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A curated list of awesome Model Context Protocol (MCP) servers.

What is MCP?

MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

Clients

Checkout awesome-mcp-clients and glama.ai/mcp/clients.

Tip

Glama Chat is a multi-modal AI client with MCP support & AI gateway.

Tutorials

Community

Legend

  • 🎖️ – official implementation
  • programming language
    • 🐍 – Python codebase
    • 📇 – TypeScript codebase
    • 🏎️ – Go codebase
    • 🦀 – Rust codebase
    • #️⃣ - C# Codebase
    • ☕ - Java codebase
  • scope
    • ☁️ - Cloud Service
    • 🏠 - Local Service
    • 📟 - Embedded Systems
  • operating system
    • 🍎 – For macOS
    • 🪟 – For Windows
    • 🐧 - For Linux

Note

Confused about Local 🏠 vs Cloud ☁️?

  • Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
  • Use network when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

Note

We now have a web-based directory that is synced with the repository.

🔗 Aggregators

Servers for accessing many apps and tools through a single MCP server.

  • 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.
  • metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
  • mindsdb/mindsdb - Connect and unify data across various platforms and databases with MindsDB as a single MCP server.
  • glenngillen/mcpmcp-server ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
  • 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
  • PipedreamHQ/pipedream ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
  • 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.
  • tigranbs/mcgravity 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
  • MetaMCP 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
  • 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.
  • sxhxliang/mcp-access-point 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
  • hamflx/imagen3-mcp 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.

🎨 Art & Culture

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.

  • abhiemj/manim-mcp-server 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
  • burningion/video-editing-mcp 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
  • cswkim/discogs-mcp-server 📇 ☁️ - MCP server to interact with the Discogs API
  • djalal/quran-mcp-server 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
  • mikechao/metmuseum-mcp 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
  • r-huijts/rijksmuseum-mcp 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
  • r-huijts/oorlogsbronnen-mcp 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
  • samuelgursky/davinci-resolve-mcp 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
  • yuna0x0/anilist-mcp 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
  • diivi/aseprite-mcp 🐍 🏠 - MCP server using the Aseprite API to create pixel art
  • omni-mcp/isaac-sim-mcp 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
  • 8enSmith/mcp-open-library 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information.
  • PatrickPalmer/MayaMCP 🐍 🏠 - MCP server for Autodesk Maya

📂 Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

☁️ Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

  • qiniu/qiniu-mcp-server 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
  • alexbakers/mcp-ipfs 📇 ☁️ - upload and manipulation of IPFS storage
  • 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.
  • 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
  • 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.
  • aliyun/alibaba-cloud-ops-mcp-server 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
  • 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.
  • cloudflare/mcp-server-cloudflare 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
  • flux159/mcp-server-kubernetes - 📇 ☁️/🏠 Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
  • 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.
  • jdubois/azure-cli-mcp - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
  • 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.
  • 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.
  • 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.
  • 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.
  • 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.
  • strowk/mcp-k8s-go - 🏎️ ☁️/🏠 Kubernetes cluster operations through MCP
  • thunderboltsid/mcp-nutanix - 🏎️ 🏠/☁️ Go-based MCP Server for interfacing with Nutanix Prism Central resources.
  • 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.
  • 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.
  • wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 MCP Server for kubernetes management, and analyze your cluster, application health
  • 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.
  • 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.
  • redis/mcp-redis-cloud 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
  • 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.

👨‍💻 Code Execution

Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.

  • pydantic/pydantic-ai/mcp-run-python 🐍 🏠- Run Python code in a secure sandbox via MCP tool calls
  • 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
  • ckanthony/openapi-mcp 🏎️ ☁️ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
  • alfonsograziano/node-code-sandbox-mcp 📇 🏠 – A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown

🤖 Coding Agents

Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.

  • oraios/serena🐍🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
  • ezyang/codemcp 🐍🏠 - Coding agent with basic read, write and command line tools.
  • 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.

🖥️ Command Line

Run commands, capture output and otherwise interact with shells and command line tools.

💬 Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

  • AbdelStark/nostr-mcp ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
  • adhikasp/mcp-twikit 🐍 ☁️ - Interact with Twitter search and timeline
  • agentmail-toolkit/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.
  • arpitbatra123/mcp-googletasks 📇 ☁️ - An MCP server to interface with the Google Tasks API
  • 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.
  • chaindead/telegram-mcp 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
  • chigwell/telegram-mcp 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
  • elie222/inbox-zero 🐍 ☁️ - 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.
  • gitmotion/ntfy-me-mcp 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
  • gotoolkits/wecombot 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
  • 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
  • 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.
  • lharries/whatsapp-mcp 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
  • line/line-bot-mcp-server 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
  • MarkusPfundstein/mcp-gsuite 🐍 ☁️ - Integration with gmail and Google Calendar.
  • modelcontextprotocol/server-bluesky 📇 ☁️ - Bluesky instance integration for querying and interaction
  • modelcontextprotocol/server-slack 📇 ☁️ - Slack workspace integration for channel management and messaging
  • korotovsky/slack-mcp-server 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
  • 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.
  • takumi0706/google-calendar-mcp 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
  • teddyzxcv/ntfy-mcp - The MCP server that keeps you informed by sending the notification on phone using ntfy
  • userad/didlogic_mcp 🐍 ☁️ - An MCP server for DIDLogic. Adds functionality to manage SIP endpoints, numbers and destinations.
  • zcaceres/gtasks-mcp 📇 ☁️ - An MCP server to Manage Google Tasks
  • InditexTech/mcp-teams-server 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
  • softeria/ms-365-mcp-server 📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite using Graph API (including mail, files, Excel, calendar)
  • YCloud-Developers/ycloud-whatsapp-mcp-server 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
  • jaipandya/producthunt-mcp-server 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.

👤 Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

🗄️ Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.

  • Aiven-Open/mcp-aiven - 🐍 ☁️ 🎖️ - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
  • alexanderzuev/supabase-mcp-server - Supabase MCP Server with support for SQL query execution and database exploration tools
  • aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
  • benborla29/mcp-server-mysql ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
  • bytebase/dbhub 📇 🏠 – Universal database MCP server supporting mainstream databases.
  • c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
  • Canner/wren-engine 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
  • centralmind/gateway 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
  • chroma-core/chroma-mcp 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
  • ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
  • confluentinc/mcp-confluent 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
  • Couchbase-Ecosystem/mcp-server-couchbase 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
  • cr7258/elasticsearch-mcp-server 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
  • crystaldba/postgres-mcp 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
  • Dataring-engineering/mcp-server-trino 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
  • tuannvm/mcp-trino 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino
  • designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
  • 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
  • domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
  • edwinbernadus/nocodb-mcp-server 📇 ☁️ - Nocodb database integration, read and write capabilities
  • ergut/mcp-bigquery-server 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
  • f4ww4z/mcp-mysql-server 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
  • fireproof-storage/mcp-database-server 📇 ☁️ - Fireproof ledger database with multi-user sync
  • 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.
  • furey/mongodb-lens 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
  • gannonh/firebase-mcp 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
  • get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries (Source)
  • googleapis/genai-toolbox 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
  • GreptimeTeam/greptimedb-mcp-server 🐍 🏠 - MCP Server for querying GreptimeDB.
  • 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 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
  • isaacwasserman/mcp-snowflake-server 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
  • joshuarileydev/supabase-mcp-server - Supabase MCP Server for managing and creating projects and organisations in Supabase
  • jovezhong/mcp-timeplus 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
  • KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
  • kiliczsh/mcp-mongo-server 📇 🏠 - A Model Context Protocol Server for MongoDB
  • ktanaka101/mcp-server-duckdb 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
  • LucasHild/mcp-server-bigquery 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
  • quarkiverse/mcp-server-jdbc ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
  • jparkerweb/mcp-sqlite 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
  • memgraph/mcp-memgraph 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
  • modelcontextprotocol/server-postgres 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
  • modelcontextprotocol/server-sqlite 🐍 🏠 - SQLite database operations with built-in analysis features
  • neo4j-contrib/mcp-neo4j 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
  • neondatabase/mcp-server-neon 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
  • 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 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
  • openlink/mcp-server-sqlalchemy 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
  • pab1it0/adx-mcp-server 🐍 ☁️ - Query and analyze Azure Data Explorer databases
  • pab1it0/prometheus-mcp-server 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system.
  • 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 🐍 🏠 - A Qdrant MCP server
  • QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
  • 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 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.
  • 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 🐍 ☁️ - Pinecone integration with vector search capabilities
  • 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 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
  • tradercjz/dolphindb-mcp-server 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
  • 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 📇 ☁️ — 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 🐍 ☁️ - 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 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
  • zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
  • openlink/mcp-server-jdbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
  • hydrolix/mcp-hydrolix 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.

📊 Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

  • flowcore/mcp-flowcore-platform 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
  • JordiNei/mcp-databricks-server 🐍 ☁️ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
  • yashshingvi/databricks-genie-MCP 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
  • 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 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
  • dbt-labs/dbt-mcp 🎖️ 🐍 🏠 ☁️ - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.

💻 Developer Tools

Tools and integrations that enhance the development workflow and environment management.

  • 21st-dev/Magic-MCP - Create crafted UI components inspired by the best 21st.dev design engineers.
  • Hypersequent/qasphere-mcp 🎖️ 📇 ☁️ - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
  • 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 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
  • api7/apisix-mcp 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in Apache APISIX.
  • automation-ai-labs/mcp-link 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
  • azer/react-analyzer-mcp 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
  • davidlin2k/pox-mcp-server 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
  • 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 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
  • CircleCI/mcp-server-circleci 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
  • currents-dev/currents-mcp 🎖️ 📇 ☁️ Enable AI Agents to fix Playwright test failures reported to Currents.
  • delano/postman-mcp-server 📇 ☁️ - Interact with Postman API
  • flipt-io/mcp-server-flipt 📇 🏠 - Enable AI assistants to interact with your feature flags in Flipt.
  • GLips/Figma-Context-MCP 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
  • gofireflyio/firefly-mcp 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with Firefly.
  • 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 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
  • higress-group/higress-ops-mcp-server 🐍 🏠 - MCP server that provides comprehensive tools for managing Higress gateway configurations and operations.
  • 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 🏎️ 🏠 - A MCP server for interacting with Go's Language Server Protocol (gopls) and benefit from advanced Go code analysis features.
  • hungthai1401/bruno-mcp 📇 🏠 - A MCP server for interacting with Bruno API Client.
  • hyperb1iss/droidmind 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
  • XixianLiang/HarmonyOS-mcp-server 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
  • 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 🐍 🏠 - MCP server for local compression of various image formats.
  • 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 📇 🏠 🍎 - 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 📇 🏠 - 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 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot
  • 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 🎖️ 📇 🏠 - Connect to JetBrains IDE
  • qainsights/jmeter-mcp-server 🐍 🏠 - JMeter MCP Server for performance testing
  • 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 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
  • joshuarileydev/simulator-mcp-server 📇 🏠 - An MCP server to control iOS Simulators
  • qainsights/k6-mcp-server 🐍 🏠 - Grafana k6 MCP Server for performance testing
  • 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 🐍 🏠 - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management.
  • 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 🐍 🏠 - Locust MCP Server for performance testing
  • 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 📇 ☁️ - lets your preferred AI agent create & run fully managed Octomind end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
  • kadykov/mcp-openapi-schema-explorer 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
  • 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 🐍 🏠 - 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 🏎️ 🏠 - Docker container management and operations through MCP
  • ckreiling/mcp-server-docker 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
  • r-huijts/xcode-mcp-server 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
  • 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 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform Rootly.
  • sammcj/mcp-package-version 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
  • 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 🐍 🏠 - 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 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
  • stass/lldb-mcp 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
  • TencentEdgeOne/edgeone-pages-mcp 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
  • 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 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
  • VSCode Devtools 📇 - Connect to VSCode ide and use semantic tools like find_usages
  • xcodebuild 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
  • xzq.xu/jvm-mcp-server 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server.
  • yangkyeongmo@/mcp-server-apache-airflow 🐍 🏠 - MCP server that connects to Apache Airflow using official client.
  • YuChenSSR/mindmap-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
  • YuChenSSR/multi-ai-advisor 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
  • 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 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
  • zenml-io/mcp-zenml 🐍 🏠 ☁️ - An MCP server to connect with your ZenML MLOps and LLMOps pipelines
  • idosal/git-mcp 📇 ☁️ - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation
  • tgeselle/bugsnag-mcp 📇 ☁️ - An MCP server for interacting with Bugsnag
  • jordandalton/restcsv-mcp-server 📇 ☁️ - An MCP server for CSV files.
  • cjo4m06/mcp-shrimp-task-manager 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. ShrimpTaskManager
  • axliupore/mcp-code-runner 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
  • yikakia/godoc-mcp-server 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
  • ckanthony/gin-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
  • alimo7amed93/webhook-tester-mcp 🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.

🧮 Data Science Tools

Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.

📟 Embedded System

Provides access to documentation and shortcuts for working on embedded devices.

  • horw/esp-mcp 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.

📂 File Systems

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.

💰 Finance & Fintech

Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information.

  • aaronjmars/web3-research-mcp 📇 ☁️ - Deep Research for crypto - free & fully local
  • alchemy/alchemy-mcp-server 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy's blockchain APIs.
  • OctagonAI/octagon-mcp-server 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
  • anjor/coinmarket-mcp-server 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
  • ariadng/metatrader-mcp-server 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform
  • armorwallet/armor-crypto-mcp 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
  • bankless/onchain-mcp 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
  • 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 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
  • ahnlabio/bicscan-mcp 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
  • bitteprotocol/mcp 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
  • chargebee/mcp 🎖️ 📇 ☁️ - MCP Server that connects AI agents to Chargebee platform.
  • codex-data/codex-mcp 🎖️ 📇 ☁️ - Codex API integration for real-time enriched blockchain and market data on 60+ networks
  • coinpaprika/dexpaprika-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance DexPaprika API 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 📇 ☁️ - 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 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
  • ferdousbhai/tasty-agent 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
  • getalby/nwc-mcp-server 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
  • 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 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
  • kukapay/blockbeats-mcp 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
  • kukapay/bridge-rates-mcp 📇 ☁️ - Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents.
  • kukapay/chainlink-feeds-mcp 📇 ☁️ - Providing real-time access to Chainlink's decentralized on-chain price feeds.
  • kukapay/cointelegraph-mcp 🐍 ☁️ - Providing real-time access to the latest news from Cointelegraph.
  • kukapay/crypto-feargreed-mcp 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data.
  • kukapay/crypto-indicators-mcp 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
  • kukapay/crypto-news-mcp 🐍 ☁️ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
  • kukapay/crypto-portfolio-mcp 🐍 ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations.
  • kukapay/crypto-sentiment-mcp 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
  • kukapay/crypto-trending-mcp 🐍 ☁️ - Tracking the latest trending tokens on CoinGecko.
  • kukapay/crypto-whitepapers-mcp 🐍 ☁️ - Serving as a structured knowledge base of crypto whitepapers.
  • kukapay/cryptopanic-mcp-server 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
  • kukapay/defi-yields-mcp 🐍 ☁️ - An MCP server for AI agents to explore DeFi yield opportunities.
  • kukapay/dune-analytics-mcp 🐍 ☁️ - A mcp server that bridges Dune Analytics data to AI agents.
  • kukapay/etf-flow-mcp 🐍 ☁️ - Delivering crypto ETF flow data to power AI agents' decision-making.
  • kukapay/freqtrade-mcp 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
  • kukapay/funding-rates-mcp 🐍 ☁️ - Providing real-time funding rate data across major crypto exchanges.
  • kukapay/jupiter-mcp 🐍 ☁️ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
  • kukapay/pancakeswap-poolspy-mcp 🐍 ☁️ - An MCP server that tracks newly created pools on Pancake Swap.
  • kukapay/rug-check-mcp 🐍 ☁️ - An MCP server that detects potential risks in Solana meme tokens.
  • kukapay/thegraph-mcp 🐍 ☁️ - An MCP server that powers AI agents with indexed blockchain data from The Graph.
  • kukapay/token-minter-mcp 🐍 ☁️ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
  • kukapay/token-revoke-mcp 🐍 ☁️ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.
  • kukapay/twitter-username-changes-mcp 🐍 ☁️ - An MCP server that tracks the historical changes of Twitter usernames.
  • kukapay/uniswap-poolspy-mcp 🐍 ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
  • kukapay/uniswap-trader-mcp 🐍 ☁️ - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
  • kukapay/whale-tracker-mcp 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions.
  • 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 - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
  • 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 📇 ☁️ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.
  • minhyeoky/mcp-server-ledger 🐍 🏠 - A ledger-cli integration for managing financial transactions and generating reports.
  • openMF/mcp-mifosx ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
  • narumiruna/yfinance-mcp 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
  • polygon-io/mcp_polygon)) 🐍 ☁️ - An MCP server that provides access to Polygon.io financial market data APIs for stocks, indices, forex, options, and more.
  • pwh-pwh/coin-mcp-server 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
  • 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 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
  • tooyipjee/yahoofinance-mcp 📇 ☁️ - TS version of yahoo finance mcp.
  • SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
  • RomThpt/xrpl-mcp-server 📇 ☁️ - 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 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
  • HuggingAGI/mcp-baostock-server 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
  • wowinter13/solscan-mcp 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.

🎮 Gaming

Integration with gaming related data, game engines, and services

  • IvanMurzak/Unity-MCP #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
  • CoderGamester/mcp-unity #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development
  • 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 🐍 ☁️ - 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 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
  • opgginc/opgg-mcp 📇 ☁️ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.

🧠 Knowledge & Memory

Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.

  • CheMiguel23/MemoryMesh 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
  • graphlit-mcp-server 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
  • hannesrudolph/mcp-ragdocs 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
  • kaliaboi/mcp-zotero 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
  • mcp-summarizer 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
  • 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 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
  • pinecone-io/assistant-mcp 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
  • topoteretes/cognee 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
  • unibaseio/membase-mcp 📇 ☁️ - Save and query your agent memory in distributed way by Membase
  • 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.
  • 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.

🗺️ Location Services

Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.

🎯 Marketing

Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.

  • 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 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
  • 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.

📊 Monitoring

Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.

  • grafana/mcp-grafana 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
  • tumf/grafana-loki-mcp 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API.
  • 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 - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
  • metoro-io/metoro-mcp-server 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
  • MindscapeHQ/server-raygun 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
  • modelcontextprotocol/server-sentry 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
  • pydantic/logfire-mcp 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
  • 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）

🎥 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 🎥 🔊 - 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

🔎 Search & Data Extraction

🔒 Security

  • dkvdm/onepassword-mcp-server - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
  • 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 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
  • BurtTheCoder/mcp-dnstwist 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
  • 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 📇 🪟 ☁️ - 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 📇 🪟 ☁️ - 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 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering.
  • 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.
  • jyjune/mcp_vms 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
  • 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 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using Semgrep.
  • slouchd/cyberchef-api-mcp-server 🐍 ☁️ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.
  • 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 📇 ☁️ - 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 🐍 🏠 - 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 🐍 🏠 - 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 🏎️ 🏠 - 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 - 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.
  • co-browser/attestable-mcp-server 🐍 🏠 ☁️ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using RA-TLS. This allows an MCP client to verify the server before conencting.
  • 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.
  • zinja-coder/apktool-mcp-server 🐍 🏠 - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.

🏃 Sports

Tools for accessing sports-related data, results, and statistics.

  • 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 📇 ☁️ - 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 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
  • willvelida/mcp-afl-server ☁️ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings.

🎧 Support & Service Management

Tools for managing customer support, IT service management, and helpdesk operations.

  • 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 🏎️ ☁️ - 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 🐍 ☁️ - 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.

🌎 Translation Services

Translation tools and services to enable AI assistants to translate content between different languages.

  • translated/lara-mcp 🎖️ 📇 ☁️ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.

🎧 Text-to-Speech

Tools for converting text-to-speech and vice-versa

  • 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.

🚆 Travel & Transportation

Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.

  • Airbnb MCP Server 📇 ☁️ - Provides tools to search Airbnb and get listing details.
  • KyrieTangSheng/mcp-server-nationalparks 📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
  • NS Travel Information MCP Server 📇 ☁️ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
  • pab1it0/tripadvisor-mcp 📇 🐍 - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces

🔄 Version Control

Interact with Git repositories and version control platforms. Enables repository management, code analysis, pull request handling, issue tracking, and other version control operations through standardized APIs.

🛠️ Other Tools and Integrations

Frameworks

Utilities

  • boilingdata/mcp-server-and-gw 📇 - An MCP stdio to HTTP SSE transport gateway with example server and MCP client.
  • f/MCPTools 🔨 - A command-line development tool for inspecting and interacting with MCP servers with extra features like mocks and proxies.
  • flux159/mcp-chat 📇🖥️ - A CLI based client to chat and connect with any MCP server. Useful during development & testing of MCP servers.
  • isaacwasserman/mcp-langchain-ts-client 📇 – Use MCP provided tools in LangChain.js
  • kukapay/whattimeisit-mcp 🐍 ☁️ - A lightweight mcp server that tells you exactly what time is it.
  • kukapay/whereami-mcp 🐍 ☁️ - A lightweight mcp server that tells you exactly where you are based on your current IP.
  • kukapay/whoami-mcp 🐍 🏠 - A lightweight MCP server that tells you exactly who you are.
  • lightconetech/mcp-gateway 📇 - A gateway demo for MCP SSE Server.
  • mark3labs/mcphost 🏎️ - A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).
  • MCP-Connect 📇 - A tiny tool that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests.
  • SecretiveShell/MCP-Bridge 🐍 – an openAI middleware proxy to use mcp in any existing openAI compatible client
  • sparfenyuk/mcp-proxy 🐍 – An MCP stdio to SSE transport gateawy.
  • TBXark/mcp-proxy 🏎️ - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single http server.
  • upsonic/gpt-computer-assistant 🐍 – framework to build vertical AI agent
  • JoshuaSiraj/mcp_auto_register 🐍 – tool to automate the registration of functions and classes from a python package into a FastMCP instance.

Tips and Tricks

Official prompt to inform LLMs how to use MCP

Want to ask Claude about Model Context Protocol?

Create a Project, then add this file to it:

https://modelcontextprotocol.io/llms-full.txt

Now Claude can answer questions about writing MCP servers and how they work

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A collection of MCP servers.

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