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@@ -48,10 +48,12 @@ Official integrations are maintained by companies building production ready MCP
- <img height="12" width="12" src="https://apify.com/favicon.ico" alt="Apify Logo" /> **[Apify](https://github.com/apify/actors-mcp-server)** - [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more - <img height="12" width="12" src="https://apify.com/favicon.ico" alt="Apify Logo" /> **[Apify](https://github.com/apify/actors-mcp-server)** - [Actors MCP Server](https://apify.com/apify/actors-mcp-server): Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
- <img height="12" width="12" src="https://2052727.fs1.hubspotusercontent-na1.net/hubfs/2052727/cropped-cropped-apimaticio-favicon-1-32x32.png" alt="APIMatic Logo" /> **[APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp)** - APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API. - <img height="12" width="12" src="https://2052727.fs1.hubspotusercontent-na1.net/hubfs/2052727/cropped-cropped-apimaticio-favicon-1-32x32.png" alt="APIMatic Logo" /> **[APIMatic MCP](https://github.com/apimatic/apimatic-validator-mcp)** - APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API.
- <img height="12" width="12" src="https://www.datastax.com/favicon-32x32.png" alt="DataStax logo" /> **[Astra DB](https://github.com/datastax/astra-db-mcp)** - Comprehensive tools for managing collections and documents in a [DataStax Astra DB](https://www.datastax.com/products/datastax-astra) NoSQL database with a full range of operations such as create, update, delete, find, and associated bulk actions. - <img height="12" width="12" src="https://www.datastax.com/favicon-32x32.png" alt="DataStax logo" /> **[Astra DB](https://github.com/datastax/astra-db-mcp)** - Comprehensive tools for managing collections and documents in a [DataStax Astra DB](https://www.datastax.com/products/datastax-astra) NoSQL database with a full range of operations such as create, update, delete, find, and associated bulk actions.
- <img height="12" width="12" src="https://assets.atlan.com/assets/atlan-a-logo-blue-background.png" alt="Atlan Logo" /> **[Atlan](https://github.com/atlanhq/agent-toolkit/tree/main/modelcontextprotocol)** - The Atlan Model Context Protocol server allows you to interact with the [Atlan](https://www.atlan.com/) services through multiple tools.
- <img height="12" width="12" src="https://resources.audiense.com/hubfs/favicon-1.png" alt="Audiense Logo" /> **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engagement analysis. - <img height="12" width="12" src="https://resources.audiense.com/hubfs/favicon-1.png" alt="Audiense Logo" /> **[Audiense Insights](https://github.com/AudienseCo/mcp-audiense-insights)** - Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engagement analysis.
- <img height="12" width="12" src="https://axiom.co/favicon.ico" alt="Axiom Logo" /> **[Axiom](https://github.com/axiomhq/mcp-server-axiom)** - Query and analyze your Axiom logs, traces, and all other event data in natural language - <img height="12" width="12" src="https://axiom.co/favicon.ico" alt="Axiom Logo" /> **[Axiom](https://github.com/axiomhq/mcp-server-axiom)** - Query and analyze your Axiom logs, traces, and all other event data in natural language
- <img height="12" width="12" src="https://www.bankless.com/favicon.ico" alt="Bankless Logo" /> **[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state. - <img height="12" width="12" src="https://www.bankless.com/favicon.ico" alt="Bankless Logo" /> **[Bankless Onchain](https://github.com/bankless/onchain-mcp)** - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
- <img height="12" width="12" src="https://bicscan.io/favicon.png" alt="BICScan Logo" /> **[BICScan](https://github.com/ahnlabio/bicscan-mcp)** - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names. - <img height="12" width="12" src="https://bicscan.io/favicon.png" alt="BICScan Logo" /> **[BICScan](https://github.com/ahnlabio/bicscan-mcp)** - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
- <img height="12" width="12" src="https://web-cdn.bitrise.io/favicon.ico" alt="Bitrise Logo" /> **[Bitrise](https://github.com/bitrise-io/bitrise-mcp)** - Chat with your builds, CI, and [more](https://bitrise.io/blog/post/chat-with-your-builds-ci-and-more-introducing-the-bitrise-mcp-server).
- <img height="12" width="12" src="https://www.box.com/favicon.ico" alt="Box Logo" /> **[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI. - <img height="12" width="12" src="https://www.box.com/favicon.ico" alt="Box Logo" /> **[Box](https://github.com/box-community/mcp-server-box)** - Interact with the Intelligent Content Management platform through Box AI.
- <img height="12" width="12" src="https://browserbase.com/favicon.ico" alt="Browserbase Logo" /> **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more) - <img height="12" width="12" src="https://browserbase.com/favicon.ico" alt="Browserbase Logo" /> **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
- <img height="12" width="12" src="https://www.chargebee.com/static/resources/brand/favicon.png" /> **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com). - <img height="12" width="12" src="https://www.chargebee.com/static/resources/brand/favicon.png" /> **[Chargebee](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol)** - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).
@@ -92,6 +94,7 @@ Official integrations are maintained by companies building production ready MCP
- <img height="12" width="12" src="https://cdn.simpleicons.org/jetbrains" /> **[JetBrains](https://github.com/JetBrains/mcp-jetbrains)** – Work on your code with JetBrains IDEs - <img height="12" width="12" src="https://cdn.simpleicons.org/jetbrains" /> **[JetBrains](https://github.com/JetBrains/mcp-jetbrains)** – Work on your code with JetBrains IDEs
- <img height="12" width="12" src="https://kagi.com/favicon.ico" alt="Kagi Logo" /> **[Kagi Search](https://github.com/kagisearch/kagimcp)** - Search the web using Kagi's search API - <img height="12" width="12" src="https://kagi.com/favicon.ico" alt="Kagi Logo" /> **[Kagi Search](https://github.com/kagisearch/kagimcp)** - Search the web using Kagi's search API
- <img height="12" width="12" src="https://connection.keboola.com/favicon.ico" alt="Keboola Logo" /> **[Keboola](https://github.com/keboola/keboola-mcp-server)** - Build robust data workflows, integrations, and analytics on a single intuitive platform. - <img height="12" width="12" src="https://connection.keboola.com/favicon.ico" alt="Keboola Logo" /> **[Keboola](https://github.com/keboola/keboola-mcp-server)** - Build robust data workflows, integrations, and analytics on a single intuitive platform.
- <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Klavis Logo" /> **[Klavis ReportGen](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/report_generation)** - Create professional reports from a simple user query.
- <img height="12" width="12" src="https://laratranslate.com/favicon.ico" alt="Lara Translate Logo" /> **[Lara Translate](https://github.com/translated/lara-mcp)** - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations. - <img height="12" width="12" src="https://laratranslate.com/favicon.ico" alt="Lara Translate Logo" /> **[Lara Translate](https://github.com/translated/lara-mcp)** - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
- <img height="12" width="12" src="https://logfire.pydantic.dev/favicon.ico" alt="Logfire Logo" /> **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire. - <img height="12" width="12" src="https://logfire.pydantic.dev/favicon.ico" alt="Logfire Logo" /> **[Logfire](https://github.com/pydantic/logfire-mcp)** - Provides access to OpenTelemetry traces and metrics through Logfire.
- <img height="12" width="12" src="https://langfuse.com/favicon.ico" alt="Langfuse Logo" /> **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts. - <img height="12" width="12" src="https://langfuse.com/favicon.ico" alt="Langfuse Logo" /> **[Langfuse Prompt Management](https://github.com/langfuse/mcp-server-langfuse)** - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
@@ -114,6 +117,8 @@ Official integrations are maintained by companies building production ready MCP
- <img height="12" width="12" src="https://developer.paddle.com/favicon.svg" alt="Paddle Logo" /> **[Paddle](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports. - <img height="12" width="12" src="https://developer.paddle.com/favicon.svg" alt="Paddle Logo" /> **[Paddle](https://github.com/PaddleHQ/paddle-mcp-server)** - Interact with the Paddle API. Manage product catalog, billing and subscriptions, and reports.
- <img height="12" width="12" src="https://www.paypalobjects.com/webstatic/icon/favicon.ico" alt="PayPal Logo" /> **[PayPal](https://mcp.paypal.com)** - PayPal's official MCP server. - <img height="12" width="12" src="https://www.paypalobjects.com/webstatic/icon/favicon.ico" alt="PayPal Logo" /> **[PayPal](https://mcp.paypal.com)** - PayPal's official MCP server.
- <img height="12" width="12" src="https://www.perplexity.ai/favicon.ico" alt="Perplexity Logo" /> **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI. - <img height="12" width="12" src="https://www.perplexity.ai/favicon.ico" alt="Perplexity Logo" /> **[Perplexity](https://github.com/ppl-ai/modelcontextprotocol)** - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis](https://github.com/redis/mcp-redis/)** - The Redis official MCP Server offers an interface to manage and search data in Redis.
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/1529926" /> **[Redis Cloud API](https://github.com/redis/mcp-redis-cloud/)** - The Redis Cloud API MCP Server allows you to manage your Redis Cloud resources using natural language.
- <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine - <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine
- <img height="12" width="12" src="https://www.ramp.com/favicon.ico" /> **[Ramp](https://github.com/ramp-public/ramp-mcp)** - Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs - <img height="12" width="12" src="https://www.ramp.com/favicon.ico" /> **[Ramp](https://github.com/ramp-public/ramp-mcp)** - Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs
- **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Interact with your crash reporting and real using monitoring data on your Raygun account - **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Interact with your crash reporting and real using monitoring data on your Raygun account
@@ -207,6 +212,7 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Dify](https://github.com/YanxingLiu/dify-mcp-server)** - A simple implementation of an MCP server for dify workflows. - **[Dify](https://github.com/YanxingLiu/dify-mcp-server)** - A simple implementation of an MCP server for dify workflows.
- **[Discord](https://github.com/v-3/discordmcp)** - A MCP server to connect to Discord guilds through a bot and read and write messages in channels - **[Discord](https://github.com/v-3/discordmcp)** - A MCP server to connect to Discord guilds through a bot and read and write messages in channels
- **[Discord](https://github.com/SaseQ/discord-mcp)** - A MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord. - **[Discord](https://github.com/SaseQ/discord-mcp)** - A MCP server, which connects to Discord through a bot, and provides comprehensive integration with Discord.
- **[Discord](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/discord)** - For Discord API integration by Klavis AI
- **[Discourse](https://github.com/AshDevFr/discourse-mcp-server)** - A MCP server to search Discourse posts on a Discourse forum. - **[Discourse](https://github.com/AshDevFr/discourse-mcp-server)** - A MCP server to search Discourse posts on a Discourse forum.
- **[Docker](https://github.com/ckreiling/mcp-server-docker)** - Integrate with Docker to manage containers, images, volumes, and networks. - **[Docker](https://github.com/ckreiling/mcp-server-docker)** - Integrate with Docker to manage containers, images, volumes, and networks.
- **[Drupal](https://github.com/Omedia/mcp-server-drupal)** - Server for interacting with [Drupal](https://www.drupal.org/project/mcp) using STDIO transport layer. - **[Drupal](https://github.com/Omedia/mcp-server-drupal)** - Server for interacting with [Drupal](https://www.drupal.org/project/mcp) using STDIO transport layer.
@@ -276,6 +282,8 @@ A growing set of community-developed and maintained servers demonstrates various
- **[llm-context](https://github.com/cyberchitta/llm-context.py)** - Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts. - **[llm-context](https://github.com/cyberchitta/llm-context.py)** - Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts.
- **[mac-messages-mcp](https://github.com/carterlasalle/mac_messages_mcp)** - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages. - **[mac-messages-mcp](https://github.com/carterlasalle/mac_messages_mcp)** - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
- **[MariaDB](https://github.com/abel9851/mcp-server-mariadb)** - MariaDB database integration with configurable access controls in Python. - **[MariaDB](https://github.com/abel9851/mcp-server-mariadb)** - MariaDB database integration with configurable access controls in Python.
- **[Markdown2doc](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/pandoc)** - Convert between various file formats using Pandoc
- **[Markitdown](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/markitdown)** - Convert files to Markdown
- **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more. - **[Maton](https://github.com/maton-ai/agent-toolkit/tree/main/modelcontextprotocol)** - Connect to your SaaS tools like HubSpot, Salesforce, and more.
- **[MCP Compass](https://github.com/liuyoshio/mcp-compass)** - Suggest the right MCP server for your needs - **[MCP Compass](https://github.com/liuyoshio/mcp-compass)** - Suggest the right MCP server for your needs
- **[MCP Create](https://github.com/tesla0225/mcp-create)** - A dynamic MCP server management service that creates, runs, and manages Model Context Protocol servers on-the-fly. - **[MCP Create](https://github.com/tesla0225/mcp-create)** - A dynamic MCP server management service that creates, runs, and manages Model Context Protocol servers on-the-fly.
@@ -345,8 +353,10 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Redis](https://github.com/prajwalnayak7/mcp-server-redis)** MCP server to interact with Redis Server, AWS Memory DB, etc for caching or other use-cases where in-memory and key-value based storage is appropriate - **[Redis](https://github.com/prajwalnayak7/mcp-server-redis)** MCP server to interact with Redis Server, AWS Memory DB, etc for caching or other use-cases where in-memory and key-value based storage is appropriate
- **[Rememberizer AI](https://github.com/skydeckai/mcp-server-rememberizer)** - An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval. - **[Rememberizer AI](https://github.com/skydeckai/mcp-server-rememberizer)** - An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval.
- **[Replicate](https://github.com/deepfates/mcp-replicate)** - Search, run and manage machine learning models on Replicate through a simple tool-based interface. Browse models, create predictions, track their status, and handle generated images. - **[Replicate](https://github.com/deepfates/mcp-replicate)** - Search, run and manage machine learning models on Replicate through a simple tool-based interface. Browse models, create predictions, track their status, and handle generated images.
- **[Resend](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/resend)** - Send email using Resend services
- **[Rquest](https://github.com/xxxbrian/mcp-rquest)** - An MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints for bypassing anti-bot measures. - **[Rquest](https://github.com/xxxbrian/mcp-rquest)** - An MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints for bypassing anti-bot measures.
- **[Rijksmuseum](https://github.com/r-huijts/rijksmuseum-mcp)** - Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections. - **[Rijksmuseum](https://github.com/r-huijts/rijksmuseum-mcp)** - Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections.
- **[Riot Games](https://github.com/jifrozen0110/mcp-riot)** - MCP server for League of Legends – fetch player info, ranks, champion stats, and match history via Riot API.
- **[Salesforce MCP](https://github.com/smn2gnt/MCP-Salesforce)** - Interact with Salesforce Data and Metadata - **[Salesforce MCP](https://github.com/smn2gnt/MCP-Salesforce)** - Interact with Salesforce Data and Metadata
- **[Scholarly](https://github.com/adityak74/mcp-scholarly)** - A MCP server to search for scholarly and academic articles. - **[Scholarly](https://github.com/adityak74/mcp-scholarly)** - A MCP server to search for scholarly and academic articles.
- **[scrapling-fetch](https://github.com/cyberchitta/scrapling-fetch-mcp)** - Access text content from bot-protected websites. Fetches HTML/markdown from sites with anti-automation measures using Scrapling. - **[scrapling-fetch](https://github.com/cyberchitta/scrapling-fetch-mcp)** - Access text content from bot-protected websites. Fetches HTML/markdown from sites with anti-automation measures using Scrapling.
@@ -394,7 +404,9 @@ A growing set of community-developed and maintained servers demonstrates various
- **[Xero-mcp-server](https://github.com/john-zhang-dev/xero-mcp)** - Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations. - **[Xero-mcp-server](https://github.com/john-zhang-dev/xero-mcp)** - Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations.
- **[XiYan](https://github.com/XGenerationLab/xiyan_mcp_server)** - 🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM. - **[XiYan](https://github.com/XGenerationLab/xiyan_mcp_server)** - 🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
- **[XMind](https://github.com/apeyroux/mcp-xmind)** - Read and search through your XMind directory containing XMind files. - **[XMind](https://github.com/apeyroux/mcp-xmind)** - Read and search through your XMind directory containing XMind files.
- **[YouTube](https://github.com/Klavis-AI/klavis/tree/main/mcp_servers/youtube)** - Extract Youtube video information (with proxies support).
- **[YouTube](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Comprehensive YouTube API integration for video management, Shorts creation, and analytics. - **[YouTube](https://github.com/ZubeidHendricks/youtube-mcp-server)** - Comprehensive YouTube API integration for video management, Shorts creation, and analytics.
- **[mcp_weather](https://github.com/isdaniel/mcp_weather_server)** - Get weather information from https://api.open-meteo.com API.
## 📚 Frameworks ## 📚 Frameworks
@@ -426,7 +438,8 @@ Additional resources on MCP.
- **[Awesome MCP Servers by wong2](https://github.com/wong2/awesome-mcp-servers)** (**[website](https://mcpservers.org)**) - A curated list of MCP servers by **[wong2](https://github.com/wong2)** - **[Awesome MCP Servers by wong2](https://github.com/wong2/awesome-mcp-servers)** (**[website](https://mcpservers.org)**) - A curated list of MCP servers by **[wong2](https://github.com/wong2)**
- **[Discord Server](https://glama.ai/mcp/discord)** – A community discord server dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)** - **[Discord Server](https://glama.ai/mcp/discord)** – A community discord server dedicated to MCP by **[Frank Fiegel](https://github.com/punkpeye)**
- **[Discord Server (ModelContextProtocol)](https://discord.gg/jHEGxQu2a5)** – Connect with developers, share insights, and collaborate on projects in an active Discord community dedicated to the Model Context Protocol by **[Alex Andru](https://github.com/QuantGeekDev)** - **[Discord Server (ModelContextProtocol)](https://discord.gg/jHEGxQu2a5)** – Connect with developers, share insights, and collaborate on projects in an active Discord community dedicated to the Model Context Protocol by **[Alex Andru](https://github.com/QuantGeekDev)**
- <img height="12" width="12" src="https://raw.githubusercontent.com/klavis-ai/klavis/main/static/klavis-ai.png" alt="Klavis Logo" /> **[Klavis AI](https://www.klavis.ai)** - Open Source MCP Infra. Hosted MCP servers and MCP clients on Slack and Discord.
- **[MCP Router](https://mcp-router.net)** – Free Windows and macOS app that simplifies MCP management while providing seamless app authentication and powerful log visualization by **[MCP Router](https://github.com/mcp-router/mcp-router)**
- **[MCP Badges](https://github.com/mcpx-dev/mcp-badges)** – Quickly highlight your MCP project with clear, eye-catching badges, by **[Ironben](https://github.com/nanbingxyz)** - **[MCP Badges](https://github.com/mcpx-dev/mcp-badges)** – Quickly highlight your MCP project with clear, eye-catching badges, by **[Ironben](https://github.com/nanbingxyz)**
- **[MCP Servers Hub](https://github.com/apappascs/mcp-servers-hub)** (**[website](https://mcp-servers-hub-website.pages.dev/)**) - A curated list of MCP servers by **[apappascs](https://github.com/apappascs)** - **[MCP Servers Hub](https://github.com/apappascs/mcp-servers-hub)** (**[website](https://mcp-servers-hub-website.pages.dev/)**) - A curated list of MCP servers by **[apappascs](https://github.com/apappascs)**
- **[MCP X Community](https://x.com/i/communities/1861891349609603310)** – A X community for MCP by **[Xiaoyi](https://x.com/chxy)** - **[MCP X Community](https://x.com/i/communities/1861891349609603310)** – A X community for MCP by **[Xiaoyi](https://x.com/chxy)**

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@@ -4401,11 +4401,13 @@
} }
}, },
"node_modules/router": { "node_modules/router": {
"version": "2.1.0", "version": "2.2.0",
"resolved": "https://registry.npmjs.org/router/-/router-2.1.0.tgz", "resolved": "https://registry.npmjs.org/router/-/router-2.2.0.tgz",
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@@ -4414,6 +4416,29 @@
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@@ -5410,7 +5435,7 @@
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"license": "MIT", "license": "MIT",
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"@modelcontextprotocol/sdk": "1.0.1", "@modelcontextprotocol/sdk": "^1.9.0",
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"zod": "^3.23.8", "zod": "^3.23.8",
"zod-to-json-schema": "^3.23.5" "zod-to-json-schema": "^3.23.5"
@@ -5425,13 +5450,325 @@
} }
}, },
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},
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}
},
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},
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}
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"resolved": "https://registry.npmjs.org/zod/-/zod-3.24.3.tgz",
"integrity": "sha512-HhY1oqzWCQWuUqvBFnsyrtZRhyPeR7SUGv+C4+MsisMuVfSPx8HpwWqH8tRahSlt6M3PiFAcoeFhZAqIXTxoSg==",
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}
},
"src/everything/node_modules/zod-to-json-schema": {
"version": "3.24.5",
"resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.5.tgz",
"integrity": "sha512-/AuWwMP+YqiPbsJx5D6TfgRTc4kTLjsh5SOcd4bLsfUg2RcEXrFMJl1DGgdHy2aCfsIA/cr/1JM0xcB2GZji8g==",
"license": "ISC",
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"zod": "^3.24.1"
} }
}, },
"src/filesystem": { "src/filesystem": {
@@ -5795,7 +6132,7 @@
}, },
"src/redis": { "src/redis": {
"name": "@modelcontextprotocol/server-redis", "name": "@modelcontextprotocol/server-redis",
"version": "0.1.0", "version": "0.1.1",
"license": "MIT", "license": "MIT",
"dependencies": { "dependencies": {
"@modelcontextprotocol/sdk": "^1.7.0", "@modelcontextprotocol/sdk": "^1.7.0",
@@ -5804,7 +6141,7 @@
"redis": "^4.7.0" "redis": "^4.7.0"
}, },
"bin": { "bin": {
"redis": "build/index.js" "mcp-server-redis": "dist/index.js"
}, },
"devDependencies": { "devDependencies": {
"shx": "^0.3.4", "shx": "^0.3.4",

2
src/brave-search/README.md
View File

@@ -31,7 +31,7 @@ An MCP server implementation that integrates the Brave Search API, providing bot
### Getting an API Key ### Getting an API Key
1. Sign up for a [Brave Search API account](https://brave.com/search/api/) 1. Sign up for a [Brave Search API account](https://brave.com/search/api/)
2. Choose a plan (Free tier available with 2,000 queries/month) 2. Choose a plan (Free tier available with 2,000 queries/month)
3. Generate your API key [from the developer dashboard](https://api.search.brave.com/app/keys) 3. Generate your API key [from the developer dashboard](https://api-dashboard.search.brave.com/app/keys)
### Usage with Claude Desktop ### Usage with Claude Desktop
Add this to your `claude_desktop_config.json`: Add this to your `claude_desktop_config.json`:

1
src/everything/everything.ts
View File

@@ -108,6 +108,7 @@ export const createServer = () => {
resources: { subscribe: true }, resources: { subscribe: true },
tools: {}, tools: {},
logging: {}, logging: {},
completions: {},
}, },
} }
); );

2
src/everything/package.json
View File

@@ -21,7 +21,7 @@
"start:sse": "node dist/sse.js" "start:sse": "node dist/sse.js"
}, },
"dependencies": { "dependencies": {
"@modelcontextprotocol/sdk": "1.0.1", "@modelcontextprotocol/sdk": "^1.9.0",
"express": "^4.21.1", "express": "^4.21.1",
"zod": "^3.23.8", "zod": "^3.23.8",
"zod-to-json-schema": "^3.23.5" "zod-to-json-schema": "^3.23.5"

22
src/gitlab/index.ts
View File

@@ -111,24 +111,6 @@ async function createBranch(
return GitLabReferenceSchema.parse(await response.json()); return GitLabReferenceSchema.parse(await response.json());
} }
async function getDefaultBranchRef(projectId: string): Promise<string> {
const response = await fetch(
`${GITLAB_API_URL}/projects/${encodeURIComponent(projectId)}`,
{
headers: {
"Authorization": `Bearer ${GITLAB_PERSONAL_ACCESS_TOKEN}`
}
}
);
if (!response.ok) {
throw new Error(`GitLab API error: ${response.statusText}`);
}
const project = GitLabRepositorySchema.parse(await response.json());
return project.default_branch;
}
async function getFileContents( async function getFileContents(
projectId: string, projectId: string,
filePath: string, filePath: string,
@@ -138,6 +120,8 @@ async function getFileContents(
let url = `${GITLAB_API_URL}/projects/${encodeURIComponent(projectId)}/repository/files/${encodedPath}`; let url = `${GITLAB_API_URL}/projects/${encodeURIComponent(projectId)}/repository/files/${encodedPath}`;
if (ref) { if (ref) {
url += `?ref=${encodeURIComponent(ref)}`; url += `?ref=${encodeURIComponent(ref)}`;
} else {
url += '?ref=HEAD';
} }
const response = await fetch(url, { const response = await fetch(url, {
@@ -444,7 +428,7 @@ server.setRequestHandler(CallToolRequestSchema, async (request) => {
const args = CreateBranchSchema.parse(request.params.arguments); const args = CreateBranchSchema.parse(request.params.arguments);
let ref = args.ref; let ref = args.ref;
if (!ref) { if (!ref) {
ref = await getDefaultBranchRef(args.project_id); ref = "HEAD";
} }
const branch = await createBranch(args.project_id, { const branch = await createBranch(args.project_id, {

14
src/redis/README.md
View File

@@ -14,12 +14,18 @@ A Model Context Protocol server that provides access to Redis databases. This se
### Connection Errors ### Connection Errors
**ECONNREFUSED** **ECONNREFUSED**
- **Cause**: Redis server is not running or unreachable - **Cause**: Redis/Memurai server is not running or unreachable
- **Solution**: - **Solution**:
- Verify Redis is running: `redis-cli ping` should return "PONG" - Verify server is running:
- Check Redis service status: `systemctl status redis` (Linux) or `brew services list` (macOS) - Redis: `redis-cli ping` should return "PONG"
- Memurai (Windows): `memurai-cli ping` should return "PONG"
- Check service status:
- Linux: `systemctl status redis`
- macOS: `brew services list`
- Windows: Check Memurai in Services (services.msc)
- Ensure correct port (default 6379) is not blocked by firewall - Ensure correct port (default 6379) is not blocked by firewall
- Verify Redis URL format: `redis://hostname:port` - Verify Redis URL format: `redis://hostname:port`
- If `redis://localhost:6379` fails with ECONNREFUSED, try using the explicit IP: `redis://127.0.0.1:6379`
### Server Behavior ### Server Behavior
@@ -57,7 +63,7 @@ To use this server with the Claude Desktop app, add the following configuration
### Docker ### Docker
* when running docker on macos, use host.docker.internal if the server is running on the host network (eg localhost) * when running docker on macos, use host.docker.internal if the server is running on the host network (eg localhost)
* Redis URL can be specified as an argument, defaults to "redis://localhost:6379" * Redis URL can be specified as an argument, defaults to "redis://localhost:6379" (use "redis://127.0.0.1:6379" if localhost fails)
```json ```json
{ {

8
src/redis/package.json
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@@ -1,6 +1,6 @@
{ {
"name": "@modelcontextprotocol/server-redis", "name": "@modelcontextprotocol/server-redis",
"version": "0.1.0", "version": "0.1.1",
"description": "MCP server for using Redis", "description": "MCP server for using Redis",
"license": "MIT", "license": "MIT",
"author": "Anthropic, PBC (https://anthropic.com)", "author": "Anthropic, PBC (https://anthropic.com)",
@@ -8,13 +8,13 @@
"bugs": "https://github.com/modelcontextprotocol/servers/issues", "bugs": "https://github.com/modelcontextprotocol/servers/issues",
"type": "module", "type": "module",
"bin": { "bin": {
"redis": "./build/index.js" "mcp-server-redis": "dist/index.js"
}, },
"files": [ "files": [
"build" "dist"
], ],
"scripts": { "scripts": {
"build": "tsc && shx chmod +x build/*.js", "build": "tsc && shx chmod +x dist/*.js",
"prepare": "npm run build", "prepare": "npm run build",
"watch": "tsc --watch" "watch": "tsc --watch"
}, },

83
src/redis/src/index.ts
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@@ -1,3 +1,5 @@
#!/usr/bin/env node
import { Server } from "@modelcontextprotocol/sdk/server/index.js"; import { Server } from "@modelcontextprotocol/sdk/server/index.js";
import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js"; import { StdioServerTransport } from "@modelcontextprotocol/sdk/server/stdio.js";
import { import {
@@ -19,11 +21,14 @@ const redisClient = createClient({
socket: { socket: {
reconnectStrategy: (retries) => { reconnectStrategy: (retries) => {
if (retries >= MAX_RETRIES) { if (retries >= MAX_RETRIES) {
console.error(`Maximum retries (${MAX_RETRIES}) reached. Giving up.`); console.error(`[Redis Error] Maximum retries (${MAX_RETRIES}) reached. Giving up.`);
console.error(`[Redis Error] Connection: ${REDIS_URL}`);
return new Error('Max retries reached'); return new Error('Max retries reached');
} }
const delay = Math.min(Math.pow(2, retries) * MIN_RETRY_DELAY, MAX_RETRY_DELAY); const delay = Math.min(Math.pow(2, retries) * MIN_RETRY_DELAY, MAX_RETRY_DELAY);
console.error(`Reconnection attempt ${retries + 1}/${MAX_RETRIES} in ${delay}ms`); console.error(`[Redis Retry] Attempt ${retries + 1}/${MAX_RETRIES} failed`);
console.error(`[Redis Retry] Next attempt in ${delay}ms`);
console.error(`[Redis Retry] Connection: ${REDIS_URL}`);
return delay; return delay;
} }
} }
@@ -233,26 +238,27 @@ server.setRequestHandler(CallToolRequestSchema, async (request) => {
} }
}); });
// Start the server // Set up Redis event handlers
async function main() { redisClient.on('error', (err: Error) => {
console.error(`[Redis Error] ${err.name}: ${err.message}`);
console.error(`[Redis Error] Connection: ${REDIS_URL}`);
console.error(`[Redis Error] Stack: ${err.stack}`);
});
redisClient.on('connect', () => {
console.error(`[Redis Connected] Successfully connected to ${REDIS_URL}`);
});
redisClient.on('reconnecting', () => {
console.error('[Redis Reconnecting] Connection lost, attempting to reconnect...');
});
redisClient.on('end', () => {
console.error('[Redis Disconnected] Connection closed');
});
async function runServer() {
try { try {
// Set up Redis event handlers
redisClient.on('error', (err: Error) => {
console.error('Redis Client Error:', err);
});
redisClient.on('connect', () => {
console.error(`Connected to Redis at ${REDIS_URL}`);
});
redisClient.on('reconnecting', () => {
console.error('Attempting to reconnect to Redis...');
});
redisClient.on('end', () => {
console.error('Redis connection closed');
});
// Connect to Redis // Connect to Redis
await redisClient.connect(); await redisClient.connect();
@@ -261,26 +267,25 @@ async function main() {
await server.connect(transport); await server.connect(transport);
console.error("Redis MCP Server running on stdio"); console.error("Redis MCP Server running on stdio");
} catch (error) { } catch (error) {
console.error("Error during startup:", error); const err = error as Error;
await cleanup(); console.error("[Redis Fatal] Server initialization failed");
} console.error(`[Redis Fatal] Error: ${err.name}: ${err.message}`);
} console.error(`[Redis Fatal] Connection: ${REDIS_URL}`);
console.error(`[Redis Fatal] Stack: ${err.stack}`);
// Cleanup function await redisClient.quit().catch(() => {});
async function cleanup() {
try {
await redisClient.quit();
} catch (error) {
console.error("Error during cleanup:", error);
}
process.exit(1); process.exit(1);
}
} }
// Handle process termination // Handle process termination
process.on('SIGINT', cleanup); process.on('SIGINT', async () => {
process.on('SIGTERM', cleanup); await redisClient.quit().catch(() => {});
process.exit(0);
main().catch((error) => {
console.error("Fatal error in main():", error);
cleanup();
}); });
process.on('SIGTERM', async () => {
await redisClient.quit().catch(() => {});
process.exit(0);
});
runServer();

3
src/redis/tsconfig.json
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@@ -3,7 +3,7 @@
"target": "ES2022", "target": "ES2022",
"module": "Node16", "module": "Node16",
"moduleResolution": "Node16", "moduleResolution": "Node16",
"outDir": "./build", "outDir": "./dist",
"rootDir": "./src", "rootDir": "./src",
"strict": true, "strict": true,
"esModuleInterop": true, "esModuleInterop": true,
@@ -13,4 +13,3 @@
"include": ["src/**/*"], "include": ["src/**/*"],
"exclude": ["node_modules"] "exclude": ["node_modules"]
} }

1
src/slack/README.md
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@@ -78,6 +78,7 @@ MCP Server for the Slack API, enabling Claude to interact with Slack workspaces.
- `chat:write` - Send messages as the app - `chat:write` - Send messages as the app
- `reactions:write` - Add emoji reactions to messages - `reactions:write` - Add emoji reactions to messages
- `users:read` - View users and their basic information - `users:read` - View users and their basic information
- `users.profile:read` - View detailed profiles about users
4. Install App to Workspace: 4. Install App to Workspace:
- Click "Install to Workspace" and authorize the app - Click "Install to Workspace" and authorize the app

7
src/sqlite/README.md
View File

@@ -111,6 +111,13 @@ Docker:
docker build -t mcp/sqlite . docker build -t mcp/sqlite .
``` ```
## Test with MCP inspector
```bash
uv add "mcp[cli]"
mcp dev src/mcp_server_sqlite/server.py:wrapper
```
## License ## License
This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository. This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository.

4
src/sqlite/pyproject.toml
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@@ -4,7 +4,9 @@ version = "0.6.2"
description = "A simple SQLite MCP server" description = "A simple SQLite MCP server"
readme = "README.md" readme = "README.md"
requires-python = ">=3.10" requires-python = ">=3.10"
dependencies = ["mcp>=1.0.0"] dependencies = [
"mcp[cli]>=1.6.0",
]
[build-system] [build-system]
requires = ["hatchling"] requires = ["hatchling"]

21
src/sqlite/src/mcp_server_sqlite/server.py
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@@ -4,13 +4,15 @@ import sqlite3
import logging import logging
from contextlib import closing from contextlib import closing
from pathlib import Path from pathlib import Path
from mcp.server.models import InitializationOptions
import mcp.types as types
from mcp.server import NotificationOptions, Server
import mcp.server.stdio
from pydantic import AnyUrl from pydantic import AnyUrl
from typing import Any from typing import Any
from mcp.server import InitializationOptions
from mcp.server.lowlevel import Server, NotificationOptions
from mcp.server.stdio import stdio_server
import mcp.types as types
# reconfigure UnicodeEncodeError prone default (i.e. windows-1252) to utf-8 # reconfigure UnicodeEncodeError prone default (i.e. windows-1252) to utf-8
if sys.platform == "win32" and os.environ.get('PYTHONIOENCODING') is None: if sys.platform == "win32" and os.environ.get('PYTHONIOENCODING') is None:
sys.stdin.reconfigure(encoding="utf-8") sys.stdin.reconfigure(encoding="utf-8")
@@ -366,7 +368,7 @@ async def main(db_path: str):
except Exception as e: except Exception as e:
return [types.TextContent(type="text", text=f"Error: {str(e)}")] return [types.TextContent(type="text", text=f"Error: {str(e)}")]
async with mcp.server.stdio.stdio_server() as (read_stream, write_stream): async with stdio_server() as (read_stream, write_stream):
logger.info("Server running with stdio transport") logger.info("Server running with stdio transport")
await server.run( await server.run(
read_stream, read_stream,
@@ -380,3 +382,12 @@ async def main(db_path: str):
), ),
), ),
) )
class ServerWrapper():
"""A wrapper to compat with mcp[cli]"""
def run(self):
import asyncio
asyncio.run(main("test.db"))
wrapper = ServerWrapper()

0
src/sqlite/test.db Normal file
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337
src/sqlite/uv.lock generated
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@@ -1,4 +1,5 @@
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revision = 1
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[package.optional-dependencies]
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[[package]] [[package]]
@@ -141,7 +162,7 @@ name = "mcp-server-sqlite"
version = "0.6.2" version = "0.6.2"
source = { editable = "." } source = { editable = "." }
dependencies = [ dependencies = [
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