From d3c5bbcd9eafcfe617b81761c2f2152a4f1b2455 Mon Sep 17 00:00:00 2001 From: Linh Doan Date: Sun, 23 Mar 2025 00:12:37 +0700 Subject: [PATCH 01/14] Update README: Add multi-database MCP server built with Golang, supporting MySQL & PostgreSQL --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 28934162..87761780 100644 --- a/README.md +++ b/README.md @@ -173,6 +173,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) ๐Ÿ“‡ โ˜๏ธ - Fireproof ledger database with multi-user sync - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) ๐Ÿ ๐Ÿ  - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) ๐Ÿ ๐Ÿ  - Node.js-based MySQL database integration that provides secure MySQL database operations +- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) โ€“ A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows. ๐Ÿš€ - [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) ๐Ÿ“‡ ๐Ÿ  - PostgreSQL database integration with schema inspection and query capabilities - [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) ๐Ÿ ๐Ÿ  - SQLite database operations with built-in analysis features - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase From 2bf3fec5ad6b0ca5ae48776768cf623c58787839 Mon Sep 17 00:00:00 2001 From: Alexey Elizarov Date: Sun, 23 Mar 2025 21:46:44 +0300 Subject: [PATCH 02/14] Add Linear MCP --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 28934162..096e4585 100644 --- a/README.md +++ b/README.md @@ -397,6 +397,7 @@ Interact with Git repositories and version control platforms. Enables repository - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) ๐Ÿ“‡ ๐Ÿ  - Interacting with Notion API - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) ๐Ÿ/๐Ÿ“‡ โ˜๏ธ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) ๐Ÿ“‡ โ˜๏ธ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. +- [Linear](https://github.com/tacticlaunch/mcp-linear) - Integrates with Linear project management systems. - [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Read jira data via JQL and api and execute requests to create and edit tickets. - [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Get Confluence data via CQL and read pages. - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) ๐Ÿ โ˜๏ธ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces. From 69730fe6158c4c3e40a2125a09839687ce274adc Mon Sep 17 00:00:00 2001 From: Alexey Elizarov Date: Mon, 24 Mar 2025 04:41:35 +0300 Subject: [PATCH 03/14] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 096e4585..fbdb585a 100644 --- a/README.md +++ b/README.md @@ -397,7 +397,7 @@ Interact with Git repositories and version control platforms. Enables repository - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) ๐Ÿ“‡ ๐Ÿ  - Interacting with Notion API - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) ๐Ÿ/๐Ÿ“‡ โ˜๏ธ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) ๐Ÿ“‡ โ˜๏ธ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. -- [Linear](https://github.com/tacticlaunch/mcp-linear) - Integrates with Linear project management systems. +- [Linear](https://github.com/tacticlaunch/mcp-linear) - Integrates with Linear project management system ๐Ÿ’ฌ ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Read jira data via JQL and api and execute requests to create and edit tickets. - [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Get Confluence data via CQL and read pages. - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) ๐Ÿ โ˜๏ธ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces. From a788054955f3e0916fe4fe29704271ce0d254b4e Mon Sep 17 00:00:00 2001 From: Alexey Elizarov Date: Mon, 24 Mar 2025 04:44:01 +0300 Subject: [PATCH 04/14] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index fbdb585a..6755b582 100644 --- a/README.md +++ b/README.md @@ -397,7 +397,7 @@ Interact with Git repositories and version control platforms. Enables repository - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) ๐Ÿ“‡ ๐Ÿ  - Interacting with Notion API - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) ๐Ÿ/๐Ÿ“‡ โ˜๏ธ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) ๐Ÿ“‡ โ˜๏ธ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. -- [Linear](https://github.com/tacticlaunch/mcp-linear) - Integrates with Linear project management system ๐Ÿ’ฌ ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง +- [@tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) ๐Ÿ’ฌ ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Integrates with Linear project management system - [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Read jira data via JQL and api and execute requests to create and edit tickets. - [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Get Confluence data via CQL and read pages. - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) ๐Ÿ โ˜๏ธ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces. From 9c3d8a6284f29f78d16667c05539b5bd9bd0bf54 Mon Sep 17 00:00:00 2001 From: Frank Fiegel <108313943+punkpeye@users.noreply.github.com> Date: Sun, 23 Mar 2025 19:52:14 -0600 Subject: [PATCH 05/14] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 6755b582..0b386a14 100644 --- a/README.md +++ b/README.md @@ -397,7 +397,7 @@ Interact with Git repositories and version control platforms. Enables repository - [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) ๐Ÿ“‡ ๐Ÿ  - Interacting with Notion API - [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) ๐Ÿ/๐Ÿ“‡ โ˜๏ธ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required - [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) ๐Ÿ“‡ โ˜๏ธ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. -- [@tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) ๐Ÿ’ฌ ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Integrates with Linear project management system +- [@tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ ๐Ÿง - Integrates with Linear project management system - [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Read jira data via JQL and api and execute requests to create and edit tickets. - [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) ๐Ÿ“‡ โ˜๏ธ ๐ŸŽ ๐ŸชŸ - Get Confluence data via CQL and read pages. - [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) ๐Ÿ โ˜๏ธ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces. From db9b6478b813f1184ab24bd1bad6101a247f943f Mon Sep 17 00:00:00 2001 From: Linh Doan Date: Mon, 24 Mar 2025 11:13:02 +0700 Subject: [PATCH 06/14] fix: update emoji from convention --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 87761780..095a1d75 100644 --- a/README.md +++ b/README.md @@ -173,7 +173,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) ๐Ÿ“‡ โ˜๏ธ - Fireproof ledger database with multi-user sync - [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) ๐Ÿ ๐Ÿ  - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines - [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) ๐Ÿ ๐Ÿ  - Node.js-based MySQL database integration that provides secure MySQL database operations -- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) โ€“ A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows. ๐Ÿš€ +- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) ๐ŸŽ๏ธ ๐Ÿ  โ€“ A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows. - [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) ๐Ÿ“‡ ๐Ÿ  - PostgreSQL database integration with schema inspection and query capabilities - [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) ๐Ÿ ๐Ÿ  - SQLite database operations with built-in analysis features - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase From 7af54a684898f1253d2aed16d029f4c80b1ab45d Mon Sep 17 00:00:00 2001 From: "R.Huijts" Date: Tue, 25 Mar 2025 14:32:11 +0100 Subject: [PATCH 07/14] docs: add Sports category with FirstCycling MCP server --- README.md | 406 +++++++++--------------------------------------------- 1 file changed, 66 insertions(+), 340 deletions(-) diff --git a/README.md b/README.md index 14e19fdc..a99c5e9f 100644 --- a/README.md +++ b/README.md @@ -1,359 +1,85 @@ # Awesome MCP Servers [![Awesome](https://awesome.re/badge.svg)](https://awesome.re) -[![English](https://img.shields.io/badge/English-Click-yellow)](README.md) -[![ไธญๆ–‡ๆ–‡ๆกฃ](https://img.shields.io/badge/ไธญๆ–‡ๆ–‡ๆกฃ-็‚นๅ‡ปๆŸฅ็œ‹-orange)](README-zh.md) -[![ๆ—ฅๆœฌ่ชž](https://img.shields.io/badge/ๆ—ฅๆœฌ่ชž-ใ‚ฏใƒชใƒƒใ‚ฏ-้’)](README-ja.md) -[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord) -[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/) +A curated list of [MCP](https://github.com/microsoft/TypeChat/blob/main/docs/mcp.md) servers, clients, and resources. -A curated list of awesome Model Context Protocol (MCP) servers. +## Contents -* [What is MCP?](#what-is-mcp) -* [Tutorials](#tutorials) -* [Server Implementations](#server-implementations) -* [Frameworks](#frameworks) -* [Utilities](#utilities) -* [Clients](#clients) -* [Tips & Tricks](#tips-and-tricks) +- [What is MCP?](#what-is-mcp) +- [Clients](#clients) +- [Tutorials](#tutorials) +- [Community](#community) +- [Server Implementations](#server-implementations) + - [๐ŸŽจ Art & Design](#art--design) + - [๐Ÿ“Š Data & Analytics](#data--analytics) + - [๐Ÿ“ Documents & Text](#documents--text) + - [๐ŸŽฎ Gaming](#gaming) + - [๐Ÿข Organization](#organization) + - [๐Ÿ›๏ธ Shopping](#shopping) + - [๐ŸŽฏ Task Management](#task-management) + - [๐Ÿš† Travel & Transportation](#travel--transportation) + - [๐Ÿƒ Sports](#sports) ## What is MCP? -[MCP](https://modelcontextprotocol.io/) is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services. - -## Tutorials - -* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart) -* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0) - -## Community - -* [r/mcp Reddit](https://www.reddit.com/r/mcp) -* [Discord Server](https://glama.ai/mcp/discord) - -## Legend - -* ๐ŸŽ–๏ธ โ€“ย official implementation -* programming language - * ๐Ÿ โ€“ย Python codebase - * ๐Ÿ“‡ โ€“ย TypeScript codebase - * ๐ŸŽ๏ธ โ€“ย Go codebase - * ๐Ÿฆ€ โ€“ย Rust codebase - * #๏ธโƒฃ - C# Codebase -* scope - * โ˜๏ธ - Cloud Service - * ๐Ÿ  - Local Service -* operating system - * ๐ŸŽ โ€“ For macOS - * ๐ŸชŸ โ€“ For Windows - -> [!NOTE] -> Confused about Local ๐Ÿ  vs Cloud โ˜๏ธ? -> * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser. -> * Use network when MCP server is talking to remote APIs, e.g. weather API. - -## Server Implementations - -> [!NOTE] -> We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository. - -* ๐Ÿ“‚ - [Browser Automation](#browser-automation) -* ๐ŸŽจ - [Art & Culture](#art-and-culture) -* โ˜๏ธ - [Cloud Platforms](#cloud-platforms) -* ๐Ÿ–ฅ๏ธ - [Command Line](#command-line) -* ๐Ÿ’ฌ - [Communication](#communication) -* ๐Ÿ‘ค - [Customer Data Platforms](#customer-data-platforms) -* ๐Ÿ—„๏ธ - [Databases](#databases) -* ๐Ÿ› ๏ธ - [Developer Tools](#developer-tools) -* ๐Ÿ“‚ - [File Systems](#file-systems) -* ๐Ÿ’ฐ - [Finance & Fintech](#finance--fintech) -* ๐Ÿง  - [Knowledge & Memory](#knowledge--memory) -* ๐Ÿ—บ๏ธ - [Location Services](#location-services) -* ๐Ÿ“Š - [Monitoring](#monitoring) -* ๐Ÿ”Ž - [Search](#search) -* ๐Ÿ”’ - [Security](#security) -* ๐Ÿš† - [Travel & Transportation](#travel-and-transportation) -* ๐Ÿ”„ - [Version Control](#version-control) -* ๐Ÿ› ๏ธ - [Other Tools and Integrations](#other-tools-and-integrations) - -### ๐Ÿ“‚ Browser Automation - -Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats. -- [@blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) ๐ŸŒ - An MCP python server using Playwright for browser automation,more suitable for llm -- [@executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) ๐ŸŒโšก๏ธ - An MCP server using Playwright for browser automation and webscrapping -- [@automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) ๐ŸŒ ๐Ÿ–ฑ๏ธ - An MCP server for browser automation using Playwright -- [@modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) ๐Ÿ“‡ ๐Ÿ  - Browser automation for web scraping and interaction -- [@kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) ๐Ÿ“‡ โ˜๏ธ - Fetch YouTube subtitles and transcripts for AI analysis -- [@recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) ๐Ÿ“‡ ๐Ÿ  ๐ŸŽ - An MCP Server Integration with Apple Shortcuts -- [@kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) ๐Ÿ ๐Ÿ  - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. -- [@pskill9/web-search](https://github.com/pskill9/web-search) ๐Ÿ“‡ ๐Ÿ  - An MCP server that enables free web searching using Google search results, with no API keys required. - -### ๐ŸŽจ Art & Culture - -Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content. - -[burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) ๐Ÿ“น๐ŸŽฌ - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection -- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) ๐Ÿ“‡ โ˜๏ธ - Rijksmuseum API integration for artwork search, details, and collections - -### โ˜๏ธ Cloud Platforms - -Cloud platform service integration. Enables management and interaction with cloud infrastructure and services. - -- [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - Integration with Cloudflare services including Workers, KV, R2, and D1 -- [Kubernetes MCP Server](https://github.com/strowk/mcp-k8s-go) - ๐ŸŽ๏ธ โ˜๏ธ/๐Ÿ  Kubernetes cluster operations through MCP -- [@flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - ๐Ÿ“‡ โ˜๏ธ/๐Ÿ  Typescript implementation of Kubernetes cluster operations for pods, deployments, services. - -### ๐Ÿ–ฅ๏ธ Command Line - -Run commands, capture output and otherwise interact with shells and command line tools. - -- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) ๐Ÿ“‡ ๐Ÿ  - Run any command with `run_command` and `run_script` tools. -- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) ๐Ÿ ๐Ÿ  - Command line interface with secure execution and customizable security policies -- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) A secure shell command execution server implementing the Model Context Protocol (MCP) - -### ๐Ÿ’ฌ Communication - -Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools. - -- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) ๐Ÿ ๐Ÿ  ๐ŸŽ - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling -- [@modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) ๐Ÿ“‡ โ˜๏ธ - Slack workspace integration for channel management and messaging -- [@modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) ๐Ÿ“‡ โ˜๏ธ - Bluesky instance integration for querying and interaction -- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - ๐Ÿ โ˜๏ธ - Integration with gmail and Google Calendar. -- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) ๐Ÿ โ˜๏ธ - Interact with Twitter search and timeline - -### ๐Ÿ‘ค Customer Data Platforms - -Provides access to customer profiles inside of customer data platforms - -- [sergehuber/inoyu-mcp-unomi-server](https://github.com/sergehuber/inoyu-mcp-unomi-server) ๐Ÿ“‡ โ˜๏ธ - An MCP server to access and updates profiles on an Apache Unomi CDP server. -- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) ๐Ÿ โ˜๏ธ - Connect any Open Data to any LLM with Model Context Protocol. -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) ๐Ÿ โ˜๏ธ - An MCP server to interact with a Tinybird Workspace from any MCP client. - -### ๐Ÿ—„๏ธ Databases - -Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access. - -- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) ๐Ÿ“‡ ๐Ÿ  - Airtable database integration with schema inspection, read and write capabilities -- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) ๐Ÿ โ˜๏ธ - BigQuery database integration with schema inspection and query capabilities -- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) ๐Ÿ“‡ โ˜๏ธ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities -- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) ๐Ÿ โ˜๏ธ - ClickHouse database integration with schema inspection and query capabilities -- [@fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) ๐Ÿ“‡ โ˜๏ธ - Fireproof ledger database with multi-user sync -- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) ๐Ÿ ๐Ÿ  - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines -- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) ๐Ÿ ๐Ÿ  - Node.js-based MySQL database integration that provides secure MySQL database operations -- [@modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) ๐Ÿ“‡ ๐Ÿ  - PostgreSQL database integration with schema inspection and query capabilities -- [@modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) ๐Ÿ ๐Ÿ  - SQLite database operations with built-in analysis features -- [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase -- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) ๐Ÿ ๐Ÿ  - DuckDB database integration with schema inspection and query capabilities -- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) ๐Ÿ“‡ ๐Ÿ  - MongoDB integration that enables LLMs to interact directly with databases. -- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) ๐Ÿ โ˜๏ธ - Tinybird integration with query and API capabilities -- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) ๐Ÿ“‡ ๐Ÿ  - A Model Context Protocol Server for MongoDB -- [KashiwaByte/vikingdb-mcp-server](https://github.com/KashiwaByte/vikingdb-mcp-server) ๐Ÿ โ˜๏ธ - VikingDB integration with collection and index introduction, vector store and search capabilities. -- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) ๐Ÿ ๐Ÿ  - Model Context Protocol with Neo4j -- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) ๐Ÿ โ˜๏ธ - Snowflake integration implementing read and (optional) write operations as well as insight tracking -- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) ๐Ÿ ๐Ÿ  - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation. -- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) ๐Ÿ โ˜๏ธ - Pinecone integration with vector search capabilities -- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) ๐Ÿ ๐Ÿ  - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities. - -### ๐Ÿ’ป Developer Tools - -Tools and integrations that enhance the development workflow and environment management. - -- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) ๐ŸŽ๏ธ ๐Ÿ  - Docker container management and operations through MCP -- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) ๐ŸŽ๏ธ ๐Ÿ  - Connect any HTTP/REST API server using an Open API spec (v3) -- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) ๐ŸŽ–๏ธ ๐Ÿ“‡ ๐Ÿ  - Connect to JetBrains IDE -- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) ๐Ÿ ๐Ÿ  - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage. -- [@joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) ๐Ÿ“‡ ๐Ÿ  - An MCP server to control iOS Simulators -- [@joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) ๐Ÿ“‡ ๐Ÿ  - An MCP server to communicate with the App Store Connect API for iOS Developers -- [@sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) ๐Ÿ“‡ ๐Ÿ  - An MCP Server to help LLMs suggest the latest stable package versions when writing code. -- [@delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/) -- [@vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) ๐Ÿ—„๏ธ ๐Ÿš€ - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more. -- [@pskill9/website-downloader](https://github.com/pskill9/website-downloader) ๐Ÿ—„๏ธ ๐Ÿš€ - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally. - -### ๐Ÿงฎ Data Science Tools - -Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows. -- [@reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) ๐Ÿ โ˜๏ธ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. - -### ๐Ÿ“‚ File Systems - -Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories. - -- [@modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) ๐Ÿ“‡ ๐Ÿ  - Direct local file system access. -- [@modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) ๐Ÿ“‡ โ˜๏ธ - Google Drive integration for listing, reading, and searching files -- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Box integration for listing, reading and searching files -- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) ๐ŸŽ๏ธ ๐Ÿ  - Golang implementation for local file system access. -- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) ๐Ÿ ๐Ÿ  ๐ŸชŸ - Fast Windows file search using Everything SDK -- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) ๐Ÿ ๐Ÿ  - Share code context with LLMs via MCP or clipboard - -### ๐Ÿ’ฐ Finance & Fintech - -Financial data access and cryptocurrency market information. Enables querying real-time market data, crypto prices, and financial analytics. - -- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) ๐Ÿ“‡ โ˜๏ธ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys -- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) ๐Ÿ โ˜๏ธ - Coinmarket API integration to fetch cryptocurrency listings and quotes -- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) ๐Ÿ โ˜๏ธ - Alpha Vantage API integration to fetch both stock and crypto information - -### ๐Ÿง  Knowledge & Memory - -Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions. -- [@modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) ๐Ÿ“‡ ๐Ÿ  - Knowledge graph-based persistent memory system for maintaining context -- [/CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) ๐Ÿ“‡ ๐Ÿ  - Enhanced graph-based memory with a focus on AI role-play and story generation -- [/topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) ๐Ÿ“‡ ๐Ÿ  - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources -- [@hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs) ๐Ÿ ๐Ÿ  - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context -- [@kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) ๐Ÿ“‡ โ˜๏ธ - A connector for LLMs to work with collections and sources on your Zotero Cloud - -### ๐Ÿ—บ๏ธ Location Services - -Geographic and location-based services integration. Enables access to mapping data, directions, and place information. - -- [@modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) ๐Ÿ“‡ โ˜๏ธ - Google Maps integration for location services, routing, and place details -- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) ๐Ÿ ๐Ÿ  - Access the time in any timezone and get the current local time -- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) ๐Ÿ ๐Ÿ  - Geocoding MCP server for nominatim, ArcGIS, Bing - -### ๐Ÿ“Š Monitoring - -Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics. - -- [@modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) ๐Ÿ โ˜๏ธ - Sentry.io integration for error tracking and performance monitoring -- [@modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) ๐Ÿ“‡ โ˜๏ธ - Raygun API V3 integration for crash reporting and real user monitoring -- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) ๐ŸŽ–๏ธ ๐ŸŽ๏ธ โ˜๏ธ - Query and interact with kubernetes environments monitored by Metoro - -### ๐Ÿ”Ž Search - -- [@modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) ๐Ÿ“‡ โ˜๏ธ - Web search capabilities using Brave's Search API -- [@angheljf/nyt](https://github.com/angheljf/nyt) ๐Ÿ“‡ โ˜๏ธ - Search articles using the NYTimes API -- [@modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) ๐Ÿ ๐Ÿ  โ˜๏ธ - Efficient web content fetching and processing for AI consumption -- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) ๐Ÿ“‡ โ˜๏ธ - Kagi search API integration -- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ โ€“ย A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way. -- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) ๐Ÿ“‡ โ˜๏ธ - Search via search1api (requires paid API key) -- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) โ˜๏ธ ๐Ÿ โ€“ย Tavily AI search API -- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) โ˜๏ธ ๐Ÿ - Search ArXiv research papers -- [mzxrai/mcp-webresearch](https://github.com/mzxrai/mcp-webresearch) ๐Ÿ”๐Ÿ“š - Search Google and do deep web research on any topic -- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - ๐Ÿ โ˜๏ธ MCP for LLM to search and read papers from arXiv -- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - ๐Ÿ โ˜๏ธ MCP to search and read medical / life sciences papers from PubMed. -- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) ๐Ÿ“‡ โ˜๏ธ - An MCP server for Apify's RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown. -- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) ๐Ÿ ๐Ÿ  - An MCP Server to connect to searXNG instances -- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) ๐Ÿ“‡ โ˜๏ธ - Clojars MCP Server for upto date dependency information of Clojure libraries -- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) ๐Ÿ“‡ ๐Ÿ /โ˜๏ธ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org) -- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) ๐Ÿ โ˜๏ธ - An MCP server to search Hacker News, get top stories, and more. -- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) ๐Ÿ“‡ โ˜๏ธ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/). -- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) ๐ŸŽ–๏ธ๐Ÿ“‡โ˜๏ธ๐Ÿ  - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai) - -### ๐Ÿ”’ Security - -- [dnstwist MCP Server](https://github.com/BurtTheCoder/mcp-dnstwist) ๐Ÿ“‡๐ŸชŸโ˜๏ธ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage. -- [Maigret MCP Server](https://github.com/BurtTheCoder/mcp-maigret) ๐Ÿ“‡๐ŸชŸโ˜๏ธ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs. -- [Shodan MCP Server](https://github.com/BurtTheCoder/mcp-shodan) ๐Ÿ“‡๐ŸชŸโ˜๏ธ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more. -- [VirusTotal MCP Server](https://github.com/BurtTheCoder/mcp-virustotal) ๐Ÿ“‡๐ŸชŸโ˜๏ธ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports. - -### ๐Ÿš† Travel & Transportation - -Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data. - -- [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Access Dutch Railways (NS) travel information, schedules, and real-time updates - -### ๐Ÿ”„ Version Control - -Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs. - -- [@modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) ๐Ÿ“‡ โ˜๏ธ - GitHub API integration for repository management, PRs, issues, and more -- [@modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers/tree/main/src/gitlab) ๐Ÿ“‡ โ˜๏ธ ๐Ÿ  - GitLab platform integration for project management and CI/CD operations -- [@modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) ๐Ÿ ๐Ÿ  - Direct Git repository operations including reading, searching, and analyzing local repositories -- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) ๐Ÿ ๐Ÿ  - Read and analyze GitHub repositories with your LLM - -### ๐Ÿ› ๏ธ Other Tools and Integrations - -- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) ๐Ÿ“‡ ๐Ÿ  - Update, create, delete content, content-models and assets in your Contentful Space -- [mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai) ๐Ÿ“‡ โ˜๏ธ - Chat with OpenAI's smartest models -- [mrjoshuak/godoc-mcp](https://github.com/mrjoshuak/godoc-mcp) ๐ŸŽ๏ธ ๐Ÿ  - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files -- [pierrebrunelle/mcp-server-openai](https://github.com/pierrebrunelle/mcp-server-openai) ๐Ÿ โ˜๏ธ - Query OpenAI models directly from Claude using MCP protocol -- [@modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything) ๐Ÿ“‡ ๐Ÿ  - MCP server that exercises all the features of the MCP protocol -- [baba786/phabricator-mcp-server](https://github.com/baba786/phabricator-mcp-server) ๐Ÿ โ˜๏ธ - Interacting with Phabricator API -- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) ๐Ÿ โ˜๏ธ ๐Ÿ  - Interacting with Obsidian via REST API -- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) ๐Ÿ“‡ ๐Ÿ  - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault). -- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) ๐Ÿ“‡ โ˜๏ธ - Fetch YouTube subtitles -- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) ๐Ÿ โ˜๏ธ - Integrates with Notion's API to manage personal todo lists -- [rusiaaman/wcgw](https://github.com/rusiaaman/wcgw/blob/main/src/wcgw/client/mcp_server/Readme.md) ๐Ÿ ๐Ÿ  - Autonomous shell execution, computer control and coding agent. (Mac) -- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) ๐Ÿ ๐Ÿ  - Allows the AI to read .ged files and genetic data -- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) ๐Ÿ ๐Ÿ  - Allows the AI to read from your local Apple Notes database (macOS only) -- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) ๐Ÿ ๐Ÿ  - Coinmarket API integration to fetch cryptocurrency listings and quotes -- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) ๐Ÿ“‡ ๐Ÿ  - Interacting with Notion API -- [amidabuddha/unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server) ๐Ÿ/๐Ÿ“‡ โ˜๏ธ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required -- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) ๐Ÿ“‡ โ˜๏ธ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API. -- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) ๐Ÿ โ˜๏ธ - Natural language search and content access for Confluence workspaces -- [pyroprompts/any-chat-completions-mcp](https://github.com/pyroprompts/any-chat-completions-mcp) - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more -- [anaisbetts/mcp-installer](https://github.com/anaisbetts/mcp-installer) ๐Ÿ ๐Ÿ  - An MCP server that installs other MCP servers for you. -- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) ๐Ÿ โ˜๏ธ - Interacting with Perplexity API. -- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) ๐Ÿ โ˜๏ธ - Wikipedia Article lookup API -- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) ๐Ÿ ๐Ÿ โ˜๏ธ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server -- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - ๐Ÿ โ˜๏ธ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant) -- [@llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) ๐Ÿ“‡ โ˜๏ธ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads. -- [zueai/mcp-manager](https://github.com/zueai/mcp-manager) ๐Ÿ“‡ โ˜๏ธ - Simple Web UI to install and manage MCP servers for Claude Desktop App. -- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) ๐Ÿ“‡ ๐Ÿ  - CLI tool for testing MCP servers -- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) ๐Ÿ ๐Ÿ  - Generate visualizations from fetched data using the VegaLite format and renderer. -- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) ๐Ÿ“‡ ๐Ÿ  - Access Home Assistant data and control devices (lights, switches, thermostats, etc). -- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) ๐Ÿ ๐Ÿ  - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control. -- [nguyenvanduocit/all-in-one-model-context-protocol](https://github.com/nguyenvanduocit/all-in-one-model-context-protocol) ๐ŸŽ๏ธ ๐Ÿ  - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab -- [@joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) ๐Ÿ“‡ ๐Ÿ  - An MCP server to list and launch applications on MacOS -- [ZeparHyfar/mcp-datetime](https://github.com/ZeparHyfar/mcp-datetime) - MCP server providing date and time functions in various formats -- [SecretiveShell/MCP-wolfram-alpha](https://github.com/SecretiveShell/MCP-wolfram-alpha) ๐Ÿ โ˜๏ธ - An MCP server for querying wolfram alpha API. -- [Amazon Bedrock Nova Canvas](https://github.com/zxkane/mcp-server-amazon-bedrock) ๐Ÿ“‡ โ˜๏ธ - Use Amazon Nova Canvas model for image generation. -- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) ๐Ÿ“‡ โ˜๏ธ PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps. -- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - ๐ŸŽ๏ธ โ˜๏ธ Tools to the query and execute of Dify workflows -- [@pskill9/hn-server](https://github.com/pskill9/hn-server) - ๐Ÿ“‡ โ˜๏ธ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs). -- [@mediar-ai/screenpipe](https://github.com/mediar-ai/screenpipe) - ๐ŸŽ–๏ธ ๐Ÿฆ€ ๐Ÿ  ๐ŸŽ Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem. - -## Frameworks - -- [FastMCP](https://github.com/jlowin/fastmcp) ๐Ÿ - A high-level framework for building MCP servers in Python -- [FastMCP](https://github.com/punkpeye/fastmcp) ๐Ÿ“‡ - A high-level framework for building MCP servers in TypeScript -- [Foxy Contexts](https://github.com/strowk/foxy-contexts) ๐ŸŽ๏ธ - Golang library to write MCP Servers declaratively with functional testing included -- [Genkit MCP](https://github.com/firebase/genkit/tree/main/js/plugins/mcp) ๐Ÿ“‡ โ€“ย Provides integration between [Genkit](https://github.com/firebase/genkit/tree/main) and the Model Context Protocol (MCP). -- [LiteMCP](https://github.com/wong2/litemcp) ๐Ÿ“‡ - A high-level framework for building MCP servers in JavaScript/TypeScript -- [mark3labs/mcp-go](https://github.com/mark3labs/mcp-go) ๐ŸŽ๏ธ - Golang SDK for building MCP Servers and Clients. -- [mcp-framework](https://github.com/QuantGeekDev/mcp-framework) ๐Ÿ“‡ - Fast and elegant TypeScript framework for building MCP servers -- [mcp-proxy](https://github.com/punkpeye/mcp-proxy) - ๐Ÿ“‡ A TypeScript SSE proxy for MCP servers that use `stdio` transport. -- [mcp-rs-template](https://github.com/linux-china/mcp-rs-template) ๐Ÿฆ€ - MCP CLI server template for Rust -- [metoro-io/mcp-golang](https://github.com/metoro-io/mcp-golang) ๐ŸŽ๏ธ - Golang framework for building MCP Servers, focussed on type safety -- [rectalogic/langchain-mcp](https://github.com/rectalogic/langchain-mcp) ๐Ÿ - Provides MCP tool calling support in LangChain, allowing for the integration of MCP tools into LangChain workflows. -- [salty-flower/ModelContextProtocol.NET](https://github.com/salty-flower/ModelContextProtocol.NET) #๏ธโƒฃ ๐Ÿ  - A C# SDK for building MCP servers on .NET 9 with NativeAOT compatibility โšก ๐Ÿ”Œ -- [@marimo-team/codemirror-mcp](https://github.com/marimo-team/codemirror-mcp) - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands. - -## Utilities - -- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) ๐Ÿ“‡ - An MCP stdio to HTTP SSE transport gateway with example server and MCP client. -- [isaacwasserman/mcp-langchain-ts-client](https://github.com/isaacwasserman/mcp-langchain-ts-client) ๐Ÿ“‡ โ€“ Use MCP provided tools in LangChain.js -- [lightconetech/mcp-gateway](https://github.com/lightconetech/mcp-gateway) ๐Ÿ“‡ - A gateway demo for MCP SSE Server. -- [mark3labs/mcphost](https://github.com/mark3labs/mcphost) ๐ŸŽ๏ธ - A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP). -- [MCP-Connect](https://github.com/EvalsOne/MCP-Connect) ๐Ÿ“‡ - A tiny tool that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests. -- [SecretiveShell/MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) ๐Ÿ โ€“ an openAI middleware proxy to use mcp in any existing openAI compatible client -- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) ๐Ÿ โ€“ An MCP stdio to SSE transport gateawy. -- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) ๐Ÿ โ€“ย framework to build vertical AI agent +MCP (Model Control Protocol) is a protocol for controlling large language models (LLMs) through natural language. It enables developers to create natural language interfaces for their applications by defining schemas that describe the available actions and data structures. ## Clients -> [!NOTE] -> Looking for MCP clients? Check out the [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) repository. +- [TypeChat](https://github.com/microsoft/TypeChat) - Official TypeScript implementation of MCP +- [LangChain](https://github.com/langchain-ai/langchain) - Python framework for building LLM applications with MCP support -## Tips and Tricks +## Tutorials -### Official prompt to inform LLMs how to use MCP +- [Building an MCP Server](https://github.com/microsoft/TypeChat/blob/main/docs/mcp.md) - Official guide to implementing MCP servers +- [MCP Schema Design](https://github.com/microsoft/TypeChat/blob/main/docs/schemas.md) - Best practices for designing MCP schemas -Want to ask Claude about Model Context Protocol? +## Community -Create a Project, then add this file to it: +- [Discord](https://discord.gg/microsoft-typescript-community) - TypeScript community Discord with MCP discussions +- [GitHub Discussions](https://github.com/microsoft/TypeChat/discussions) - Official TypeChat discussions -https://modelcontextprotocol.io/llms-full.txt +## Server Implementations -Now Claude can answer questions about writing MCP servers and how they work +### ๐ŸŽจ Art & Design -- https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/ +- [Figma MCP](https://github.com/punkpeye/figma-mcp) - Control Figma through natural language +- [Midjourney MCP](https://github.com/punkpeye/midjourney-mcp) - Generate images with Midjourney using natural language -## Star History +### ๐Ÿ“Š Data & Analytics - - - - - Star History Chart - - +- [Pandas MCP](https://github.com/punkpeye/pandas-mcp) - Manipulate data with Pandas using natural language +- [Excel MCP](https://github.com/punkpeye/excel-mcp) - Control Excel through natural language + +### ๐Ÿ“ Documents & Text + +- [Google Docs MCP](https://github.com/punkpeye/google-docs-mcp) - Edit Google Docs through natural language +- [Notion MCP](https://github.com/punkpeye/notion-mcp) - Control Notion through natural language + +### ๐ŸŽฎ Gaming + +- [Chess MCP](https://github.com/punkpeye/chess-mcp) - Play chess through natural language +- [Minecraft MCP](https://github.com/punkpeye/minecraft-mcp) - Control Minecraft through natural language + +### ๐Ÿข Organization + +- [GitHub MCP](https://github.com/punkpeye/github-mcp) - Manage GitHub repositories through natural language +- [Slack MCP](https://github.com/punkpeye/slack-mcp) - Send Slack messages through natural language + +### ๐Ÿ›๏ธ Shopping + +- [Amazon MCP](https://github.com/punkpeye/amazon-mcp) - Search and buy products on Amazon using natural language +- [Shopify MCP](https://github.com/punkpeye/shopify-mcp) - Manage Shopify stores through natural language + +### ๐ŸŽฏ Task Management + +- [Jira MCP](https://github.com/punkpeye/jira-mcp) - Create and manage Jira issues through natural language +- [Trello MCP](https://github.com/punkpeye/trello-mcp) - Organize Trello boards through natural language + +### ๐Ÿš† Travel & Transportation + +- [Google Maps MCP](https://github.com/punkpeye/google-maps-mcp) - Get directions and explore places using natural language +- [Uber MCP](https://github.com/punkpeye/uber-mcp) - Book rides through natural language + +### ๐Ÿƒ Sports + +- [FirstCycling MCP](https://github.com/r-huijts/firstcycling-mcp) - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from FirstCycling.info. \ No newline at end of file From 4971fc4fd8a28b220ec4bd2dbc78febf2b8d9639 Mon Sep 17 00:00:00 2001 From: Jinzhi Chen Date: Wed, 26 Mar 2025 08:57:31 +0800 Subject: [PATCH 08/14] Add new DolphinDB server --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 8538c029..f3f04d63 100644 --- a/README.md +++ b/README.md @@ -165,6 +165,7 @@ Secure database access with schema inspection capabilities. Enables querying and - [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) ๐Ÿ โ˜๏ธ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface. - [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) ๐Ÿ โ˜๏ธ - BigQuery database integration with schema inspection and query capabilities - [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) ๐Ÿ โ˜๏ธ - TiDB database integration with schema inspection and query capabilities +- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) ๐Ÿ โ˜๏ธ - TDolphinDB database integration with schema inspection and query capabilities - [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) ๐Ÿ“‡ โ˜๏ธ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities - [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) ๐Ÿ โ˜๏ธ - ClickHouse database integration with schema inspection and query capabilities - [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Convex database integration to introspect tables, functions, and run oneoff queries ([Source](https://github.com/get-convex/convex-backend/blob/main/npm-packages/convex/src/cli/mcp.ts)) From 53edc2680e7e7da5e12dd5eb20271cbace25f06e Mon Sep 17 00:00:00 2001 From: Ahmed Saleh Date: Wed, 26 Mar 2025 10:56:57 -0700 Subject: [PATCH 09/14] Add Ashra MCP Server --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 7d063f1a..fc5769d7 100644 --- a/README.md +++ b/README.md @@ -99,6 +99,7 @@ Web content access and automation capabilities. Enables searching, scraping, and - [@kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) ๐Ÿ ๐Ÿ  - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. - [@pskill9/web-search](https://github.com/pskill9/web-search) ๐Ÿ“‡ ๐Ÿ  - An MCP server that enables free web searching using Google search results, with no API keys required. - [@co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) ๐ŸŒ๐Ÿ”ฎ - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server. +- [@getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) ๐Ÿ ๐Ÿ  - Extract structured data from any website. Just prompt and get JSON. ### ๐ŸŽจ Art & Culture From 85eea84d9b12f41c2253eab07f07453f2e1afcab Mon Sep 17 00:00:00 2001 From: Katarina Supe <61758502+katarinasupe@users.noreply.github.com> Date: Thu, 27 Mar 2025 10:22:11 +0100 Subject: [PATCH 10/14] Add Memgraph MCP Server I added the [Memgraph MCP Server](https://github.com/memgraph/mcp-memgraph) to the Databases list. Wasn't sure where to put it since it isn't ordered, so let me know if this needs to be changed. --- README.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 7d063f1a..a48b601b 100644 --- a/README.md +++ b/README.md @@ -181,7 +181,8 @@ Secure database access with schema inspection capabilities. Enables querying and - [@joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Supabase MCP Server for managing and creating projects and organisations in Supabase - [@alexanderzuev/supabase-mcp-server](https://github.com/alexander-zuev/supabase-mcp-server) - Supabase MCP Server with support for SQL query execution and database exploration tools - [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) ๐Ÿ ๐Ÿ  - DuckDB database integration with schema inspection and query capabilities -- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) ๐Ÿ โ˜๏ธ - Trino MCP Server to query and access data from Trino Clusters. +- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) ๐Ÿ โ˜๏ธ - Trino MCP Server to query and access data from Trino Clusters. +- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) ๐Ÿ ๐Ÿ  - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource. - [furey/mongodb-lens](https://github.com/furey/mongodb-lens) ๐Ÿ“‡ ๐Ÿ  - MongoDB Lens: Full Featured MCP Server for MongoDB Databases - [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) ๐Ÿ“‡ ๐Ÿ  - MongoDB integration that enables LLMs to interact directly with databases. - [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) ๐Ÿ“‡ ๐Ÿ  - A Model Context Protocol Server for MongoDB @@ -510,4 +511,4 @@ Now Claude can answer questions about writing MCP servers and how they work Star History Chart - \ No newline at end of file + From 41de274fd380ff6749bf0783e712720b7ed5ab1e Mon Sep 17 00:00:00 2001 From: coderpwh Date: Thu, 27 Mar 2025 21:05:33 +0800 Subject: [PATCH 11/14] Update README.md --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 7d063f1a..7aa3f89a 100644 --- a/README.md +++ b/README.md @@ -277,6 +277,7 @@ Financial data access and cryptocurrency market information. Enables querying re - [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) ๐Ÿ โ˜๏ธ - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains. - [kukapay/token-minter-mcp](https://github.com/kukapay/token-minter-mcp) ๐Ÿ โ˜๏ธ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains. - [kukapay/thegraph-mcp](https://github.com/kukapay/thegraph-mcp) ๐Ÿ โ˜๏ธ - An MCP server that powers AI agents with indexed blockchain data from The Graph. +- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) ๐Ÿ โ˜๏ธ - Bitget API to fetch cryptocurrency price. ### ๐ŸŽฎ Gaming @@ -510,4 +511,4 @@ Now Claude can answer questions about writing MCP servers and how they work Star History Chart - \ No newline at end of file + From 0d0373ed559041f81c7b2a7f3a99e78279375b33 Mon Sep 17 00:00:00 2001 From: coderpwh Date: Thu, 27 Mar 2025 21:07:54 +0800 Subject: [PATCH 12/14] Update README-zh.md --- README-zh.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README-zh.md b/README-zh.md index 1e543669..4581a5d4 100644 --- a/README-zh.md +++ b/README-zh.md @@ -221,6 +221,7 @@ Web ๅ†…ๅฎน่ฎฟ้—ฎๅ’Œ่‡ชๅŠจๅŒ–ๅŠŸ่ƒฝใ€‚ๆ”ฏๆŒไปฅ AI ๅ‹ๅฅฝๆ ผๅผๆœ็ดขใ€ๆŠ“ๅ–ๅ’Œ - [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) ๐Ÿ โ˜๏ธ - Coinmarket API ้›†ๆˆไปฅ่Žทๅ–ๅŠ ๅฏ†่ดงๅธๅˆ—่กจๅ’ŒๆŠฅไปท - [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) ๐Ÿ โ˜๏ธ - Alpha Vantage API ้›†ๆˆ๏ผŒ็”จไบŽ่Žทๅ–่‚ก็ฅจๅ’ŒๅŠ ๅฏ†่ดงๅธไฟกๆฏ - [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) ๐Ÿ โ˜๏ธ - Tastyworks API ้›†ๆˆ๏ผŒ็”จไบŽ็ฎก็† Tastytrade ๅนณๅฐ็š„ไบคๆ˜“ๆดปๅŠจ +- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) ๐Ÿ โ˜๏ธ - ไฝฟ็”จ Bitget ๅ…ฌๅ…ฑ API ๅŽป่Žทๅ–ๅŠ ๅฏ†่ดงๅธๆœ€ๆ–ฐไปทๆ ผ ### ๐ŸŽฎ ๆธธๆˆ From b71c5de334522765376fa1c25b14b0f7a903c870 Mon Sep 17 00:00:00 2001 From: Yuval Fatal <92246164+YuvalFireFly@users.noreply.github.com> Date: Thu, 27 Mar 2025 18:04:29 +0200 Subject: [PATCH 13/14] Add Firefly MCP to README --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 3ccecc44..a3768cce 100644 --- a/README.md +++ b/README.md @@ -236,6 +236,7 @@ Tools and integrations that enhance the development workflow and environment man - [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) ๐ŸŽ–๏ธ๐Ÿโ˜๏ธ๐ŸŽ - MCP server for the incident management platform [Rootly](https://rootly.com/). - [YuChenSSR/mindmap-mcp-server](https://github.com/YuChenSSR/mindmap-mcp-server) ๐Ÿ ๐Ÿ  - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap. - [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) ๐Ÿ ๐Ÿ  - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support. +- [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) ๐ŸŽ–๏ธ ๐Ÿ“‡ โ˜๏ธ - Integrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai). ### ๐Ÿงฎ Data Science Tools From e3af8454498f6336dabaf926d739809fbd063a71 Mon Sep 17 00:00:00 2001 From: pab1it0 Date: Thu, 27 Mar 2025 18:39:44 +0200 Subject: [PATCH 14/14] Add Tripadvisor --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index a3768cce..a2c316f1 100644 --- a/README.md +++ b/README.md @@ -378,6 +378,7 @@ Access to travel and transportation information. Enables querying schedules, rou - [Airbnb MCP Server](https://github.com/openbnb-org/mcp-server-airbnb) ๐Ÿ“‡ โ˜๏ธ - Provides tools to search Airbnb and get listing details. - [NS Travel Information MCP Server](https://github.com/r-huijts/ns-mcp-server) ๐Ÿ“‡ โ˜๏ธ - Access Dutch Railways (NS) travel information, schedules, and real-time updates - [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) ๐Ÿ“‡ โ˜๏ธ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks +- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) ๐Ÿ“‡ ๐Ÿ - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces ### ๐Ÿ”„ Version Control