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15
README.md
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README.md
@@ -164,7 +164,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://www.convex.dev/favicon.ico" alt="Convex Logo" /> **[Convex](https://stack.convex.dev/convex-mcp-server)** - Introspect and query your apps deployed to Convex.
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- <img height="12" width="12" src="https://www.cortex.io/favicon.ico" alt="Cortex Logo" /> **[Cortex](https://github.com/cortexapps/cortex-mcp)** - Official MCP server for [Cortex](https://www.cortex.io).
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/605755?s=200&v=4" alt="Couchbase Logo" /> **[Couchbase](https://github.com/Couchbase-Ecosystem/mcp-server-couchbase)** - Interact with the data stored in Couchbase clusters.
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- <img height="12" width="12" src="https://www.courier.com/favicon.ico" alt="Courier Logo" /> **[Courier](https://github.com/trycourier/courier-mcp)** - Build, update, and send multi-channel notifications across email, sms, push, Slack, and Microsoft Teams.
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- <img height="12" width="12" src="https://www.courier.com/favicon.ico" alt="Courier Logo" /> **[Courier](https://www.courier.com/docs/tools/mcp)** - Build, update, and send multi-channel notifications across email, sms, push, Slack, and Microsoft Teams.
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- <img height="12" width="12" src="https://github.com/user-attachments/assets/b256f9fa-2020-4b37-9644-c77229ef182b" alt="CRIC 克而瑞 LOGO"> **[CRIC Wuye AI](https://github.com/wuye-ai/mcp-server-wuye-ai)** - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
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- <img height="12" width="12" src="https://www.crowdstrike.com/etc.clientlibs/crowdstrike/clientlibs/crowdstrike-common/resources/favicon.ico" alt="CrowdStrike Logo" /> **[CrowdStrike Falcon](https://github.com/CrowdStrike/falcon-mcp)** - Connects AI agents with the CrowdStrike Falcon platform for intelligent security analysis, providing programmatic access to detections, incidents, behaviors, threat intelligence, hosts, vulnerabilities, and identity protection capabilities.
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- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/58433296" alt="CTERA Edge Filer" /> **[CTERA Edge Filer](https://github.com/ctera/mcp-ctera-edge)** - CTERA Edge Filer delivers intelligent edge caching and multiprotocol file access, enabling fast, secure access to files across core and remote sites.
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@@ -180,6 +180,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://defang.io/_next/static/media/defang-icon-dark-colour.25f95b77.svg" alt="Defang Logo" /> **[Defang](https://github.com/DefangLabs/defang/blob/main/src/pkg/mcp/README.md)** - Deploy your project to the cloud seamlessly with the [Defang](https://www.defang.io) platform without leaving your integrated development environment
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- <img height="12" width="12" src="https://detailer.ginylil.com/favicon.ico" alt="Detailer Logo" /> **[Detailer](https://detailer.ginylil.com/)** – Instantly generate rich, AI-powered documentation for your GitHub repositories. Designed for AI agents to gain deep project context before taking action.
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- <img height="12" width="12" src="https://devcycle.com/_next/image?url=%2Fassets%2Fbrand%2FColor-logo-mark.png&w=384&q=75" alt="DevCycle Logo" /> **[DevCycle](https://docs.devcycle.com/cli-mcp/mcp-getting-started)** - Create and monitor feature flags using natural language in your AI coding assistant.
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- <img height="12" width="12" src="https://www.devexpress.com/Content/Core/favicon.ico" alt="DevExpress Logo" /> **[DevExpress](https://docs.devexpress.com/GeneralInformation/405551/help-resources/dev-express-documentation-mcp-server-configure-an-ai-powered-assistant)** Documentation MCP server — Get instant, AI-powered access to 300,000+ help topics on [DevExpress](https://www.devexpress.com) UI Component APIs — right in the AI Coding Assistant/IDE of your choice.
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- <img height="12" width="12" src="https://www.devhub.com/img/upload/favicon-196x196-dh.png" alt="DevHub Logo" /> **[DevHub](https://github.com/devhub/devhub-cms-mcp)** - Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform
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- <img height="12" width="12" src="https://devrev.ai/favicon.ico" alt="DevRev Logo" /> **[DevRev](https://github.com/devrev/mcp-server)** - An MCP server to integrate with DevRev APIs to search through your DevRev Knowledge Graph where objects can be imported from diff. Sources listed [here](https://devrev.ai/docs/import#available-sources).
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- <img height="12" width="12" src="https://dexpaprika.com/favicon.ico" alt="DexPaprika Logo" /> **[DexPaprika (CoinPaprika)](https://github.com/coinpaprika/dexpaprika-mcp)** - Access real-time DEX data, liquidity pools, token information, and trading analytics across multiple blockchain networks with [DexPaprika](https://dexpaprika.com) by CoinPaprika.
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@@ -253,6 +254,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://improvedigital.com/favicon.ico" alt="Improve Digital Icon" /> **[Improve Digital Publisher MCP](https://github.com/azerion/improvedigital-publisher-mcp-server)** - An MCP server that enables publishers to integrate [Improve Digital’s](https://improvedigital.com/) inventory management system with their AI tools or agents.
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- <img height="12" width="12" src="https://www.getinboxzero.com/icon.png" alt="Inbox Zero Logo" /> **[Inbox Zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server)** - AI personal assistant for email [Inbox Zero](https://www.getinboxzero.com)
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- <img height="12" width="12" src="https://www.inflectra.com/Favicon.ico" alt="Inflectra Logo" /> **[Inflectra Spira](https://github.com/Inflectra/mcp-server-spira)** - Connect to your instance of the SpiraTest, SpiraTeam or SpiraPlan application lifecycle management platform by [Inflectra](https://www.inflectra.com)
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- <img height="12" width="12" src="https://cdn-web.infobip.com/uploads/2025/05/infobip-symbol-orange.png" alt="Infobip Logo" /> **[Infobip](https://github.com/Inflectra/mcp-server-spira)** - MCP server for integrating [Infobip](https://www.infobip.com/) global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
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- <img height="12" width="12" src="https://inkeep.com/favicon.ico" alt="Inkeep Logo" /> **[Inkeep](https://github.com/inkeep/mcp-server-python)** - RAG Search over your content powered by [Inkeep](https://inkeep.com)
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- <img height="12" width="12" src="https://integration.app/favicon.ico" alt="Integration App Icon" /> **[Integration App](https://github.com/integration-app/mcp-server)** - Interact with any other SaaS applications on behalf of your customers.
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- <img height="12" width="12" src="https://www.ip2location.io/favicon.ico" alt="IP2Location.io Icon" /> **[IP2Location.io](https://github.com/ip2location/mcp-ip2location-io)** - Interact with IP2Location.io API to retrieve the geolocation information for an IP address.
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@@ -391,6 +393,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://polymarket.com/favicon.ico" alt="Polymarket Logo" /> **[Polymarket](https://github.com/ozgureyilmaz/polymarket-mcp)** - Real-time prediction market data from Polymarket - search markets, analyze prices, identify trading opportunities.
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- <img height="12" width="12" src="https://github.com/port-labs/port-mcp-server/blob/main/assets/port_symbol_white.svg" alt="Port Logo" /> **[Port IO](https://github.com/port-labs/port-mcp-server)** - Access and manage your software catalog to improve service quality and compliance.
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- **[PostHog](https://github.com/posthog/mcp)** - Interact with PostHog analytics, feature flags, error tracking and more with the official PostHog MCP server.
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- <img height="12" width="12" src="https://postidentity.com/favicon.ico" alt="PostIdentity Logo" /> **[PostIdentity](https://github.com/PostIdentity/mcp-server)** - Generate AI-powered social media posts from any AI assistant. Manage identities, create posts, track referrals, and browse marketplace templates, powered by [PostIdentity](https://postidentity.com).
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- **[Postman API](https://github.com/postmanlabs/postman-api-mcp)** - Manage your Postman resources using the [Postman API](https://www.postman.com/postman/postman-public-workspace/collection/i2uqzpp/postman-api).
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- <img height="12" width="12" src="https://powerdrill.ai/_next/static/media/powerdrill.0fa27d00.webp" alt="Powerdrill Logo" /> **[Powerdrill](https://github.com/powerdrillai/powerdrill-mcp)** - An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.
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- <img height="12" width="12" src="https://www.prisma.io/images/favicon-32x32.png" alt="Prisma Logo" /> **[Prisma](https://www.prisma.io/docs/postgres/mcp-server)** - Create and manage Prisma Postgres databases
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@@ -428,6 +431,7 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://cdn.foundation.roblox.com/current/RobloxStudio.ico" alt="Roblox Studio" /> **[Roblox Studio](https://github.com/Roblox/studio-rust-mcp-server)** - Roblox Studio MCP Server, create and manipulate scenes, scripts in Roblox Studio
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- <img src="https://hyper3d.ai/favicon.ico" alt="Rodin" width="12" height="12"> **[Rodin](https://github.com/DeemosTech/rodin-api-mcp)** - Generate 3D Models with [Hyper3D Rodin](https://hyper3d.ai)
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- <img height="12" width="12" src="https://cdn.prod.website-files.com/66b7de6a233c04f4dac200a6/66bed52680d689629483c18b_faviconV2%20(2).png" alt="Root Signals Logo" /> **[Root Signals](https://github.com/root-signals/root-signals-mcp)** - Improve and quality control your outputs with evaluations using LLM-as-Judge
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- **[Roundtable](https://github.com/askbudi/roundtable)** - Unified integration layer that bridges multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through zero-configuration auto-discovery and enterprise-ready architecture.
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- **[Routine](https://github.com/routineco/mcp-server)** - MCP server to interact with [Routine](https://routine.co/): calendars, tasks, notes, etc.
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- <img height="12" width="12" src="https://platform.composio.dev/favicon.ico" alt="Composio Logo"> **[Rube](https://github.com/ComposioHQ/Rube)** - Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like "Send an email" or "Create a task."
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- <img height="12" width="12" src="https://raw.githubusercontent.com/safedep/.github/refs/heads/main/assets/logo/1.png" alt="SafeDep Logo" /> **[SafeDep](https://github.com/safedep/vet/blob/main/docs/mcp.md)** - SafeDep `vet-mcp` helps in vetting open source packages for security risks—such as vulnerabilities and malicious code—before they're used in your project, especially with AI-generated code suggestions.
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@@ -519,8 +523,10 @@ Official integrations are maintained by companies building production ready MCP
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- <img height="12" width="12" src="https://cdn.zapier.com/zapier/images/favicon.ico" alt="Zapier Logo" /> **[Zapier](https://zapier.com/mcp)** - Connect your AI Agents to 8,000 apps instantly.
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- <img height="12" width="12" src="https://www.zenable.app/zenable_light.svg" alt="Zenable Logo" /> **[Zenable](https://docs.zenable.io/integrations/mcp/getting-started)** - Clean up sloppy AI code and prevent vulnerabilities
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- **[ZenML](https://github.com/zenml-io/mcp-zenml)** - Interact with your MLOps and LLMOps pipelines through your [ZenML](https://www.zenml.io) MCP server
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- **[ZettelkastenSpace](https://github.com/joshylchen/zettelkasten_space)** - Built on the proven [Zettelkasten](https://www.zettelkasten.space/) method, enhanced with Claude Desktop integration via Model Context Protocol
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- <img height="12" width="12" src="https://www.zine.ai/images/zine-logo.png" alt="Zine Logo" /> **[Zine](https://www.zine.ai)** - Your memory, everywhere AI goes. Think iPhoto for your knowledge - upload and curate. Like ChatGPT but portable - context that travels with you.
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- <img height="12" width="12" src="https://zizai.work/images/logo.jpg" alt="ZIZAI Logo" /> **[ZIZAI Recruitment](https://github.com/zaiwork/mcp)** - Interact with the next-generation intelligent recruitment platform for employees and employers, powered by [ZIZAI Recruitment](https://zizai.work).
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### 🌎 Community Servers
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A growing set of community-developed and maintained servers demonstrates various applications of MCP across different domains.
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@@ -537,6 +543,7 @@ A growing set of community-developed and maintained servers demonstrates various
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- **[Actor Critic Thinking](https://github.com/aquarius-wing/actor-critic-thinking-mcp)** - Actor-critic thinking for performance evaluation
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- **[Adobe Commerce](https://github.com/rafaelstz/adobe-commerce-dev-mcp)** — MCP to interact with Adobe Commerce GraphQL API, including orders, products, customers, etc.
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- **[ADR Analysis](https://github.com/tosin2013/mcp-adr-analysis-server)** - AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects.
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- **[Ads MCP](https://github.com/amekala/ads-mcp)** - Remote MCP server for cross-platform ad campaign creation (Google Ads Search & PMax, TikTok). OAuth 2.1 authentication with progress streaming support for long-running operations. [Website](https://www.adspirer.com/)
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- **[AgentBay](https://github.com/Michael98671/agentbay)** - An MCP server for providing serverless cloud infrastructure for AI agents.
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- **[Agentic Framework](https://github.com/Piotr1215/mcp-agentic-framework)** - Multi-agent collaboration framework enabling AI agents to register, discover each other, exchange asynchronous messages via HTTP transport, and work together on complex tasks with persistent message history.
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- **[AgentMode](https://www.agentmode.app)** - Connect to dozens of databases, data warehouses, Github & more, from a single MCP server. Run the Docker image locally, in the cloud, or on-premise.
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@@ -621,6 +628,7 @@ A growing set of community-developed and maintained servers demonstrates various
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- **[BugBug MCP Server](https://github.com/simplypixi/bugbug-mcp-server)** - Unofficial MCP server for BugBug API.
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- **[BVG MCP Server - (Unofficial) ](https://github.com/svkaizoku/mcp-bvg)** - Unofficial MCP server for Berliner Verkehrsbetriebe Api.
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- **[Bybit](https://github.com/ethancod1ng/bybit-mcp-server)** - A Model Context Protocol (MCP) server for integrating AI assistants with Bybit cryptocurrency exchange APIs, enabling automated trading, market data access, and account management.
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- **[C64 Bridge](https://github.com/chrisgleissner/c64bridge)** - AI command bridge for Commodore 64 hardware. Control Ultimate 64 and C64 Ultimate devices through REST API with BASIC and assembly program creation, real-time memory inspection, SID audio synthesis, and curated retro computing knowledge via local RAG.
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- **[CAD-MCP](https://github.com/daobataotie/CAD-MCP#)** (by daobataotie) - Drawing CAD(Line,Circle,Text,Annotation...) through MCP server, supporting mainstream CAD software.
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- **[Calculator](https://github.com/githejie/mcp-server-calculator)** - This server enables LLMs to use calculator for precise numerical calculations.
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- **[CalDAV MCP](https://github.com/dominik1001/caldav-mcp)** - A CalDAV MCP server to expose calendar operations as tools for AI assistants.
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@@ -911,6 +919,7 @@ A growing set of community-developed and maintained servers demonstrates various
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- **[kwrds.ai](https://github.com/mkotsollaris/kwrds_ai_mcp)** - Keyword research, people also ask, SERP and other SEO tools for [kwrds.ai](https://www.kwrds.ai/)
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- **[KYC-mcp-server](https://github.com/vishnurudra-ai/KYC-mcp-server)** - Know Your Computer (KYC) - MCP Server compatible with Claude Desktop. Comprehensive system diagnostics for Windows, Mac OS and Linux operating system with AI-powered recommendations.
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- **[Langflow-DOC-QA-SERVER](https://github.com/GongRzhe/Langflow-DOC-QA-SERVER)** - A Model Context Protocol server for document Q&A powered by Langflow. It demonstrates core MCP concepts by providing a simple interface to query documents through a Langflow backend.
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- **[Langflow MCP Server](https://github.com/nobrainer-tech/langflow-mcp)** - Comprehensive MCP server providing 90 tools for Langflow workflow automation - manage flows, execute workflows, handle builds, and interact with knowledge bases. Includes Docker support and full API coverage for Langflow 1.6.4.
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- **[Language Server](https://github.com/isaacphi/mcp-language-server)** - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
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- **[Lark(Feishu)](https://github.com/kone-net/mcp_server_lark)** - A Model Context Protocol(MCP) server for Lark(Feishu) sheet, message, doc and etc.
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- **[Lazy Toggl MCP](https://github.com/movstox/lazy-toggl-mcp)** - Simple unofficial MCP server to track time via Toggl API
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@@ -983,6 +992,7 @@ A growing set of community-developed and maintained servers demonstrates various
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- **[mcp-meme-sticky](https://github.com/nkapila6/mcp-meme-sticky)** - Make memes or stickers using MCP server for WhatsApp or Telegram.
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- **[mcp-memory-service](https://github.com/doobidoo/mcp-memory-service)** - Universal MCP memory service providing semantic memory search, persistent storage, and autonomous memory consolidation for AI assistants across 13+ AI applications.
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- **[MCP-NixOS](https://github.com/utensils/mcp-nixos)** - A Model Context Protocol server that provides AI assistants with accurate, real-time information about NixOS packages, system options, Home Manager settings, and nix-darwin macOS configurations.
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- **[mcp-n8n](https://github.com/gomakers-ai/mcp-n8n)** - Complete n8n API integration with 41 tools for workflow management, execution monitoring, credentials, and 100+ pre-built templates. Control your entire n8n automation infrastructure through AI conversations.
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- **[mcp-open-library](https://github.com/8enSmith/mcp-open-library)** - A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information.
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- **[MCP-OpenStack-Ops](https://github.com/call518/MCP-OpenStack-Ops)** - Professional OpenStack operations automation via MCP server. Specialized tools for cluster monitoring, instance management, volume control & network analysis. FastMCP + OpenStack SDK + Bearer auth. Claude Desktop ready. Perfect for DevOps & cloud automation.
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- **[MCP-PostgreSQL-Ops](https://github.com/call518/MCP-PostgreSQL-Ops)** - Model Context Protocol (MCP) server for Apache Ambari API integration. This project provides tools for managing Hadoop clusters, including service operations, configuration management, status monitoring, and request tracking.
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@@ -1145,6 +1155,7 @@ A growing set of community-developed and maintained servers demonstrates various
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- **[Postman](https://github.com/shannonlal/mcp-postman)** - MCP server for running Postman Collections locally via Newman. Allows for simple execution of Postman Server and returns the results of whether the collection passed all the tests.
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- **[Powerdrill](https://github.com/powerdrillai/powerdrill-mcp)** - Interact with Powerdrill datasets, authenticated with [Powerdrill](https://powerdrill.ai) User ID and Project API Key.
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- **[Prefect](https://github.com/allen-munsch/mcp-prefect)** - MCP Server for workflow orchestration and ELT/ETL with Prefect Server, and Prefect Cloud [https://www.prefect.io/] using the `prefect` python client.
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- **[Producer Pal](https://github.com/adamjmurray/producer-pal)** - MCP server for controlling Ableton Live, embedded in a Max for Live device for easy drag and drop installation.
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- **[Productboard](https://github.com/kenjihikmatullah/productboard-mcp)** - Integrate the Productboard API into agentic workflows via MCP.
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- **[Prometheus](https://github.com/pab1it0/prometheus-mcp-server)** - Query and analyze Prometheus - open-source monitoring system.
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- **[Prometheus (Golang)](https://github.com/tjhop/prometheus-mcp-server/)** - A Prometheus MCP server with full API support for comprehensive management and deep interaction with Prometheus beyond basic query support. Written in go, it is a single binary install that is capable of STDIO, SSE, and HTTP transports for complex deployments.
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@@ -1316,6 +1327,7 @@ A growing set of community-developed and maintained servers demonstrates various
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- **[Universal MCP Servers](https://github.com/universal-mcp)** - A collection of MCP servers created using the [AgentR Universal MCP SDK](https://github.com/universal-mcp/universal-mcp).
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- **[Unleash Integration (Feature Toggle)](https://github.com/cuongtl1992/unleash-mcp)** - A Model Context Protocol (MCP) server implementation that integrates with Unleash Feature Toggle system. Provide a bridge between LLM applications and Unleash feature flag system
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- **[Upbit MCP Server](https://github.com/solangii/upbit-mcp-server)** – An MCP server that enables real - time access to cryptocurrency prices, market summaries, and asset listings from the Upbit exchange.
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- **[USA Spending MCP Server](https://github.com/thsmale/usaspending-mcp-server)** – This leverages the official source of government spending data [USASPENDING.gov](https://www.usaspending.gov/). Which enables one to track government spending over time, search government spending by agency, explore government spending to communities, and much more.
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- **[use_aws_mcp](https://github.com/runjivu/use_aws_mcp)** - amazon-q-cli's use_aws tool extracted into independent mcp, for general aws api usage.
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- **[User Feedback](https://github.com/mrexodia/user-feedback-mcp)** - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
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- **[USPTO](https://github.com/riemannzeta/patent_mcp_server)** - MCP server for accessing United States Patent & Trademark Office data through its Open Data Protocol (ODP) API.
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@@ -1463,6 +1475,7 @@ Additional resources on MCP.
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- <img height="12" width="12" src="https://mkinf.io/favicon-lilac.png" alt="mkinf Logo" /> **[mkinf](https://mkinf.io)** - An Open Source registry of hosted MCP Servers to accelerate AI agent workflows.
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- **[Open-Sourced MCP Servers Directory](https://github.com/chatmcp/mcp-directory)** - A curated list of MCP servers by **[mcpso](https://mcp.so)**
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- <img height="12" width="12" src="https://opentools.com/favicon.ico" alt="OpenTools Logo" /> **[OpenTools](https://opentools.com)** - An open registry for finding, installing, and building with MCP servers by **[opentoolsteam](https://github.com/opentoolsteam)**
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- **[Programmatic MCP Prototype](https://github.com/domdomegg/programmatic-mcp-prototype)** - Experimental agent prototype demonstrating programmatic MCP tool composition, progressive tool discovery, state persistence, and skill building through TypeScript code execution by **[Adam Jones](https://github.com/domdomegg)**
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- **[PulseMCP](https://www.pulsemcp.com)** ([API](https://www.pulsemcp.com/api)) - Community hub & weekly newsletter for discovering MCP servers, clients, articles, and news by **[Tadas Antanavicius](https://github.com/tadasant)**, **[Mike Coughlin](https://github.com/macoughl)**, and **[Ravina Patel](https://github.com/ravinahp)**
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- **[r/mcp](https://www.reddit.com/r/mcp)** – A Reddit community dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)**
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- **[r/modelcontextprotocol](https://www.reddit.com/r/modelcontextprotocol)** – A Model Context Protocol community Reddit page - discuss ideas, get answers to your questions, network with like-minded people, and showcase your projects! by **[Alex Andru](https://github.com/QuantGeekDev)**
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