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Merge branch 'main' into main
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README.md
119
README.md
@@ -6,6 +6,7 @@
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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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[](README-pt_BR.md)
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[](https://glama.ai/mcp/discord)
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[](https://www.reddit.com/r/mcp/)
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@@ -92,11 +93,13 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
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* 🗺️ - [Location Services](#location-services)
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* 🎯 - [Marketing](#marketing)
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* 📊 - [Monitoring](#monitoring)
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* 🎥 - [Multimedia Process](#multimedia-process)
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* 🔎 - [Search & Data Extraction](#search)
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* 🔒 - [Security](#security)
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* 🏃 - [Sports](#sports)
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* 🎧 - [Support & Service Management](#support-and-service-management)
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* 🌎 - [Translation Services](#translation-services)
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* 🎧 - [Text-to-Speech](#text-to-speech)
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* 🚆 - [Travel & Transportation](#travel-and-transportation)
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* 🔄 - [Version Control](#version-control)
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* 🛠️ - [Other Tools and Integrations](#other-tools-and-integrations)
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@@ -106,23 +109,27 @@ 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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- [julien040/anyquery](https://github.com/julien040/anyquery) 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
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- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
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- [mindsdb/mindsdb](https://github.com/mindsdb/mindsdb) - Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).
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- [wegotdocs/open-mcp](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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- [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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- [WayStation-ai/mcp](https://github.com/waystation-ai/mcp) ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
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### 🎨 <a name="art-and-culture"></a>Art & Culture
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Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.
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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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- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) 📇 ☁️ - MCP server to interact with the Discogs API
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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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@@ -150,7 +157,9 @@ 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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- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
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- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - upload and manipulation of IPFS storage
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- [VmLia/books-mcp-server](https://github.com/VmLia/books-mcp-server) 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
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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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@@ -158,17 +167,20 @@ Cloud platform service integration. Enables management and interaction with clou
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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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- [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) - 🏎️ 🏠 A powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for **any** Kubernetes resource, this server provides specialized tools to interact with your cluster.
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- [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
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- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
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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/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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- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) - 🐍 ☁️/🏠 MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
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- [silenceper/mcp-k8s](https://github.com/silenceper/mcp-k8s) 🏎️ ☁️/🏠 MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
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- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
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- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) - 🏎️ ☁️/🏠 A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
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### 👨💻 <a name="code-execution"></a>Code Execution
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@@ -183,7 +195,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
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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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- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
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### 🖥️ <a name="command-line"></a>Command Line
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@@ -195,6 +207,8 @@ 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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- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
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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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@@ -210,12 +224,12 @@ Integration with communication platforms for message management and channel oper
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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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- [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 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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- [modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers/tree/main/src/slack) 📇 ☁️ - Slack workspace integration for channel management and messaging
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- [korotovsky/slack-mcp-server)(https://github.com/korotovsky/slack-mcp-server) 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
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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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@@ -223,6 +237,7 @@ Integration with communication platforms for message management and channel oper
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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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- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) 📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite using Graph API (including mail, files, Excel, calendar)
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- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
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### 👤 <a name="customer-data-platforms"></a>Customer Data Platforms
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@@ -249,17 +264,21 @@ Secure database access with schema inspection capabilities. Enables querying and
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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
|
||||
- [crystaldba/postgres-mcp](https://github.com/crystaldba/postgres-mcp) 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
|
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- [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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- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino
|
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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
|
||||
- [wenb1n-dev/mysql_mcp_server_pro](https://github.com/wenb1n-dev/mysql_mcp_server_pro) 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
|
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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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- [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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- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) 🏎️ 🏠 – 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.
|
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- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
|
||||
- [gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp) 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
|
||||
- [get-convex/convex-backend](https://stack.convex.dev/convex-mcp-server) 📇 ☁️ - 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))
|
||||
- [googleapis/genai-toolbox](https://github.com/googleapis/genai-toolbox) 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
|
||||
- [GreptimeTeam/greptimedb-mcp-server](https://github.com/GreptimeTeam/greptimedb-mcp-server) 🐍 🏠 - MCP Server for querying GreptimeDB.
|
||||
- [hannesrudolph/sqlite-explorer-fastmcp-mcp-server](https://github.com/hannesrudolph/sqlite-explorer-fastmcp-mcp-server) 🐍 🏠 - 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.
|
||||
- [idoru/influxdb-mcp-server](https://github.com/idoru/influxdb-mcp-server) 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
|
||||
@@ -270,7 +289,8 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [kiliczsh/mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server) 📇 🏠 - A Model Context Protocol Server for MongoDB
|
||||
- [ktanaka101/mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb) 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
|
||||
- [LucasHild/mcp-server-bigquery](https://github.com/LucasHild/mcp-server-bigquery) 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
|
||||
- [mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
|
||||
- [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
|
||||
- [jparkerweb/mcp-sqlite](https://github.com/jparkerweb/mcp-sqlite) 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
|
||||
- [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
|
||||
@@ -281,20 +301,22 @@ Secure database access with schema inspection capabilities. Enables querying and
|
||||
- [openlink/mcp-server-sqlalchemy](https://github.com/OpenLinkSoftware/mcp-sqlalchemy-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
|
||||
- [pab1it0/adx-mcp-server](https://github.com/pab1it0/adx-mcp-server) 🐍 ☁️ - Query and analyze Azure Data Explorer databases
|
||||
- [pab1it0/prometheus-mcp-server](https://github.com/pab1it0/prometheus-mcp-server) 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system.
|
||||
- [prisma/prisma](https://github.com/prisma/prisma) 🐍 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new database instances or run schema migrations).
|
||||
- [qdrant/mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant) 🐍 🏠 - A Qdrant MCP server
|
||||
- [QuantGeekDev/mongo-mcp](https://github.com/QuantGeekDev/mongo-mcp) 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
|
||||
- [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - 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.
|
||||
- [redis/mcp-redis](https://github.com/redis/mcp-redis) 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.
|
||||
- [runekaagaard/mcp-alchemy](https://github.com/runekaagaard/mcp-alchemy) 🐍 🏠 - 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.
|
||||
- [sirmews/mcp-pinecone](https://github.com/sirmews/mcp-pinecone) 🐍 ☁️ - Pinecone integration with vector search capabilities
|
||||
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
|
||||
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
|
||||
- [tinybirdco/mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird) 🐍 ☁️ - Tinybird integration with query and API capabilities
|
||||
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
|
||||
- [weaviate/mcp-server-weaviate](https://github.com/weaviate/mcp-server-weaviate) 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.
|
||||
- [XGenerationLab/xiyan_mcp_server](https://github.com/XGenerationLab/xiyan_mcp_server) 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
|
||||
- [xing5/mcp-google-sheets](https://github.com/xing5/mcp-google-sheets) 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
|
||||
- [Zhwt/go-mcp-mysql](https://github.com/Zhwt/go-mcp-mysql) 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
|
||||
- [zilliztech/mcp-server-milvus](https://github.com/zilliztech/mcp-server-milvus) 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
|
||||
- [openlink/mcp-server-jdbc](https://github.com/OpenLinkSoftware/mcp-jdbc-server) 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
|
||||
|
||||
### 📊 <a name="data-platforms"></a>Data Platforms
|
||||
|
||||
@@ -310,14 +332,16 @@ Data Platforms for data integration, transformation and pipeline orchestration.
|
||||
Tools and integrations that enhance the development workflow and environment management.
|
||||
|
||||
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
|
||||
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) 🎖️ 📇 ☁️ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
|
||||
- [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)
|
||||
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 🧐🛠️ - Analyze React code locally, generate docs / llm.txt for whole project at once
|
||||
- [azer/react-analyzer-mcp](https://github.com/azer/react-analyzer-mcp) 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
|
||||
- [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.
|
||||
- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
|
||||
- [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.
|
||||
- [CircleCI/mcp-server-circleci](https://github.com/CircleCI-Public/mcp-server-circleci) 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
|
||||
- [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).
|
||||
- [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
|
||||
@@ -326,12 +350,14 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [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.
|
||||
- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) 🏎️ 🏠 - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.
|
||||
- [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.
|
||||
- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
|
||||
- [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
|
||||
@@ -342,22 +368,24 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [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.
|
||||
- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
|
||||
- [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.
|
||||
- [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.
|
||||
- [kadykov/mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer) 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
|
||||
- [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/).
|
||||
- [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)
|
||||
- [stass/lldb-mcp](https://github.com/stass/lldb-mcp) 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
|
||||
- [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
|
||||
- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
|
||||
- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
|
||||
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to VSCode ide and use semantic tools like `find_usages`
|
||||
@@ -371,6 +399,9 @@ Tools and integrations that enhance the development workflow and environment man
|
||||
- [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/)
|
||||
- [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - An MCP server for CSV files.
|
||||
- [axliupore/mcp-code-runner](https://github.com/axliupore/mcp-code-runner) 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
|
||||
- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
|
||||
|
||||
### 🧮 <a name="data-science-tools"></a>Data Science Tools
|
||||
|
||||
@@ -379,7 +410,9 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
|
||||
- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
|
||||
- [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
|
||||
- [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
|
||||
- [datalayer/jupyter-mcp-server](https://github.com/datalayer/jupyter-mcp-server) 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
|
||||
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
|
||||
- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets.
|
||||
|
||||
### 📟 <a name="embedded-system"></a>Embedded System
|
||||
|
||||
@@ -397,6 +430,7 @@ 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.
|
||||
- [mickaelkerjean/filestash](https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp) 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
|
||||
- [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
|
||||
@@ -406,6 +440,8 @@ Provides direct access to local file systems with configurable permissions. Enab
|
||||
|
||||
Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information.
|
||||
|
||||
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) 📇 ☁️ - Deep Research for crypto - free & fully local
|
||||
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
|
||||
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
|
||||
- [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
|
||||
@@ -415,12 +451,16 @@ Financial data access and analysis tools. Enables AI models to work with market
|
||||
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) 🎖️ 📇 ☁️ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
|
||||
- [codex-data/codex-mcp](https://github.com/Codex-Data/codex-mcp) 🎖️ 📇 ☁️ - [Codex API](https://www.codex.io) integration for real-time enriched blockchain and market data on 60+ networks
|
||||
- [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.
|
||||
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
|
||||
- [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
|
||||
- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
|
||||
- [kukapay/blockbeats-mcp](https://github.com/kukapay/blockbeats-mcp) 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
|
||||
- [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-news-mcp](https://github.com/kukapay/crypto-news-mcp) 🐍 ☁️ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
|
||||
- [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.
|
||||
@@ -445,9 +485,12 @@ Financial data access and analysis tools. Enables AI models to work with market
|
||||
- [pwh-pwh/coin-mcp-server](https://github.com/pwh-pwh/coin-mcp-server) 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
|
||||
- [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.
|
||||
- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) 📇 ☁️ - TS version of yahoo finance mcp.
|
||||
- [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.
|
||||
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
|
||||
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
|
||||
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
|
||||
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.
|
||||
|
||||
### 🎮 <a name="gaming"></a>Gaming
|
||||
|
||||
@@ -456,6 +499,7 @@ Integration with gaming related data, game engines, and services
|
||||
- [Coding-Solo/godot-mcp](https://github.com/Coding-Solo/godot-mcp) 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
|
||||
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
|
||||
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
|
||||
- [opgginc/esports-mcp](https://github.com/opgginc/esports-mcp) 📇 ☁️ - Connect AI agents to OP.GG Esports data and retrieve upcoming League of Legends match schedules effortlessly. Access structured match information through a standardized interface, enhancing your AI's capabilities with real-time esports data.
|
||||
|
||||
### 🧠 <a name="knowledge--memory"></a>Knowledge & Memory
|
||||
|
||||
@@ -468,8 +512,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
|
||||
- [mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
|
||||
- [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
|
||||
- [pinecone-io/assistant-mcp](https://github.com/pinecone-io/assistant-mcp) 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
|
||||
- [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
|
||||
- [GistPad-MCP](https://github.com/lostintangent/gistpad-mcp) 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
|
||||
- [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
|
||||
@@ -482,20 +528,24 @@ Location-based services and mapping tools. Enables AI models to work with geogra
|
||||
- [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.
|
||||
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
|
||||
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.
|
||||
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) 🐍 🏠 - Access the time in any timezone and get the current local time
|
||||
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
|
||||
- [ipfind/ipfind-mcp-server](https://github.com/ipfind/ipfind-mcp-server) 🐍 ☁️ - IP Address location service using the [IP Find](https://ipfind.com) API
|
||||
|
||||
### 🎯 <a name="marketing"></a>Marketing
|
||||
|
||||
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
|
||||
|
||||
- [Open Strategy Partners Marketing Tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
|
||||
- [gomarble-ai/facebook-ads-mcp-server](https://github.com/gomarble-ai/facebook-ads-mcp-server) 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
|
||||
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
|
||||
- [nictuku/meta-ads-mcp](https://github.com/nictuku/meta-ads-mcp) 🐍 ☁️ 🏠 - Enables AI agents to monitor and optimize Meta ad performance, analyze campaign metrics, adjust audience targeting, manage creative assets, and make data-driven recommendations for ad spend and campaign settings through seamless Graph API integration.
|
||||
|
||||
### 📊 <a name="monitoring"></a>Monitoring
|
||||
|
||||
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
|
||||
|
||||
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
|
||||
- [grafana/mcp-grafana](https://github.com/grafana/mcp-grafana) 🎖️ 🏎️ 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
|
||||
- [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
|
||||
@@ -504,11 +554,20 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [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）
|
||||
|
||||
### 🎥 <a name="multimedia-process"></a>Multimedia Process
|
||||
|
||||
Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on
|
||||
|
||||
- [video-creator/ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp.git) 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
|
||||
|
||||
### 🔎 <a name="search"></a>Search & Data Extraction
|
||||
|
||||
- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) 🐍 🏠 ☁️ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
|
||||
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
|
||||
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
|
||||
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) 📇 ☁️ - Kagi search API integration
|
||||
- [andybrandt/mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv) - 🐍 ☁️ MCP for LLM to search and read papers from arXiv
|
||||
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - 🐍 ☁️ MCP to search through PapersWithCode API
|
||||
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
|
||||
- [angheljf/nyt](https://github.com/angheljf/nyt) 📇 ☁️ - Search articles using the NYTimes API
|
||||
- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) 📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
|
||||
@@ -516,13 +575,16 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [blazickjp/arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server) ☁️ 🐍 - Search ArXiv research papers
|
||||
- [chanmeng/google-news-mcp-server](https://github.com/ChanMeng666/server-google-news) 📇 ☁️ - 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/).
|
||||
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI `web_search` build-in tool.
|
||||
- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - MCP Server for DealX platform
|
||||
- [devflowinc/trieve](https://github.com/devflowinc/trieve/tree/main/clients/mcp-server) 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through [Trieve](https://trieve.ai)
|
||||
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) 🎖️ 📇 ☁️ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
|
||||
- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
|
||||
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) 🎖️ 📇 ☁️ – 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) 📇 ☁️ - Search via search1api (requires paid API key)
|
||||
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) 🐍 ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
|
||||
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) 🐍 ☁️ - A MCP server for Unsplash image search.
|
||||
- [Ihor-Sokoliuk/MCP-SearXNG](https://github.com/ihor-sokoliuk/mcp-searxng) 📇 🏠/☁️ - A Model Context Protocol Server for [SearXNG](https://docs.searxng.org)
|
||||
- [isnow890/naver-search-mcp](https://github.com/isnow890/naver-search-mcp) 📇 ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features.
|
||||
- [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
|
||||
@@ -534,15 +596,18 @@ 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
|
||||
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
|
||||
- [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.
|
||||
- [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
|
||||
- [zoomeye-ai/mcp_zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye) 📇 ☁️ - Querying network asset information by ZoomEye MCP Server
|
||||
- [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - MCP server that searches Baseline status using Web Platform API
|
||||
|
||||
### 🔒 <a name="security"></a>Security
|
||||
|
||||
- [dkvdm/onepassword-mcp-server](https://github.com/dkvdm/onepassword-mcp-server) - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
|
||||
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
|
||||
- [atomicchonk/roadrecon_mcp_server](https://github.com/atomicchonk/roadrecon_mcp_server) 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
|
||||
- [BurtTheCoder/mcp-dnstwist](https://github.com/BurtTheCoder/mcp-dnstwist) 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
|
||||
@@ -557,12 +622,15 @@ Access and analyze application monitoring data. Enables AI models to review erro
|
||||
- [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.
|
||||
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
|
||||
- [Gaffx/volatility-mcp](https://github.com/Gaffx/volatility-mcp) - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
|
||||
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
|
||||
|
||||
### 🏃 <a name="sports"></a>Sports
|
||||
|
||||
Tools for accessing sports-related data, results, and statistics.
|
||||
|
||||
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
|
||||
- [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
|
||||
|
||||
@@ -572,6 +640,7 @@ Tools for managing customer support, IT service management, and helpdesk operati
|
||||
|
||||
- [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.
|
||||
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - 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.
|
||||
|
||||
### 🌎 <a name="translation-services"></a>Translation Services
|
||||
|
||||
@@ -579,6 +648,12 @@ Translation tools and services to enable AI assistants to translate content betw
|
||||
|
||||
- [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="text-to-speech"></a>Text-to-Speech
|
||||
|
||||
Tools for converting text-to-speech and vice-versa
|
||||
|
||||
- [Kokoro TTS MCP](https://github.com/mberg/kokoro-tts-mcp) 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
|
||||
|
||||
### 🚆 <a name="travel-and-transportation"></a>Travel & Transportation
|
||||
|
||||
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
|
||||
@@ -613,7 +688,6 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube) 📇 ☁️ - Fetch YouTube subtitles
|
||||
- [andybrandt/mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant) - 🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
|
||||
- [andybrandt/mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver) 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
|
||||
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) 🐍 🏠 - Coinmarket API integration to fetch cryptocurrency listings and quotes
|
||||
- [apify/actors-mcp-server](https://github.com/apify/actors-mcp-server) 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
|
||||
- [apinetwork/piapi-mcp-server](https://github.com/apinetwork/piapi-mcp-server) 📇 ☁️ 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.
|
||||
- [awkoy/replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp) 📇 ☁️ - Provides the ability to generate images via Replicate's API.
|
||||
@@ -626,7 +700,9 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) 📇 🏠 - 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).
|
||||
- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) 🐍 🏠 - Yet another CLI tool for testing MCP servers
|
||||
- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
|
||||
- [EKibort/wrike-mcp-server](https://github.com/EKibort/wrike-mcp-server) - 🐍 🏠 - A lightweight implementation of a Wrike MCP server for interacting with Wrike tasks via public API.
|
||||
- [evalstate/mcp-miro](https://github.com/evalstate/mcp-miro) 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
|
||||
- [feuerdev/keep-mcp](https://github.com/feuerdev/keep-mcp) 🐍 ☁️ - Read, create, update and delete Google Keep notes.
|
||||
- [future-audiences/wikimedia-enterprise-model-context-protocol](https://gitlab.wikimedia.org/repos/future-audiences/wikimedia-enterprise-model-context-protocol) 🐍 ☁️ - Wikipedia Article lookup API
|
||||
- [githejie/mcp-server-calculator](https://github.com/githejie/mcp-server-calculator) 🐍 🏠 - This server enables LLMs to use calculator for precise numerical calculations
|
||||
- [gotoolkits/DifyWorkflow](https://github.com/gotoolkits/mcp-difyworkflow-server) - 🏎️ ☁️ Tools to the query and execute of Dify workflows
|
||||
@@ -639,10 +715,14 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [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
|
||||
- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK
|
||||
- [kimtth/mcp-remote-call-ping-pong](https://github.com/kimtth/mcp-remote-call-ping-pong) 🐍 🏠 - An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls
|
||||
- [kj455/mcp-kibela](https://github.com/kj455/mcp-kibela) - 📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
|
||||
- [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
|
||||
- [pollinations/chucknorris-mcp](https://github.com/pollinations/chucknorris-mcp) 📇 ☁️ - Specialized LLM enhancement prompts and jailbreaks with dynamic schema adaptation.
|
||||
- [louiscklaw/hko-mcp](https://github.com/louiscklaw/hko-mcp) 📇 🏠 - MCP server with basic demonstration of getting weather from Hong Kong Observatory
|
||||
- [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.
|
||||
- [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.
|
||||
@@ -661,6 +741,7 @@ Interact with Git repositories and version control platforms. Enables repository
|
||||
- [PV-Bhat/vibe-check-mcp-server](https://github.com/PV-Bhat/vibe-check-mcp-server) 📇 ☁️ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment.
|
||||
- [pwh-pwh/cal-mcp](https://github.com/pwh-pwh/cal-mcp) - An MCP server for Mathematical expression calculation
|
||||
- [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
|
||||
- [Rai220/think-mcp](https://github.com/Rai220/think-mcp) 🐍 🏠 - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in [Anthropic's article](https://www.anthropic.com/engineering/claude-think-tool).
|
||||
- [reeeeemo/ancestry-mcp](https://github.com/reeeeemo/ancestry-mcp) 🐍 🏠 - Allows the AI to read .ged files and genetic data
|
||||
- [rember/rember-mcp](https://github.com/rember/rember-mcp) 📇 🏠 - Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats.
|
||||
- [roychri/mcp-server-asana](https://github.com/roychri/mcp-server-asana) - 📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.
|
||||
|
||||
Reference in New Issue
Block a user