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Merge branch 'main' into patch-1
This commit is contained in:
Eric
GitHub
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README.md
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README.md
@@ -1,8 +1,9 @@
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# Awesome MCP Servers [](https://awesome.re)
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[](README-th.md)
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[](README.md)
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[](README-zh_TW.md)
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[](README-zh.md)
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[](README-zh_TW.md)
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[](README-zh.md)
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[](README-ja.md)
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[](README-ko.md)
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[](https://glama.ai/mcp/discord)
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@@ -13,6 +14,8 @@ A curated list of awesome Model Context Protocol (MCP) servers.
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* [What is MCP?](#what-is-mcp)
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* [Clients](#clients)
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* [Tutorials](#tutorials)
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* [Community](#community)
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* [Legend](#legend)
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* [Server Implementations](#server-implementations)
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* [Frameworks](#frameworks)
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* [Utilities](#utilities)
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@@ -73,12 +76,14 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
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* 📂 - [Browser Automation](#browser-automation)
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* ☁️ - [Cloud Platforms](#cloud-platforms)
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* 👨💻 - [Code Execution](#code-execution)
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* 🤖 - [Coding Agents](#coding-agents)
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* 🖥️ - [Command Line](#command-line)
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* 💬 - [Communication](#communication)
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* 👤 - [Customer Data Platforms](#customer-data-platforms)
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* 🗄️ - [Databases](#databases)
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* 📊 - [Data Platforms](#data-platforms)
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* 🛠️ - [Developer Tools](#developer-tools)
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* 🧮 - [Data Science Tools](#data-science-tools)
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* 📟 - [Embedded system](#embedded-system)
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* 📂 - [File Systems](#file-systems)
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* 💰 - [Finance & Fintech](#finance--fintech)
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@@ -102,6 +107,8 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
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Servers for accessing many apps and tools through a single MCP server.
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- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
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- [OpenMCP](https://github.com/wegotdocs/open-mcp) 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
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- [VeriTeknik/pluggedin-mcp-proxy](https://github.com/VeriTeknik/pluggedin-mcp-proxy) 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
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### 🎨 <a name="art-and-culture"></a>Art & Culture
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@@ -109,14 +116,16 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
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- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
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- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
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- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 🏠 MCP server to interact with Quran.com corpus via the official REST API v4.
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- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
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- [r-huijts/rijksmuseum-mcp](https://github.com/r-huijts/rijksmuseum-mcp) 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
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- [r-huijts/oorlogsbronnen-mcp](https://github.com/r-huijts/oorlogsbronnen-mcp) 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
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- [samuelgursky/davinci-resolve-mcp](https://github.com/samuelgursky/davinci-resolve-mcp) 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
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- [yuna0x0/anilist-mcp](https://github.com/yuna0x0/anilist-mcp) 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
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- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - MCP server using the Aseprite API to create pixel art
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- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp)📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
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### 📂 <a name="browser-automation"></a>Browser Automation
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Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
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@@ -125,7 +134,6 @@ Web content access and automation capabilities. Enables searching, scraping, and
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- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) 🐍 - An MCP server for browser automation using Playwright
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- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm
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- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
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- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🌐🔮 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
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- [co-browser/browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-server) 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
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- [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - An MCP server using Playwright for browser automation and webscrapping
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- [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).
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@@ -135,6 +143,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
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- [kimtth/mcp-aoai-web-browsing](https://github.com/kimtth/mcp-aoai-web-browsing) 🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
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- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
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- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/tree/main/src/puppeteer) 📇 🏠 - Browser automation for web scraping and interaction
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- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - An MCP Server for interacting with manifest v2 compatible browsers.
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- [pskill9/web-search](https://github.com/pskill9/web-search) 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
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- [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
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@@ -142,11 +151,13 @@ Web content access and automation capabilities. Enables searching, scraping, and
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Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
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- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - upload and manipulation of IPFS storage
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- [alexei-led/aws-mcp-server](https://github.com/alexei-led/aws-mcp-server) 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
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- [alexei-led/k8s-mcp-server](https://github.com/alexei-led/k8s-mcp-server) 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (`kubectl`, `helm`, `istioctl`, and `argocd`) using Unix pipes in a safe Docker environment with multi-architecture support.
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- [bright8192/esxi-mcp-server](https://github.com/bright8192/esxi-mcp-server) 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
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- [cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare) 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
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- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
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- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) - 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
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- [jdubois/azure-cli-mcp](https://github.com/jdubois/azure-cli-mcp) - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
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- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
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- [johnneerdael/netskope-mcp](https://github.com/johnneerdael/netskope-mcp) 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
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@@ -155,7 +166,7 @@ Cloud platform service integration. Enables management and interaction with clou
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- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) - 🐍 ☁️/🏠 A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
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- [strowk/mcp-k8s-go](https://github.com/strowk/mcp-k8s-go) - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP
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- [thunderboltsid/mcp-nutanix](https://github.com/thunderboltsid/mcp-nutanix) - 🏎️ 🏠/☁️ Go-based MCP Server for interfacing with Nutanix Prism Central resources.
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- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
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- [weibaohui/k8m](https://github.com/weibaohui/k8m) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
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- [weibaohui/kom](https://github.com/weibaohui/kom) - 🏎️ ☁️/🏠 Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
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- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) 🏎️ ☁️/🏠 MCP Server for kubernetes management, and analyze your cluster, application health
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@@ -164,6 +175,15 @@ Cloud platform service integration. Enables management and interaction with clou
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Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.
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- [pydantic/pydantic-ai/mcp-run-python](https://github.com/pydantic/pydantic-ai/tree/main/mcp-run-python) 🐍🏠- Run Python code in a secure sandbox via MCP tool calls
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- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
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### 🤖 <a name="coding-agents"></a>Coding Agents
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Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
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- [oraios/serena](https://github.com/oraios/serena)🐍🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
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- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍🏠 - Coding agent with basic read, write and command line tools.
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- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇🏠 - Enhanced file-system and search tools, commands and prompts specific for coding.
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### 🖥️ <a name="command-line"></a>Command Line
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@@ -175,7 +195,7 @@ Run commands, capture output and otherwise interact with shells and command line
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- [MladenSU/cli-mcp-server](https://github.com/MladenSU/cli-mcp-server) 🐍 🏠 - Command line interface with secure execution and customizable security policies
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- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
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- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - A secure shell command execution server implementing the Model Context Protocol (MCP)
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- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) A secure shell command execution server implementing the Model Context Protocol (MCP)
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- [wonderwhy-er/DesktopCommanderMCP](https://github.com/wonderwhy-er/DesktopCommanderMCP) 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
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### 💬 <a name="communication"></a>Communication
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@@ -186,18 +206,22 @@ Integration with communication platforms for message management and channel oper
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- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) - 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
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- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) - 📇 ☁️ - An MCP server to interface with the Google Tasks API
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- [carterlasalle/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.
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- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
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- [elie222/inbox-zero](https://github.com/elie222/inbox-zero/tree/main/apps/mcp-server) - 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
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- [gotoolkits/wecombot](https://github.com/gotoolkits/mcp-wecombot-server.git) - 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
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- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - 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
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- [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
|
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- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) - 🐍 ☁️ - An MCP server for WhatsApp, search and send through pesonal and group messages
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- [lharries/whatsapp-mcp](https://github.com/lharries/whatsapp-mcp) 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
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- [MarkusPfundstein/mcp-gsuite](https://github.com/MarkusPfundstein/mcp-gsuite) - 🐍 ☁️ - Integration with gmail and Google Calendar.
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- [modelcontextprotocol/server-bluesky](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
|
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- [keturiosakys/bluesky-context-server](https://github.com/keturiosakys/bluesky-context-server) 📇 ☁️ - Bluesky instance integration for querying and interaction
|
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- [modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - Slack workspace integration for channel management and messaging
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- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
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- [takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp) 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
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- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
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- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) - 🐍 ☁️ - An MCP server for [DIDLogic](https://didlogic.com). Adds functionality to manage SIP endpoints, numbers and destinations.
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- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) - 📇 ☁️ - An MCP server to Manage Google Tasks
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- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) - 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
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### 👤 <a name="customer-data-platforms"></a>Customer Data Platforms
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@@ -218,13 +242,16 @@ Secure database access with schema inspection capabilities. Enables querying and
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- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
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- [bytebase/dbhub](https://github.com/bytebase/dbhub) 📇 🏠 – Universal database MCP server supporting mainstream databases.
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- [c4pt0r/mcp-server-tidb](https://github.com/c4pt0r/mcp-server-tidb) 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
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- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
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- [Canner/wren-engine](https://github.com/Canner/wren-engine) 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
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- [centralmind/gateway](https://github.com/centralmind/gateway) 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
|
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- [chroma-core/chroma-mcp](https://github.com/chroma-core/chroma-mcp) 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
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- [ClickHouse/mcp-clickhouse](https://github.com/ClickHouse/mcp-clickhouse) 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
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- [confluentinc/mcp-confluent](https://github.com/confluentinc/mcp-confluent) 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
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- [cr7258/elasticsearch-mcp-server](https://github.com/cr7258/elasticsearch-mcp-server) 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
|
||||
- [Dataring-engineering/mcp-server-trino](https://github.com/Dataring-engineering/mcp-server-trino) 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
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- [designcomputer/mysql_mcp_server](https://github.com/designcomputer/mysql_mcp_server) 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
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||||
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
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||||
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - Nocodb database integration, read and write capabilities
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- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
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||||
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 🐍 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
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||||
- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) 📇 ☁️ - Fireproof ledger database with multi-user sync
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@@ -246,7 +273,7 @@ Secure database access with schema inspection capabilities. Enables querying and
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||||
- [memgraph/mcp-memgraph](https://github.com/memgraph/mcp-memgraph) 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
|
||||
- [modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/tree/main/src/postgres) 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
|
||||
- [modelcontextprotocol/server-sqlite](https://github.com/modelcontextprotocol/servers/tree/main/src/sqlite) 🐍 🏠 - SQLite database operations with built-in analysis features
|
||||
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j
|
||||
- [neo4j-contrib/mcp-neo4j](https://github.com/neo4j-contrib/mcp-neo4j) 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
|
||||
- [neondatabase/mcp-server-neon](https://github.com/neondatabase/mcp-server-neon) 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
|
||||
- [niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server) MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
|
||||
- [openlink/mcp-server-odbc](https://github.com/OpenLinkSoftware/mcp-odbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
|
||||
@@ -268,9 +295,10 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
|
||||
### 📊 <a name="data-platforms"></a>Data Platforms
|
||||
|
||||
Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
|
||||
- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
|
||||
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) 📇 ☁️ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
|
||||
- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
|
||||
|
||||
### 💻 <a name="developer-tools"></a>Developer Tools
|
||||
@@ -279,9 +307,11 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
|
||||
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
|
||||
- [admica/FileScopeMCP](https://github.com/admica/FileScopeMCP) 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
|
||||
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
|
||||
- [api7/apisix-mcp](https://github.com/api7/apisix-mcp) 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in [Apache APISIX](https://github.com/apache/apisix).
|
||||
- [automation-ai-labs/mcp-link](https://github.com/automation-ai-labs/mcp-link) 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
|
||||
- [Coment-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Talk to your LLM observability, traces and monitoring captured by Opik using natural language.
|
||||
- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
|
||||
- [Comet-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
|
||||
- [davidlin2k/pox-mcp-server](https://github.com/davidlin2k/pox-mcp-server) 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
|
||||
- [delano/postman-mcp-server](https://github.com/delano/postman-mcp-server) 📇 ☁️ - Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)
|
||||
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
|
||||
@@ -290,27 +320,35 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [Govcraft/rust-docs-mcp-server](https://github.com/Govcraft/rust-docs-mcp-server) 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
|
||||
- [haris-musa/excel-mcp-server](https://github.com/haris-musa/excel-mcp-server) 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
|
||||
- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) 🐍 🏠 - MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations.
|
||||
- [hijaz/postmancer](https://github.com/hijaz/postmancer) 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
|
||||
- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) 📇 🏠 - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/).
|
||||
- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
|
||||
- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
|
||||
- [InhiblabCore/mcp-image-compression](https://github.com/InhiblabCore/mcp-image-compression) 🐍 🏠 - MCP server for local compression of various image formats.
|
||||
- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
|
||||
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
|
||||
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
|
||||
- [jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
|
||||
- [jetbrains/mcpProxy](https://github.com/JetBrains/mcpProxy) 🎖️ 📇 🏠 - Connect to JetBrains IDE
|
||||
- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) 🐍 🏠 - JMeter MCP Server for performance testing
|
||||
- [Jktfe/serveMyAPI](https://github.com/Jktfe/serveMyAPI) 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
|
||||
- [joshuarileydev/app-store-connect-mcp-server](https://github.com/JoshuaRileyDev/app-store-connect-mcp-server) 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
|
||||
- [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - An MCP server to control iOS Simulators
|
||||
- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) 🐍 🏠 - Grafana k6 MCP Server for performance testing
|
||||
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
|
||||
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) 🐍 🏠 - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
|
||||
- [qainsights/locust-mcp-server](https://github.com/QAInsights/locust-mcp-server) 🐍 🏠 - Locust MCP Server for performance testing
|
||||
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
|
||||
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) - 📇 ☁️ lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
|
||||
- [pskill9/website-downloader](https://github.com/pskill9/website-downloader) 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
|
||||
- [utensils/mcp-nixos](https://github.com/utensils/mcp-nixos) 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
|
||||
- [QuantGeekDev/docker-mcp](https://github.com/QuantGeekDev/docker-mcp) 🏎️ 🏠 - Docker container management and operations through MCP
|
||||
- [ckreiling/mcp-server-docker](https://github.com/ckreiling/mcp-server-docker) 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
|
||||
- [r-huijts/xcode-mcp-server](https://github.com/r-huijts/xcode-mcp-server) 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
|
||||
- [ReAPI-com/mcp-openapi](https://github.com/ReAPI-com/mcp-openapi) 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
|
||||
- [Rootly-AI-Labs/Rootly-MCP-server](https://github.com/Rootly-AI-Labs/Rootly-MCP-server) 🎖️🐍☁️🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/).
|
||||
- [sammcj/mcp-package-version](https://github.com/sammcj/mcp-package-version) 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
|
||||
* [sapientpants/deepsource-mcp-server](https://github.com/sapientpants/deepsource-mcp-server) 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with DeepSource to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
|
||||
- [sapientpants/sonarqube-mcp-server](https://github.com/sapientpants/sonarqube-mcp-server) 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
|
||||
- [SDGLBL/mcp-claude-code](https://github.com/SDGLBL/mcp-claude-code) 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
|
||||
- [snaggle-ai/openapi-mcp-server](https://github.com/snaggle-ai/openapi-mcp-server) 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
|
||||
@@ -326,6 +364,8 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [yWorks/mcp-typescribe](https://github.com/yWorks/mcp-typescribe) 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
|
||||
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
|
||||
- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - An MCP server to connect with your [ZenML](https://www.zenml.io) MLOps and LLMOps pipelines
|
||||
- [idosal/git-mcp](https://github.com/idosal/git-mcp) 📇 ☁️ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
|
||||
- [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - An MCP server for interacting with [Bugsnag](https://www.bugsnag.com/)
|
||||
|
||||
### 🧮 <a name="data-science-tools"></a>Data Science Tools
|
||||
|
||||
@@ -341,7 +381,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
|
||||
Provides access to documentation and shortcuts for working on embedded devices.
|
||||
|
||||
- [horw/esp-mcp](https://github.com/horw/esp-mcp) 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
|
||||
|
||||
|
||||
### 📂 <a name="file-systems"></a>File Systems
|
||||
|
||||
Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.
|
||||
@@ -352,6 +392,7 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files
|
||||
- [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
|
||||
- [mark3labs/mcp-filesystem-server](https://github.com/mark3labs/mcp-filesystem-server) 🏎️ 🏠 - Golang implementation for local file system access.
|
||||
- [microsoft/markitdown](https://github.com/microsoft/markitdown/tree/main/packages/markitdown-mcp) 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
|
||||
- [modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem) 📇 🏠 - Direct local file system access.
|
||||
- [modelcontextprotocol/server-google-drive](https://github.com/modelcontextprotocol/servers/tree/main/src/gdrive) 📇 ☁️ - Google Drive integration for listing, reading, and searching files
|
||||
- [Xuanwo/mcp-server-opendal](https://github.com/Xuanwo/mcp-server-opendal) 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
|
||||
@@ -364,14 +405,17 @@ Financial data access and analysis tools. Enables AI models to work with market
|
||||
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
|
||||
- [base/base-mcp](https://github.com/base/base-mcp) 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
|
||||
- [berlinbra/alpha-vantage-mcp](https://github.com/berlinbra/alpha-vantage-mcp) 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
|
||||
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
|
||||
- [bitteprotocol/mcp](https://github.com/BitteProtocol/mcp) 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
|
||||
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
|
||||
- [coinpaprika/dexpaprika-mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance [DexPaprika API](https://docs.dexpaprika.com) covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
|
||||
- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
|
||||
- [ferdousbhai/tasty-agent](https://github.com/ferdousbhai/tasty-agent) 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
|
||||
- [getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server) 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
|
||||
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
|
||||
- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data.
|
||||
- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
|
||||
- [kukapay/crypto-portfolio-mcp](https://github.com/kukapay/crypto-portfolio-mcp) 🐍 ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations.
|
||||
- [kukapay/crypto-sentiment-mcp](https://github.com/kukapay/crypto-sentiment-mcp) 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
|
||||
- [kukapay/cryptopanic-mcp-server](https://github.com/kukapay/cryptopanic-mcp-server) 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
|
||||
- [kukapay/dune-analytics-mcp](https://github.com/kukapay/dune-analytics-mcp) 🐍 ☁️ - A mcp server that bridges Dune Analytics data to AI agents.
|
||||
@@ -385,6 +429,7 @@ Financial data access and analysis tools. Enables AI models to work with market
|
||||
- [kukapay/uniswap-poolspy-mcp](https://github.com/kukapay/uniswap-poolspy-mcp) 🐍 ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
|
||||
- [kukapay/uniswap-trader-mcp](https://github.com/kukapay/uniswap-trader-mcp) 🐍 ☁️ - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
|
||||
- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions.
|
||||
- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) 🐍 ☁️ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.
|
||||
- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
|
||||
- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
|
||||
- [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) 📇 ☁️ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.
|
||||
@@ -395,6 +440,7 @@ Financial data access and analysis tools. Enables AI models to work with market
|
||||
- [QuantGeekDev/coincap-mcp](https://github.com/QuantGeekDev/coincap-mcp) 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
|
||||
- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
|
||||
- [SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
|
||||
- [unibaseio/beeper-mcp](https://github.com/unibaseio/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
|
||||
|
||||
### 🎮 <a name="gaming"></a>Gaming
|
||||
|
||||
@@ -416,12 +462,15 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
|
||||
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
|
||||
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
|
||||
- [unibaseio/membase-mcp](https://github.com/unibaseio/membase-mcp) 📇 ☁️ - Save and query your agent memory in distributed way by Membase
|
||||
- [entanglr/zettelkasten-mcp](https://github.com/entanglr/zettelkasten-mcp) 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
|
||||
|
||||
### 🗺️ <a name="location-services"></a>Location Services
|
||||
|
||||
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
|
||||
|
||||
- [briandconnelly/mcp-server-ipinfo](https://github.com/briandconnelly/mcp-server-ipinfo) 🐍 ☁️ - IP address geolocation and network information using IPInfo API
|
||||
- [jagan-shanmugam/open-streetmap-mcp](https://github.com/jagan-shanmugam/open-streetmap-mcp) 🐍 🏠 - An OpenStreetMap MCP server with location-based services and geospatial data.
|
||||
- [kukapay/nearby-search-mcp](https://github.com/kukapay/nearby-search-mcp) 🐍 ☁️ - An MCP server for nearby place searches with IP-based location detection.
|
||||
- [modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers/tree/main/src/google-maps) 📇 ☁️ - Google Maps integration for location services, routing, and place details
|
||||
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
|
||||
@@ -443,7 +492,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [hyperb1iss/lucidity-mcp](https://github.com/hyperb1iss/lucidity-mcp) 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
|
||||
- [last9/last9-mcp-server](https://github.com/last9/last9-mcp-server) - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
|
||||
- [metoro-io/metoro-mcp-server](https://github.com/metoro-io/metoro-mcp-server) 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
|
||||
- [modelcontextprotocol/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
|
||||
- [MindscapeHQ/server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun) 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
|
||||
- [modelcontextprotocol/server-sentry](https://github.com/modelcontextprotocol/servers/tree/main/src/sentry) 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
|
||||
- [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
|
||||
- [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
|
||||
@@ -468,6 +517,8 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
|
||||
- [jae-jae/fetcher-mcp](https://github.com/jae-jae/fetcher-mcp) 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
|
||||
- [jae-jae/g-search-mcp](https://github.com/jae-jae/g-search-mcp) 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
|
||||
- [leehanchung/bing-search-mcp](https://github.com/leehanchung/bing-search-mcp) 📇 ☁️ - Web search capabilities using Microsoft Bing Search API
|
||||
- [kagisearch/kagimcp](https://github.com/kagisearch/kagimcp) ☁️ 📇 – Official Kagi Search MCP Server
|
||||
- [kshern/mcp-tavily](https://github.com/kshern/mcp-tavily.git) ☁️ 📇 – Tavily AI search API
|
||||
- [modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers/tree/main/src/brave-search) 📇 ☁️ - Web search capabilities using Brave's Search API
|
||||
- [modelcontextprotocol/server-fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch) 🐍 🏠 ☁️ - Efficient web content fetching and processing for AI consumption
|
||||
@@ -475,6 +526,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [nickclyde/duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server) 🐍 ☁️ - Web search using DuckDuckGo
|
||||
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) 📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
|
||||
- [SecretiveShell/MCP-searxng](https://github.com/SecretiveShell/MCP-searxng) 🐍 🏠 - An MCP Server to connect to searXNG instances
|
||||
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site.
|
||||
- [tinyfish-io/agentql-mcp](https://github.com/tinyfish-io/agentql-mcp) 🎖️ 📇 ☁️ - MCP server that provides [AgentQL](https://agentql.com)'s data extraction capabilities.
|
||||
- [Tomatio13/mcp-server-tavily](https://github.com/Tomatio13/mcp-server-tavily) ☁️ 🐍 – Tavily AI search API
|
||||
- [vectorize-io/vectorize-mcp-server](https://github.com/vectorize-io/vectorize-mcp-server/) ☁️ 📇 - [Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
|
||||
@@ -489,30 +541,36 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [BurtTheCoder/mcp-maigret](https://github.com/BurtTheCoder/mcp-maigret) 📇 🪟 ☁️ - 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.
|
||||
- [BurtTheCoder/mcp-shodan](https://github.com/BurtTheCoder/mcp-shodan) 📇 🪟 ☁️ - 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.
|
||||
- [BurtTheCoder/mcp-virustotal](https://github.com/BurtTheCoder/mcp-virustotal) 📇 🪟 ☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
|
||||
- [fosdickio/binary_ninja_mcp](https://github.com/fosdickio/binary_ninja_mcp) 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering.
|
||||
- [fr0gger/MCP_Security](https://github.com/fr0gger/MCP_Security) 📇 ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
|
||||
- [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
|
||||
- [semgrep/mcp-security-audit](https://github.com/semgrep/mcp-security-audit) 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev).
|
||||
actors, and retrieving intelligence sources.
|
||||
security vulnerabilities. Built with remote npm registry integration for real-time security checks.
|
||||
- [mrexodia/ida-pro-mcp](https://github.com/mrexodia/ida-pro-mcp) 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
|
||||
- [rad-security/mcp-server](https://github.com/rad-security/mcp-server) 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
|
||||
- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
|
||||
- [roadwy/cve-search_mcp](https://github.com/roadwy/cve-search_mcp) 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
|
||||
|
||||
### 🏃 <a name="sports"></a>Sports
|
||||
|
||||
Tools for accessing sports-related data, results, and statistics.
|
||||
|
||||
- [r-huijts/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.com.
|
||||
|
||||
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
|
||||
|
||||
### 🎧 <a name="support-and-service-management"></a>Support & Service Management
|
||||
|
||||
Tools for managing customer support, IT service management, and helpdesk operations.
|
||||
|
||||
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) 🐍 ☁️ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
|
||||
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
|
||||
|
||||
### 🌎 <a name="translation-services"></a>Translation Services
|
||||
|
||||
Translation tools and services to enable AI assistants to translate content between different languages.
|
||||
|
||||
- [translated/lara-mcp](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.
|
||||
- [translated/lara-mcp](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.
|
||||
|
||||
### 🚆 <a name="travel-and-transportation"></a>Travel & Transportation
|
||||
|
||||
@@ -529,6 +587,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
|
||||
- [adhikasp/mcp-git-ingest](https://github.com/adhikasp/mcp-git-ingest) 🐍 🏠 - Read and analyze GitHub repositories with your LLM
|
||||
- [ddukbg/github-enterprise-mcp](https://github.com/ddukbg/github-enterprise-mcp) 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration
|
||||
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interactive with Gitea instances with MCP.
|
||||
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects.
|
||||
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers/tree/main/src/git) 🐍 🏠 - Direct Git repository operations including reading, searching, and analyzing local repositories
|
||||
- [modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers/tree/main/src/github) 📇 ☁️ - GitHub API integration for repository management, PRs, issues, and more
|
||||
@@ -569,6 +628,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [isaacwasserman/mcp-vegalite-server](https://github.com/isaacwasserman/mcp-vegalite-server) 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer.
|
||||
- [ivo-toby/contentful-mcp](https://github.com/ivo-toby/contentful-mcp) 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space
|
||||
- [j3k0/speech.sh](https://github.com/j3k0/speech.sh/blob/main/MCP_README.md) 🏠 - Let the agent speak things out loud, notify you when he's done working with a quick summary
|
||||
- [jagan-shanmugam/climatiq-mcp-server](https://github.com/jagan-shanmugam/climatiq-mcp-server) 🐍 🏠 - A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
|
||||
- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) 📇 🏠 - An MCP server to list and launch applications on MacOS
|
||||
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API
|
||||
- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
|
||||
@@ -576,9 +636,9 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [KS-GEN-AI/confluence-mcp-server](https://github.com/KS-GEN-AI/confluence-mcp-server) 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
|
||||
- [KS-GEN-AI/jira-mcp-server](https://github.com/KS-GEN-AI/jira-mcp-server) 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets.
|
||||
- [lciesielski/mcp-salesforce](https://github.com/lciesielski/mcp-salesforce-example) 🏠 ☁️ - MCP server with basic demonstration of interactions with Salesforce instance
|
||||
- [llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
|
||||
- [evalstate/mcp-hfspace](https://github.com/evalstate/mcp-hfspace) 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
|
||||
- [magarcia/mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy) 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
|
||||
- [makehq/mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
|
||||
- [integromat/make-mcp-server](https://github.com/integromat/make-mcp-server) 🎖️ 📇 🏠 - Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.
|
||||
- [marcelmarais/Spotify](https://github.com/marcelmarais/spotify-mcp-server) - 📇 🏠 Control Spotify playback and manage playlists.
|
||||
- [MarkusPfundstein/mcp-obsidian](https://github.com/MarkusPfundstein/mcp-obsidian) 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
|
||||
- [mcp-server-jfx](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jfx) ☕ 🏠 - Draw on JavaFX canvas.
|
||||
@@ -607,7 +667,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) 🐍 ☁️ - Interacting with Perplexity API.
|
||||
- [tevonsb/homeassistant-mcp](https://github.com/tevonsb/homeassistant-mcp) 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
|
||||
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
|
||||
- [tomekkorbak/strava-mcp-server](https://github.com/tomekkorbak/strava-mcp-server) 🐍 ☁️ - An MCP server for Strava, an app for tracking physical exercise
|
||||
- [kw510/strava-mcp](https://github.com/kw510/strava-mcp) 📇 ☁️ - An MCP server for Strava, an app for tracking physical exercise
|
||||
- [wanaku-ai/wanaku](https://github.com/wanaku-ai/wanaku) - ☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.
|
||||
- [wong2/mcp-cli](https://github.com/wong2/mcp-cli) 📇 🏠 - CLI tool for testing MCP servers
|
||||
- [ws-mcp](https://github.com/nick1udwig/ws-mcp) - Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))
|
||||
@@ -643,7 +703,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [spring-projects-experimental/spring-ai-mcp](https://github.com/spring-projects-experimental/spring-ai-mcp) ☕ 🌱 - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
|
||||
- [Template MCP Server](https://github.com/mcpdotdirect/template-mcp-server) 📇 - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure
|
||||
- [sendaifun/solana-mcp-kit](https://github.com/sendaifun/solana-agent-kit/tree/main/examples/agent-kit-mcp-server) - Solana MCP SDK
|
||||
|
||||
|
||||
## Utilities
|
||||
|
||||
- [boilingdata/mcp-server-and-gw](https://github.com/boilingdata/mcp-server-and-gw) 📇 - An MCP stdio to HTTP SSE transport gateway with example server and MCP client.
|
||||
@@ -660,7 +720,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [sparfenyuk/mcp-proxy](https://github.com/sparfenyuk/mcp-proxy) 🐍 – An MCP stdio to SSE transport gateawy.
|
||||
- [TBXark/mcp-proxy](https://github.com/TBXark/mcp-proxy) 🏎️ - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single http server.
|
||||
- [upsonic/gpt-computer-assistant](https://github.com/Upsonic/gpt-computer-assistant) 🐍 – framework to build vertical AI agent
|
||||
|
||||
- [JoshuaSiraj/mcp_auto_register](https://github.com/JoshuaSiraj/mcp_auto_register) 🐍 – tool to automate the registration of functions and classes from a python package into a FastMCP instance.
|
||||
|
||||
## Tips and Tricks
|
||||
|
||||
|
||||
Reference in New Issue
Block a user