b1e3b83858ec11b6/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f546f6d6174696f31332f6d63702d7365727665722d746176696c793f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Tomatio13/mcp-server-tavily?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Integrates with Tavily AI search API.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/blazickjp/arxiv-mcp-server\"\u003eblazickjp/arxiv-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/blazickjp/arxiv-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/1d8e7a713f05848744dcd2dc9c0dc4a141295f215d95056c5767396ed114fa1b/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f626c617a69636b6a702f61727869762d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/blazickjp/arxiv-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Searches research papers on ArXiv.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/mzxrai/mcp-webresearch\"\u003emzxrai/mcp-webresearch\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/mzxrai/mcp-webresearch\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/a9bc68a22461fc7532aec012bd51e1282d4e4f7afe235535c8ec8d312d5df2b9/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d7a787261692f6d63702d77656272657365617263683f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/mzxrai/mcp-webresearch?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Performs deep web research using Google search.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/andybrandt/mcp-simple-arxiv\"\u003eandybrandt/mcp-simple-arxiv\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/andybrandt/mcp-simple-arxiv\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4c14ad65b43cc8941c2e09bd7c661124b3252b49ad6cbe5a325ce7380197b96e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e64796272616e64742f6d63702d73696d706c652d61727869763f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/andybrandt/mcp-simple-arxiv?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows searching and reading papers from arXiv.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/andybrandt/mcp-simple-pubmed\"\u003eandybrandt/mcp-simple-pubmed\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/andybrandt/mcp-simple-pubmed\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/ddd4728e89ed5d778bd1ffb38e8d23f4565db7745894c0b7b7013978b4a898ec/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f616e64796272616e64742f6d63702d73696d706c652d7075626d65643f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/andybrandt/mcp-simple-pubmed?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows searching and reading papers from PubMed.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/c5huracan/meyhem\"\u003ec5huracan/meyhem\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/c5huracan/meyhem\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/5d5987528567ae348cff87ffd22010fd5a7b3820ee9ce431d1b6c13a3cd3b148/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f63356875726163616e2f6d657968656d3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/c5huracan/meyhem?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Agent-native search that blends multiple engines, dedupes results, and ranks by task-completion outcomes. No API key required.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/shopsavvy/shopsavvy-mcp-server\"\u003eshopsavvy/shopsavvy-mcp-server\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/shopsavvy/shopsavvy-mcp-server\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/0b6eeb9d49ee6bc21342e0f3ff1f6eb20d4ca403e260ec68b1c3aa9d672a100f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73686f7073617676792f73686f7073617676792d6d63702d7365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/shopsavvy/shopsavvy-mcp-server?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as \u003ccode\u003e@shopsavvy/mcp-server\u003c/code\u003e.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/Pattyboi101/indiestack\"\u003ePattyboi101/indiestack\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/Pattyboi101/indiestack\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9e75d33a253d2c709155406b4821eed682627c7e424a40cacbaf839c64f27810/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5061747479626f693130312f696e646965737461636b3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/Pattyboi101/indiestack?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Search 130+ indie SaaS tools from your AI coding assistant. Install via \u003ccode\u003epip install indiestack\u003c/code\u003e.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003e🛠️ Utilities\u003c/h3\u003e\u003ca id=\"user-content-️-utilities\" class=\"anchor\" aria-label=\"Permalink: 🛠️ Utilities\" href=\"#️-utilities\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/zcaceres/fetch-mcp\"\u003ezcaceres/fetch-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/zcaceres/fetch-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/f8cd22ff806b1281a81116543ac489f36d5471ce72356e040b1ca8ddef099feb/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7a636163657265732f66657463682d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/zcaceres/fetch-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Fetches JSON, text, and HTML data flexibly from URLs.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/modelcontextprotocol/servers/tree/main/src/fetch\"\u003emodelcontextprotocol/server-fetch\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/modelcontextprotocol/servers\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8fbbeb4733fa1eb3072b1bb22ffade5251105d392113285d5b4b5765211a5b6c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d6f64656c636f6e7465787470726f746f636f6c2f736572766572733f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/modelcontextprotocol/servers?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Efficiently fetches and processes web content (part of the official servers collection).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/zcaceres/markdownify-mcp\"\u003ezcaceres/markdownify-mcp\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/zcaceres/markdownify-mcp\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/cfa937fe63c56f0b3f419ffb454cfa3d5626d094a9435152cde0423bedcb72e1/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f7a636163657265732f6d61726b646f776e6966792d6d63703f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/zcaceres/markdownify-mcp?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Converts various file types and web content to Markdown.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/sammcj/mcp-package-version\"\u003e@sammcj/mcp-package-version\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/sammcj/mcp-package-version\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/6a833b4ab15cbdb692afad0ad7a6eec33fca21330c2ff3b5e091b92051b5a878/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f73616d6d636a2f6d63702d7061636b6167652d76657273696f6e3f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/sammcj/mcp-package-version?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Helps LLMs suggest the latest stable package versions.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/vivekVells/mcp-pandoc\"\u003e@vivekvells/mcp-pandoc\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/vivekVells/mcp-pandoc\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/00dbae9d931281bfc09919e1b4555a6c581845919e361ef1de7f19183daa77ac/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f766976656b56656c6c732f6d63702d70616e646f633f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/vivekVells/mcp-pandoc?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Converts document formats using Pandoc.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/pskill9/website-downloader\"\u003e@pskill9/website-downloader\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/pskill9/website-downloader\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/b2b3d36ac4a27ac5c4d32eb203be80e5030d5a2eb9d2f96918164744f9a6c412/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f70736b696c6c392f776562736974652d646f776e6c6f616465723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/pskill9/website-downloader?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Downloads entire websites using wget, preserving structure.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/lamemind/mcp-server-multiverse\"\u003e@lamemind/mcp-server-multiverse\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/lamemind/mcp-server-multiverse\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/670f39cb94a924c70edb37dcc66a82f13e5642ecc96aad7338353ddb7103f3f3/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6c616d656d696e642f6d63702d7365727665722d6d756c746976657273653f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/lamemind/mcp-server-multiverse?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Allows multiple isolated instances of MCP servers to coexist.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/j4c0bs/mcp-server-sql-analyzer\"\u003e@j4c0bs/mcp-server-sql-analyzer\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/j4c0bs/mcp-server-sql-analyzer\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/9545b5b000316a4f94a99b1af047cc1728f266c2e8ab1ba22c6eb5c59a8a533e/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6a34633062732f6d63702d7365727665722d73716c2d616e616c797a65723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/j4c0bs/mcp-server-sql-analyzer?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides SQL analysis, linting, and dialect conversion using SQLGlot.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/0xshellming/mcp-summarizer\"\u003e0xshellming/mcp-summarizer\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/0xshellming/mcp-summarizer\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/4c5ea592f798563a09cdaa93c98e5891b1047551a0fa08d9ea0cee272e59ae3c/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f30787368656c6c6d696e672f6d63702d73756d6d6172697a65723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/0xshellming/mcp-summarizer?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides AI summarization for multiple content types.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://github.com/SecretiveShell/MCP-timeserver\"\u003eSecretiveShell/MCP-timeserver\u003c/a\u003e\u003c/strong\u003e \u003ca href=\"https://github.com/SecretiveShell/MCP-timeserver\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/8f8f46809dda429d8b9563e442bf9ea6e719c4220d0ad15cf331a5ce0ccbbf76/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f5365637265746976655368656c6c2f4d43502d74696d657365727665723f7374796c653d736f6369616c\" alt=\"GitHub stars\" data-canonical-src=\"https://img.shields.io/github/stars/SecretiveShell/MCP-timeserver?style=social\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e: Provides the current time in any timezone.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eStar History\u003c/h2\u003e\u003ca id=\"user-content-star-history\" class=\"anchor\" aria-label=\"Permalink: Star History\" href=\"#star-history\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 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src=\"https://camo.githubusercontent.com/e23e9f90fc42670bd74ee1b70ddd8b6abb872048c2a073c65b941d1d49af743c/68747470733a2f2f6170692e737461722d686973746f72792e636f6d2f7376673f7265706f733d4d6f62696e582f617765736f6d652d6d63702d6c69737426747970653d44617465\" data-canonical-src=\"https://api.star-history.com/svg?repos=MobinX/awesome-mcp-list\u0026amp;type=Date\"\u003e\n \u003c/picture\u003e\u003c/themed-picture\u003e\n\u003c/a\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"Awesome MCP Servers - Concise List","anchor":"awesome-mcp-servers---concise-list","htmlText":"Awesome MCP Servers - Concise List"},{"level":3,"text":"📂 Browser Control","anchor":"-browser-control","htmlText":"📂 Browser Control"},{"level":3,"text":"🎨 Art \u0026 Culture","anchor":"-art--culture","htmlText":"🎨 Art \u0026amp; Culture"},{"level":3,"text":"☁️ Cloud Platforms","anchor":"️-cloud-platforms","htmlText":"☁️ Cloud Platforms"},{"level":3,"text":"🖥️ Command Line","anchor":"️-command-line","htmlText":"🖥️ Command Line"},{"level":3,"text":"💬 Communication","anchor":"-communication","htmlText":"💬 Communication"},{"level":3,"text":"👤 Customer Data Platforms","anchor":"-customer-data-platforms","htmlText":"👤 Customer Data Platforms"},{"level":3,"text":"🗄️ Databases","anchor":"️-databases","htmlText":"🗄️ Databases"},{"level":3,"text":"💻 Developer Tools","anchor":"-developer-tools","htmlText":"💻 Developer Tools"},{"level":3,"text":"🧮 Data Science Tools","anchor":"-data-science-tools","htmlText":"🧮 Data Science Tools"},{"level":3,"text":"📂 File Systems","anchor":"-file-systems","htmlText":"📂 File Systems"},{"level":3,"text":"💰 Finance \u0026 Fintech","anchor":"-finance--fintech","htmlText":"💰 Finance \u0026amp; Fintech"},{"level":3,"text":"🎮 Gaming","anchor":"-gaming","htmlText":"🎮 Gaming"},{"level":3,"text":"🧠 Knowledge \u0026 Memory","anchor":"-knowledge--memory","htmlText":"🧠 Knowledge \u0026amp; Memory"},{"level":3,"text":"🗺️ Location Services","anchor":"️-location-services","htmlText":"🗺️ Location Services"},{"level":3,"text":"🎯 Marketing","anchor":"-marketing","htmlText":"🎯 Marketing"},{"level":3,"text":"📊 Monitoring","anchor":"-monitoring","htmlText":"📊 Monitoring"},{"level":3,"text":"🔎 Search","anchor":"-search","htmlText":"🔎 Search"},{"level":3,"text":"🛠️ Utilities","anchor":"️-utilities","htmlText":"🛠️ Utilities"},{"level":2,"text":"Star History","anchor":"star-history","htmlText":"Star 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- MobinX/awesome-mcp-list: A concise list for mcp servers","appPayload":{},"meta":{"title":"GitHub - MobinX/awesome-mcp-list: A concise list for mcp servers"}} MobinX/awesome-mcp-list mainBranchesTagsGo to fileCodeOpen more actions menuFolders and filesNameNameLast commit messageLast commit dateLatest commit History79 Commits79 CommitsREADME.mdREADME.md View all filesRepository files navigationREADMEAwesome MCP Servers - Concise List Note that this list is continuously updating and improving. Please star this repo if you find it useful – it's worth bookmarking! 📂 Browser Control @recursechat/mcp-server-apple-shortcuts : Integrates with macOS Shortcuts for automation via MCP. @kimtth/mcp-aoai-web-browsing : Implements minimal web browsing using Azure OpenAI and Playwright. @pskill9/web-search : Provides web search capabilities using Google results without requiring API keys. @co-browser/browser-use-mcp-server : Packages browser-use as an MCP server, with Docker support for Chromium and VNC. @blackwhite084/playwright-plus-python-mcp : Leverages Playwright via Python, optimized for large language models. @executeautomation/playwright-mcp-server : Utilizes Playwright for web automation and data extraction within an MCP framework. @automatalabs/mcp-server-playwright : Controls web browsers via Playwright through MCP commands. modelcontextprotocol/server-puppeteer : Automates web interactions and scraping using Puppeteer (part of the official servers collection). @kimtaeyoon83/mcp-server-youtube-transcript : Extracts subtitles and transcripts from YouTube videos for AI processing. 🎨 Art & Culture burningion/video-editing-mcp : Enables AI-driven video editing, analysis, and search within a video collection. fasuizu-br/speech-ai-examples : Speech AI MCP server with pronunciation assessment (phoneme-level scoring, 17MB model, <300ms), text-to-speech, and speech-to-text. 8 tools for language learning, accessibility, and voice applications. r-huijts/rijksmuseum-mcp : Connects to the Rijksmuseum API for accessing art collections and details. yuna0x0/anilist-mcp : Provides information on anime and manga through integration with the AniList API. austenstone/myinstants-mcp : A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories. npx myinstants-mcp ☁️ Cloud Platforms cloudflare/mcp-server-cloudflare : Integrates with various Cloudflare services like Workers and KV. isgudtek/mycrab-mcp : Instant public HTTPS Cloudflare tunnels for AI agents. Free ephemeral URLs in 60s or permanent custom subdomains via Solana micropayment. Install with uvx mycrab-mcp. alexei-led/aws-mcp-server : Enables secure execution of AWS CLI commands and prompt templates within Docker. strowk/mcp-k8s-go : Manages Kubernetes clusters through MCP interactions (Go implementation). @flux159/mcp-server-kubernetes : Controls Kubernetes pods, deployments, and services (TypeScript implementation). manusa/kubernetes-mcp-server : Manages Kubernetes and OpenShift with specialized cluster interaction tools (Java implementation). wenhuwang/mcp-k8s-eye : Provides Kubernetes management features and application health analysis. johnneerdael/netskope-mcp : Accesses Netskope Private Access components and provides setup details. nwiizo/tfmcp : Allows AI assistants to control Terraform environments for infrastructure management. 🖥️ Command Line ferrislucas/iterm-mcp : Provides iTerm2 terminal access for command execution and output analysis. g0t4/mcp-server-commands : Executes arbitrary commands and scripts via MCP. MladenSU/cli-mcp-server : Offers a command-line interface with configurable security policies. tumf/mcp-shell-server : Securely executes shell commands through the Model Context Protocol. amol21p/mcp-interactive-terminal : Real interactive terminal sessions for REPLs, SSH, database clients, and any interactive CLI — with clean text output, smart completion detection, and multi-layer security. 💬 Communication jean-technologies/smartlead-mcp-server-local : MCP server for Smartlead. Also works with n8n and workflow automation platforms. zcaceres/gtasks-mcp : Manages Google Tasks lists and items via MCP. hannesrudolph/imessage-query-fastmcp-mcp-server : Safely queries and analyzes iMessage conversations, including attachments. modelcontextprotocol/server-slack : Manages Slack channels and messages (part of the official servers collection). keturiosakys/bluesky-context-server : Connects and allows interaction with Bluesky social network instances. kiruna-labs/userdispatch-mcp : Collects user feedback via an embeddable widget and exposes MCP tools for triaging submissions, drafting replies, and generating weekly digests. MarkusPfundstein/mcp-gsuite : Interacts with Gmail and Google Calendar. adhikasp/mcp-twikit : Accesses Twitter search and timeline data. gotoolkits/mcp-wecombot-server : Sends messages to WeCom group robots. (Note: Link ends with .git) AbdelStark/nostr-mcp : Enables interaction with the Nostr protocol, including posting notes. elie222/inbox-zero-mcp : Manages Gmail, identifying emails needing replies or follow-ups (part of the Inbox Zero project). carterlasalle/mac_messages_mcp : Securely accesses, analyzes, sends, and receives iMessages on macOS. sawa-zen/vrchat-mcp : Interacts with the VRChat API to retrieve user, world, and avatar information. arpitbatra123/mcp-googletasks : Interfaces with the Google Tasks API for task management. Eclipse-XV/twitch-mcp : Allows Twitch streamers to automate channel point predictions, trigger stream events, and extend interactive chat functionality. @taskade/mcp : Official Taskade MCP server with 50+ tools for managing workspaces, projects, tasks, custom AI agents, and workflow automations. Includes OpenAPI-to-MCP codegen. 👤 Customer Data Platforms sergehuber/inoyu-mcp-unomi-server : Accesses and updates user profiles on an Apache Unomi CDP server. OpenDataMCP/OpenDataMCP : Connects various Open Data sources to LLMs via MCP. @iaptic/mcp-server-iaptic : Connects to iaptic to retrieve customer purchase and app revenue data. 🗄️ Databases aliyun/alibabacloud-tablestore-mcp-server : Provides access to Tablestore, including document management and semantic search. cr7258/elasticsearch-mcp-server : Enables interaction with Elasticsearch clusters. domdomegg/airtable-mcp-server : Provides read/write access to Airtable databases, including schema inspection. rashidazarang/airtable-mcp : Directly connects AI tools to Airtable for comprehensive data manipulation. LucasHild/mcp-server-bigquery : Allows querying and schema inspection of BigQuery databases. c4pt0r/mcp-server-tidb : Provides access to TiDB databases, including schema inspection and querying. ergut/mcp-bigquery-server : Enables direct access and querying of Google BigQuery. ClickHouse/mcp-clickhouse : Offers schema inspection and querying capabilities for ClickHouse databases. get-convex/convex-mcp-server: Introspects Convex tables, functions, and allows one-off queries. (Note: Links to Convex Stack page) @gannonh/firebase-mcp : Provides access to Firebase services like Auth, Firestore, and Storage. jovezhong/mcp-timeplus : Manages Apache Kafka topics and queries streaming data via Timeplus SQL. @fireproof-storage/mcp-database-server : Offers a Fireproof ledger database with multi-user synchronization. designcomputer/mysql_mcp_server : Provides secure MySQL database operations with configurable access controls. f4ww4z/mcp-mysql-server : Offers secure MySQL database interaction. FreePeak/db-mcp-server : Provides a high-performance multi-database server (MySQL & PostgreSQL) with tools for query execution, transactions, and schema exploration. modelcontextprotocol/server-postgres : Enables querying and schema inspection of PostgreSQL databases (part of the official servers collection). modelcontextprotocol/server-sqlite : Provides SQLite database operations with built-in analysis (part of the official servers collection). @joshuarileydev/supabase-mcp-server : Manages Supabase projects and organizations. @alexander-zuev/supabase-mcp-server : Supports SQL query execution and database exploration within Supabase. ktanaka101/mcp-server-duckdb : Integrates with DuckDB, offering schema inspection and query features. Dataring-engineering/mcp-server-trino : Connects to Trino Clusters for querying and data access. furey/mongodb-lens : Provides a fully-featured MCP server for MongoDB Databases. QuantGeekDev/mongo-mcp : Enables direct interaction with MongoDB databases. kiliczsh/mcp-mongo-server : Interacts with MongoDB databases. tinybirdco/mcp-tinybird : Integrates with Tinybird, providing query and API capabilities. KashiwaByte/vikingdb-mcp-server : Integrates with VikingDB for vector store and search functionalities. neo4j-contrib/mcp-neo4j : Enables Model Context Protocol interactions with Neo4j databases. niledatabase/nile-mcp-server : Manages and queries Postgres databases, tenants, users, and auth using LLMs via Nile. isaacwasserman/mcp-snowflake-server : Integrates with Snowflake with read/write operations and insight tracking. hannesrudolph/sqlite-explorer-fastmcp-mcp-server : Provides safe, read-only access to SQLite databases with query validation. sirmews/mcp-pinecone : Integrates with Pinecone, offering vector search capabilities. runekaagaard/mcp-alchemy : Provides universal SQLAlchemy-based database integration, supporting multiple database types. quarkiverse/quarkus-mcp-jdbc : Connects to any JDBC-compatible database (part of Quarkus MCP Servers). pab1it0/adx-mcp-server : Allows querying and analyzing of Azure Data Explorer databases. pab1it0/prometheus-mcp-server : Provides querying and analysis of Prometheus monitoring system. neondatabase/mcp-server-neon : Enables creating and managing Postgres databases with Neon Serverless Postgres. XGenerationLab/xiyan_mcp_server : Supports fetching database data via natural language queries, powered by XiyanSQL. bytebase/dbhub : Provides a universal database MCP server with support for mainstream databases. GreptimeTeam/greptimedb-mcp-server : Enables querying of GreptimeDB. idoru/influxdb-mcp-server : Executes queries against InfluxDB OSS API v2. xing5/mcp-google-sheets : Interacts with Google Sheets, providing create, read, update, and manage functionalities. edwinbernadus/nocodb-mcp-server : Support create, read, update, and delete on NocoDB Database 💻 Developer Tools 21st-dev/Magic-MCP : Generates UI components based on 21st.dev design principles. cocoindex-io/cocoindex-code : A super light-weight embedded MCP server for coding agents. Uses tree-sitter for code search and indexing, saves 70% tokens and improves speed. Comet-ML/Opik-MCP : Enables querying of LLM observability data captured by Opik. OzorOwn/frostbyte-mcp : MCP server providing AI agents access to 40+ developer APIs with 13 tools for geolocation, crypto, screenshots, scraping, DNS, code execution, PDF generation, search, and more. Works with Claude Desktop, Cursor, and Windsurf. GLips/Figma-Context-MCP : Gives coding agents direct access to Figma data. QuantGeekDev/docker-mcp : Manages Docker containers via MCP. r-huijts/xcode-mcp-server : Integrates with Xcode for project management and build automation. snaggle-ai/openapi-mcp-server : Connects to HTTP/REST APIs using an OpenAPI specification. JetBrains/mcpProxy : Connects to JetBrains IDEs for development tasks. tumf/mcp-text-editor : Provides a line-oriented text file editor, optimized for LLM interaction. @joshuarileydev/simulator-mcp-server : Controls iOS Simulators. @joshuarileydev/app-store-connect-mcp-server : Communicates with the App Store Connect API. @delano/postman-mcp-server : Interacts with the Postman API. @haris-musa/excel-mcp-server : Manipulates Excel workbooks, including data, formatting, and charts. ShenghaiWang/xcodebuild : Builds iOS Xcode workspace/project and feedbacks errors to LLMs. @jasonjmcghee/claude-debugs-for-you : Enables automatic debugging via breakpoints and expression evaluation. @Jktfe/serveMyAPI : Securely stores and accesses API keys across projects using the macOS Keychain. jonradoff/lightcms : AI-native CMS with 41 MCP tools for managing websites through natural language. Create pages, templates, assets, themes, collections, redirects, and more with full content versioning. @xzq-xu/jvm-mcp-server : Implements an MCP server for JVM-based environments. @yangkyeongmo/mcp-server-apache-airflow : Connects to Apache Airflow using the official client. hyperb1iss/droidmind : Controls Android devices, enabling UI automation and debugging. Rootly-AI-Labs/Rootly-MCP-server : Integrates with the Rootly incident management platform. YuChenSSR/mindmap-mcp-server : Generates interactive mindmaps. SDGLBL/mcp-claude-code : Implements Claude Code capabilities using MCP, enabling code understanding and project analysis. deadpixel/roundtable-dashboard : Multi-model AI debate platform — GPT-4o, Claude, Gemini & 200+ models discuss, then synthesize insight. Tools: consult_council, review_code, debug_issue, design_architecture, plan_implementation, assess_tradeoffs. semgrep/mcp : A MCP server for using Semgrep to scan code for security vulnerabilities. @mastra/mcp-docs-server : Provides AI assistants with direct access to Mastra.ai's complete knowledge base. @mastra/mcp : Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools. 🧮 Data Science Tools ChronulusAI/chronulus-mcp : Uses Chronulus AI for forecasting and predictions. @reading-plus-ai/mcp-server-data-exploration : Enables autonomous data exploration on .csv-based datasets. 📂 File Systems modelcontextprotocol/server-filesystem : Provides direct access to the local file system (part of the official servers collection). modelcontextprotocol/server-google-drive : Integrates with Google Drive for file listing and searching (part of the official servers collection). hmk/box-mcp-server : Provides listing, reading and searching files on Box. mark3labs/mcp-filesystem-server : Provides local file system access (Golang implementation). mamertofabian/mcp-everything-search : Provides fast Windows file search using Everything SDK. cyberchitta/llm-context.py : Shares code context with LLMs via MCP or clipboard. quarkiverse/quarkus-mcp-filesystem : Provides file system browsing and editing (part of Quarkus MCP Servers, Java implementation). Xuanwo/mcp-server-opendal : Accesses various storage services via Apache OpenDAL. PSPDFKit/nutrient-dws-mcp-server : MCP server for Nutrient Document Web Services API for conversion, merge, redact, sign, OCR, watermark, and extraction workflows. 💰 Finance & Fintech heurist-network/heurist-mesh-mcp-server : Provides access to web3 AI agents for blockchain analysis and smart contract auditing. @base/base-mcp : Integrates with Base Network for onchain tools and Coinbase API interactions. QuantGeekDev/coincap-mcp : Provides real-time cryptocurrency market data from CoinCap. anjor/coinmarket-mcp-server : Fetches cryptocurrency listings and quotes from the Coinmarket API. berlinbra/alpha-vantage-mcp : Fetches stock and crypto information from Alpha Vantage. ferdousbhai/tasty-agent : Handles trading activities on Tastytrade via the Tastyworks API. ferdousbhai/investor-agent : Fetches stock market data and options recommendations from Yahoo Finance. HCS412/ventureautomated : Remote venture-intelligence MCP server for startup discovery, company scoring, market monitoring, and private workspace automation. mcpdotdirect/evm-mcp-server : Provides blockchain services for 30+ EVM networks. Bankless/onchain-mcp : Uses Bankless Onchain API for smart contract interaction and querying transaction data. kukapay/cryptopanic-mcp-server : Delivers cryptocurrency news to AI agents via CryptoPanic. kukapay/whale-tracker-mcp : Tracks cryptocurrency whale transactions. kukapay/crypto-feargreed-mcp : Provides real-time and historical Crypto Fear & Greed Index data. kukapay/dune-analytics-mcp : Bridges Dune Analytics data to AI agents. kukapay/pancakeswap-poolspy-mcp : Tracks newly created pools on Pancake Swap. kukapay/uniswap-poolspy-mcp : Tracks newly created liquidity pools on Uniswap. kukapay/uniswap-trader-mcp : Automates token swaps on Uniswap DEX. kukapay/token-minter-mcp : Allows AI agents to mint ERC-20 tokens. kukapay/thegraph-mcp : Provides indexed blockchain data from The Graph to AI agents. OzorOwn/defi-mcp : DeFi & crypto MCP server — token prices, wallet balances, gas prices, DEX swap quotes across 7 chains. 8144225309/superscalar-mcp : Bitcoin Lightning channel factory MCP server — query protocol architecture, estimate UTXO savings, and explore channel factory infrastructure. xpaysh/awesome-x402 : A curated directory of x402 payment protocol MCP servers and tools for HTTP-native USDC payments on EVM chains. 🎮 Gaming Coding-Solo/godot-mcp : Interacts with the Godot game engine for editing, running, and managing scenes. rishijatia/fantasy-pl-mcp : Offers real-time Fantasy Premier League data and analysis. CoderGamester/mcp-unity : Integrates with the Unity3D Game Engine via MCP. 🧠 Knowledge & Memory modelcontextprotocol/server-memory : Provides a knowledge graph-based persistent memory system (part of the official servers collection). CheMiguel23/MemoryMesh : Provides enhanced graph-based memory focused on AI role-play. topoteretes/cognee-mcp : Manages AI memory using graph/vector stores, with ingestion from 30+ data sources (part of Cognee project). @hannesrudolph/mcp-ragdocs : Retrieves and processes documentation using vector search. @kaliaboi/mcp-zotero : Connects LLMs to Zotero Cloud collections and sources. graphlit/graphlit-mcp-server : Ingests data from various sources into a Graphlit project for searching and retrieval. CanopyHQ/phloem : Local-first AI memory with causal graphs, citation verification, and zero network connections. omega-memory/core : Persistent memory for AI coding agents with semantic search, auto-capture, intelligent forgetting, and cross-session learning. #1 on LongMemEval (95.4%). Local-first with zero cloud dependency. 🗺️ Location Services modelcontextprotocol/server-google-maps : Provides location services, routing, and place details from Google Maps (part of the official servers collection). webcoderz/MCP-Geo : Offers geocoding capabilities using various services. @briandconnelly/mcp-server-ipinfo : Provides IP address geolocation and network information via ipinfo.io. @iplocate/mcp-server : Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io jjsantos01/qgis_mcp : Integrates QGIS Desktop with Claude AI for project creation and code execution. kukapay/nearby-search-mcp : Enables nearby place searches using IP-based location detection. [IP2Location.io] : - IP2Location.io API integration to retrieve the geolocation information for an IP address. 🎯 Marketing henu-wang/geoscore-mcp : AI search optimization (GEO). Scans websites for AI search readiness, generates llms.txt, Schema.org fixes, and meta tag optimizations. bzsasson/screaming-frog-mcp : MCP server for Screaming Frog SEO Spider — list saved crawls, export SEO audit data, read and filter results, and manage crawl storage through natural language. open-strategy-partners/osp_marketing_tools : Provides a set of marketing tools from Open Strategy Partners. 📊 Monitoring modelcontextprotocol/server-sentry : Integrates with Sentry.io for error tracking (part of the official servers collection). MindscapeHQ/mcp-server-raygun : Integrates with Raygun API for crash reporting. metoro-io/metoro-mcp-server : Queries and interacts with Kubernetes environments monitored by Metoro. grafana/mcp-grafana : Searches dashboards and queries datasources in Grafana. shibley/apistatuscheck : Aggregated API and service status monitoring. Query real-time status of 200+ popular services, check outage history, and get health data for incident response. pydantic/logfire-mcp : Accesses OpenTelemetry traces and metrics through Logfire. seekrays/mcp-monitor : Provides system monitoring via MCP, exposing various metrics. hyperb1iss/lucidity-mcp : Provides intelligent, prompt-based analysis of AI-generated code across multiple dimensions. 🔎 Search modelcontextprotocol/server-brave-search : Performs web searches using Brave's Search API (part of the official servers collection). @angheljf/nyt : Searches articles using the NYTimes API. @newsmcp/server : Real-time world news for AI agents — events clustered from hundreds of sources, classified by 12 topics and 30+ geographic regions, ranked by importance. Free, no API key required. ac3xx/mcp-servers-kagi : Integrates with the Kagi search API. exa-labs/exa-mcp-server : Provides access to the Exa AI Search API. fatwang2/search1api-mcp : Performs searches via search1api. Tomatio13/mcp-server-tavily : Integrates with Tavily AI search API. blazickjp/arxiv-mcp-server : Searches research papers on ArXiv. mzxrai/mcp-webresearch : Performs deep web research using Google search. andybrandt/mcp-simple-arxiv : Allows searching and reading papers from arXiv. andybrandt/mcp-simple-pubmed : Allows searching and reading papers from PubMed. c5huracan/meyhem : Agent-native search that blends multiple engines, dedupes results, and ranks by task-completion outcomes. No API key required. shopsavvy/shopsavvy-mcp-server : Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as @shopsavvy/mcp-server. Pattyboi101/indiestack : Search 130+ indie SaaS tools from your AI coding assistant. Install via pip install indiestack. 🛠️ Utilities zcaceres/fetch-mcp : Fetches JSON, text, and HTML data flexibly from URLs. modelcontextprotocol/server-fetch : Efficiently fetches and processes web content (part of the official servers collection). zcaceres/markdownify-mcp : Converts various file types and web content to Markdown. @sammcj/mcp-package-version : Helps LLMs suggest the latest stable package versions. @vivekvells/mcp-pandoc : Converts document formats using Pandoc. @pskill9/website-downloader : Downloads entire websites using wget, preserving structure. @lamemind/mcp-server-multiverse : Allows multiple isolated instances of MCP servers to coexist. @j4c0bs/mcp-server-sql-analyzer : Provides SQL analysis, linting, and dialect conversion using SQLGlot. 0xshellming/mcp-summarizer : Provides AI summarization for multiple content types. SecretiveShell/MCP-timeserver : Provides the current time in any timezone. 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