Featured MCP Server List

What is MCP

MCP ^[1] is an open protocol that allows 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 connectivity, API integration, and other contextual services.

Client

Check out awesome-mcp-clients and glama.ai/mcp/clients.

hint

Glama Chat is a multimodal AI client that supports MCP and AI Gateway.

Tutorial

• Model Context Protocol (MCP) Quick Start ^[2]• Set up the Claude desktop application to use a SQLite database ^[3]

legend

• ?️ – Official implementation• programming language• ? – Python code base• ? – TypeScript codebase• ?️ – Go codebase• ? – Rust codebase• #️⃣ - C# codebase• ☕ - Java code base• scope• ☁️ - Cloud Services• ? - Local Services• ? - Embedded Systems• operating system• ? – macOS• ? – Windows• ? - Linux

Note

The difference between local and cloud

• Use "local" when the MCP server interacts with locally installed software, such as controlling the Chrome browser.• Use "Networking" when the MCP server interacts with a remote API, such as a weather API.

Server Implementation

? Aggregator

Access many applications and tools through a single MCP server.

• julien040/anyquery  ?️ ? ☁️ - Query a single binary for 40+ apps using SQL. It can also connect to your PostgreSQL, MySQL or SQLite compatible database. Designed to be local-first and private.• metatool-ai/metatool-app  ? ☁️ ? ? ? ? - MetaMCP is a unified middleware MCP server that manages your MCP connections through a graphical user interface (GUI).• mindsdb/mindsdb  - Connect and unify data from different platforms and databases through MindsDB as a single MCP server.• wegotdocs/open-mcp  ? ? ? ? ? - Convert a Web API to an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org• PipedreamHQ/pipedream  ☁️ ? - Connect through 2,500 APIs and 8,000+ pre-built tools, and manage your users’ servers from within your app.• VeriTeknik/pluggedin-mcp-proxy  ? ? - A comprehensive proxy server that combines multiple MCP servers into a single interface, providing extensive visualization capabilities. It provides discovery and management of tools, tips, resources and templates across servers, and also provides an experimental environment for debugging MCP server builds.• tigranbs/mcgravity  ? ? - A proxy tool to combine multiple MCP servers into a unified endpoint. Scales the AI ​​tool to multiple MCP servers by load balancing requests, similar to how Nginx works in web servers.• MetaMCP  ? ☁️ ? ? ? ? - MetaMCP is a unified middleware MCP server that manages your MCP connections through a GUI.• WayStation-ai/mcp  ☁️ ? ? - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). It takes less than 90 seconds.

? Arts and Culture

Access and explore art collections, cultural heritage, and museum databases. Enable AI models to search and analyze art 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 collection.• cswkim/discogs-mcp-server  ? ☁️ - MCP server for interacting with the Discogs API.• djalal/quran-mcp-server  ? ☁️ - MCP server for interacting with the Quran.com corpus via the official REST API v4.• mikechao/metmuseum-mcp  ? ☁️ - Metropolitan Museum of Art Collection API integration for searching and displaying artworks in the collection.• r-huijts/rijksmuseum-mcp  ? ☁️ - Rijksmuseum API integration for search, details and collections of artworks.• r-huijts/oorlogsbronnen-mcp  ? ☁️ - Oorlogsbronnen (War Resources) API integration for access to Dutch (1940-1945) WWII historical records, photos and documents.• samuelgursky/davinci-resolve-mcp  ? - MCP server integration for DaVinci Resolve providing powerful video editing, color grading, media management and project control tools.• yuna0x0/anilist-mcp  ? ☁️ - An MCP server integrated with AniList API for getting anime and manga information.• diivi/aseprite-mcp  ? ? - MCP server for creating pixel art using the Aseprite API.• omni-mcp/isaac-sim-mcp  ? ☁️ - An MCP server and extensions that support natural language control of NVIDIA Isaac Sim, Lab, OpenUSD, etc.• 8enSmith/mcp-open-library  ? ☁️ - An MCP server serving the Open Library API, enabling AI assistants to search for book information.

? Browser Automation

Web content access and automation capabilities. Enable AI to search, crawl, and process web content in an AI-friendly format.

• 34892002/bilibili-mcp-js  ? ? - An MCP server that supports searching Bilibili content. Provides LangChain integration examples and test scripts.• aircodelabs/grasp  ? ? - Self-hosted browser using a proxy with built-in MCP and A2A support.• automatalabs/mcp-server-playwright  ? - An MCP server for browser automation using Playwright.• blackwhite084/playwright-plus-python-mcp  ? - An MCP Python server using Playwright for browser automation, more suitable for LLM.• browserbase/mcp-server-browserbase  ?️ ? - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, etc.).• browsermcp/mcp  ? ? - Automate your local Chrome browser.• co-browser/browser-use-mcp-server  ? - Packages browser-use as an MCP server with support for SSE transport. Includes a Dockerfile for running Chromium and a VNC server in Docker.• executeautomation/playwright-mcp-server  ? - An MCP server for browser automation and web scraping using Playwright.• eyalzh/browser-control-mcp  ? ? - An MCP server that pairs with a browser extension to enable LLM clients to control the user's browser (Firefox).• fradser/mcp-server-apple-reminders  ? ? ? - An MCP server for interacting with Apple Reminders on macOS.• getrupt/ashra-mcp  ? ? - Extract structured data from any website. Just prompt and get JSON data.• kimtaeyoon83/mcp-server-youtube-transcript  ? ☁️ - Get YouTube subtitles and transcripts for AI analysis.• kimtth/mcp-aoai-web-browsing  ? ? - A minimal server/client MCP implementation using Azure OpenAI and Playwright.• microsoft/playwright-mcp  - The official Microsoft Playwright MCP server, allowing LLMs to interact with web pages via structured accessibility snapshots.• modelcontextprotocol/server-puppeteer  ? ? - Browser automation for web scraping and interaction.• ndthanhdev/mcp-browser-kit  ? ? - An MCP server that interacts with Manifest V2 compatible browsers.• pskill9/web-search  ? ? - An MCP server that allows free web searching using Google search results, without the need for an API key.• recursechat/mcp-server-apple-shortcuts  ? ? ? - MCP server integrated with Apple Shortcuts.

☁️ Cloud Platform

Cloud platform service integration. Makes it possible to manage and interact with cloud infrastructure and services.

• qiniu/qiniu-mcp-server  ? ☁️ - An MCP based on the Qiniu Cloud product, supporting access to Qiniu cloud storage, media processing services, etc.• alexbakers/mcp-ipfs  ? ☁️ - Upload and manipulate IPFS storage.• VmLia/books-mcp-server  ? ☁️ - This is an MCP server for querying books, which can be applied to common MCP clients such as Cherry Studio.• alexei-led/aws-mcp-server  ? ☁️ - A lightweight and powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply common AWS task prompt templates in a secure Docker environment with support for multiple architectures.• alexei-led/k8s-mcp-server  ? - A lightweight and powerful server that enables AI assistants to execute Kubernetes CLI commands (kubectl, helm, istioctl and argocd) through Unix pipelines in a secure Docker environment, supporting multiple architectures.• bright8192/esxi-mcp-server  ? ☁️ - VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing a simple REST API interface 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 handling pods, deployments, services, etc.• hardik-id/azure-resource-graph-mcp-server  ? ☁️/? - A Model Context Protocol server for querying and analyzing Azure resources, leveraging 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 interact directly with Azure.• johnneerdael/netskope-mcp  ? ☁️ - An MCP providing access to the Netskope private access component, including detailed setup information and examples of LLM usage.• Manusa/Kubernetes MCP Server  ?️ ? - A powerful Kubernetes MCP server with additional support for OpenShift. In addition to providing CRUD operations for any Kubernetes resource, it also provides dedicated tools for interacting with the cluster.• nwiizo/tfmcp  ? ? - A Terraform MCP server that allows AI assistants to manage and operate Terraform environments, supporting reading configurations, analyzing plans, applying configurations, and managing Terraform states.• pulumi/mcp-server  ?️ ? ? - MCP server for interacting with Pulumi, leveraging the Pulumi Automation API and the Pulumi Cloud API. Enables MCP clients to perform operations such as retrieving package information, previewing changes, deploying updates, and retrieving stack outputs.• rohitg00/kubectl-mcp-server  ? ☁️/? - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants (like Claude, Cursor, etc.) to interact with Kubernetes clusters via natural language.• strowk/mcp-k8s-go  ?️ ☁️/? - Kubernetes cluster operations via MCP.• thunderboltsid/mcp-nutanix  ?️ ?/☁️ - A Go-based MCP server for interfacing with Nutanix Prism Central resources.• weibaohui/k8m  ?️ ☁️/? - Provides MCP multi-cluster Kubernetes management and operations, with a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports standard and CRD resources.• weibaohui/kom  ?️ ☁️/? - Provides MCP multi-cluster Kubernetes management and operations. Can be integrated into your project as an SDK and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports standard and CRD resources.• wenhuwang/mcp-k8s-eye  ?️ ☁️/? - MCP server for Kubernetes management, analyzing cluster and application health.• erikhoward/adls-mcp-server  ? ☁️/? - MCP server for Azure Data Lake Storage. Can perform container management, read/write/upload/download operations, and manage file metadata.• silenceper/mcp-k8s  ?️ ☁️/? - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to interact with any resource in the Kubernetes cluster through natural language, including local resources (such as Deployment, Service) and custom resources (CRD). No need to remember complex commands - just describe your needs, and AI will accurately perform the corresponding cluster operations, greatly improving the availability of Kubernetes.• redis/mcp-redis-cloud  ☁️ - Easily manage your Redis Cloud resources 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 interact seamlessly with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring.

?‍? Code Execution

Code Execution Server. Allows LLM to execute code in a secure environment, such as 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 safe and scalable sandbox environment, and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages.

? Coding Agent

A complete coding agent that enables LLM to read, edit and execute code, solving common programming tasks completely autonomously.

• oraios/serena  ?? - A full-featured encoding agent that relies on symbolic code operations using a language server.• ezyang/codemcp  ?? - An encoding agent with basic reading, writing 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 competition data access.

???? Command line

Run commands, capture output, and interact with shell and command-line tools.

• ferrislucas/iterm-mcp  ?️ ?️ ? - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.• g0t4/mcp-server-commands  ? ? - Run any command using the run_command and run_script tools.• maxim-saplin/mcp_safe_local_python_executor  - safe Python interpreter based on HF SmolAgents LocalPythonExecutor.• MladenSU/cli-mcp-server  ? ? - Command line interface with secure execution and customizable security policies.• OthmaneBlial/term_mcp_DeepSeek  ? ? - A DeepSeek-like MCP server for Terminal.• tumf/mcp-shell-server  - A secure shell command execution server that implements the Model Context Protocol (MCP).• automateyournetwork/pyATS_MCP  - Cisco pyATS server that enables structured, model-driven interaction with network devices.• wonderwhy-er/DesktopCommanderMCP  ? ? ? ? ? - A Swiss Army knife of tools that can manage/execute programs and read/write/search/edit code and text files.

? Communication

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

• AbdelStark/nostr-mcp  ☁️ - A Nostr MCP server, allowing interaction with Nostr, posting notes, etc.• adhikasp/mcp-twikit  ? ☁️ - Interact with Twitter search and timeline.• agentmail-toolkit/mcp  ? ? - An MCP server for quickly creating inboxes, sending, receiving and processing emails. We are not AI agents for email, but email services for AI agents.• arpitbatra123/mcp-googletasks  ? ☁️ - An MCP server that interfaces 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 LLM to query and analyze iMessage conversations. Includes strong phone number validation, attachment handling, contact management, group chat handling, and full message sending and receiving support.• chaindead/telegram-mcp  ?️ ? - Telegram API integration for accessing user data, managing conversations (chats, channels, groups), retrieving messages and handling read status.• chigwell/telegram-mcp  ? ? - Telegram API integration for accessing user data, managing conversations (chats, channels, groups), retrieving messages, sending messages, and handling read status.• elie222/inbox-zero  ? ☁️ - An MCP server for Inbox Zero that enhances Gmail's functionality, such as finding emails that need a reply or follow-up.• gitmotion/ntfy-me-mcp  ☁️ - A ntfy MCP server allowing to send/get ntfy notifications from AI agents to your self-hosted ntfy server (supports secure token auth and more - use npx or docker!).• gotoolkits/wecombot  ? ☁️ - An MCP server application that sends various types of messages to a WeCom group bot.• hannesrudolph/imessage-query-fastmcp-mcp-server  ? ? ? - An MCP server that provides secure access to your iMessage database via the Model Context Protocol (MCP), enabling LLM to query and analyze iMessage conversations, supporting proper phone number validation and attachment handling.• jagan-shanmugam/mattermost-mcp-host  - An MCP server and MCP host that provide access to Mattermost teams, channels, and messages. The MCP host is integrated as a bot in Mattermost that can access and configure the MCP server.• lharries/whatsapp-mcp  ? ?️ - An MCP server to search your personal WhatsApp messages, contacts, and send messages to individuals or groups.• line/line-bot-mcp-server  ? ? ☁️ - MCP server for integrating LINE official account.• MarkusPfundstein/mcp-gsuite  ? ☁️ - Integrates 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  ? ? - An MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, etc.• takumi0706/google-calendar-mcp  ? ☁️ - An MCP server that interfaces with the Google Calendar API. Based on TypeScript.• teddyzxcv/ntfy-mcp  - An MCP server that uses ntfy to send notifications to your phone, keeping you informed.• userad/didlogic_mcp  ? ☁️ - An MCP server for DIDLogic. Adds functionality to manage SIP endpoints, numbers and destinations.• zcaceres/gtasks-mcp  ? ☁️ - An MCP server for managing Google Tasks.• InditexTech/mcp-teams-server  ? ☁️ - An MCP server for integrating Microsoft Teams messaging (read, post, mention, list members and threads).• softeria/ms-365-mcp-server  ? ☁️ - An MCP server that connects to the Microsoft 365 suite (including mail, files, Excel, calendar, etc.) through the Graph API.• YCloud-Developers/ycloud-whatsapp-mcp-server  ? ? - MCP server for YCloud’s WhatsApp Business Platform.• jaipandya/producthunt-mcp-server  ? ? - MCP server for Product Hunt. Interact with trending posts, comments, favorites, users and more.

? Customer Data Platform

Provides access to customer profiles in the Customer Data Platform.

• iaptic/mcp-server-iaptic  ?️ ? ☁️ - Connect to iaptic to query customer purchases, transaction data, and app revenue statistics.• OpenDataMCP/OpenDataMCP  ? ☁️ - Connect any open data to any LLM through the Model Context Protocol (MCP).• sergehuber/inoyu-mcp-unomi-server  ? ☁️ - An MCP server for accessing and updating customer profiles on an Apache Unomi CDP server.• tinybirdco/mcp-tinybird  ? ☁️ - An MCP server for interacting with a Tinybird workspace, supporting any MCP client.

???? Database

Provides secure database access and schema checking capabilities. Enables querying and analysis of data, supporting configurable security controls, including read-only access.

• Aiven-Open/mcp-aiven  ? ☁️ ?️ - Navigate your Aiven projects and interact with PostgreSQL®, Apache Kafka®, ClickHouse®, and OpenSearch® services.• alexanderzuev/supabase-mcp-server  - Supabase MCP server, supporting SQL query execution and database exploration tools.• aliyun/alibabacloud-tablestore-mcp-server  ☕ ? ☁️ - MCP service for Tablestore, with features including adding documents, vector- and scalar-based document semantic search, and support for RAG and serverless.• benborla29/mcp-server-mysql  ☁️ ? - NodeJS-based MySQL database integration with configurable access control and schema checking.• bytebase/dbhub  ? ? – General database MCP server that supports mainstream databases.• c4pt0r/mcp-server-tidb  ? ☁️ - TiDB database integration, supporting schema checking and query functions.• Canner/wren-engine  ? ? ? - Semantic engine for Model Context Protocol (MCP) clients and AI agents.• centralmind/gateway  ?️ ? ? ? - MCP and MCP SSE servers, automatically generate APIs based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase.• chroma-core/chroma-mcp  ?️ ? ☁️ ? - Chroma MCP server for accessing local and cloud Chroma instances for retrieval capabilities.• ClickHouse/mcp-clickhouse  ? ☁️ - ClickHouse database integration, supporting schema checking and query functions.• confluentinc/mcp-confluent  ? ☁️ - Confluent integration for interacting with Confluent Kafka and Confluent Cloud REST APIs.• cr7258/elasticsearch-mcp-server  ? ? - Provides MCP server implementation for Elasticsearch interaction.• crystaldba/postgres-mcp  ? ? - All-in-one Postgres development and operations MCP server, providing performance analysis, tuning, and health checking tools.• Dataring-engineering/mcp-server-trino  ? ☁️ - Trino MCP server, used to query and access data of Trino cluster.• tuannvm/mcp-trino  ?️ ☁️ - Go implementation of Trino's Model Context Protocol (MCP) server.• designcomputer/mysql_mcp_server  ? ? - MySQL database integration with configurable access controls, schema checking, and comprehensive security guidance.• wenb1n-dev/mysql_mcp_server_pro  ? ? - Supports SSE and STDIO; is not limited to MySQL's CRUD functions, but also includes database exception analysis capabilities; controls database permissions based on roles; and facilitates developers to use custom extension tools.• domdomegg/airtable-mcp-server  ? ? - Airtable database integration, supporting schema checking, reading and writing functions.• edwinbernadus/nocodb-mcp-server  ? ☁️ - Nocodb database integration, supporting read and write functions.• ergut/mcp-bigquery-server  ? ☁️ - Server implementation for Google BigQuery integration, supporting direct access to the BigQuery database and querying it.• f4ww4z/mcp-mysql-server  ? ? - MySQL database integration based on Node.js, providing secure MySQL database operations.• fireproof-storage/mcp-database-server  ? ☁️ - Fireproof storage ledger database, supports multi-user synchronization.• FreePeak/db-mcp-server  ?️ ? – A high-performance multi-database MCP server built in Golang with support for MySQL and PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, and seamlessly integrates with Cursor to enhance database workflows.• furey/mongodb-lens  ? ? - MongoDB Lens: A full-featured MCP server for the MongoDB database.• gannonh/firebase-mcp  ? ⛅️ - Firebase service integration including Auth, Firestore, and Storage.• get-convex/convex-backend  ? ☁️ - Convex database integration to inspect tables, functions and run single queries (source).• googleapis/genai-toolbox  ?️ ☁️ - An open source MCP server focused on providing simple, fast and secure tooling for databases.• GreptimeTeam/greptimedb-mcp-server  ? ? - MCP server for querying GreptimeDB.• hannesrudolph/sqlite-explorer-fastmcp-mcp-server  ? ? - An MCP server that provides secure, read-only access to SQLite databases over the Model Context Protocol (MCP). Built using the FastMCP framework, this server enables LLMs to explore and query SQLite databases, with built-in security features and query validation.• idoru/influxdb-mcp-server  ? ☁️ ? - Run queries against the InfluxDB OSS API v2.• isaacwasserman/mcp-snowflake-server  ? ☁️ - Snowflake integration, enabling read and (optional) write operations, and insight tracking.• joshuarileydev/supabase-mcp-server  - Supabase MCP Server for managing and creating projects and organizations in Supabase.• jovezhong/mcp-timeplus  ? ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data and query streaming data using SQL.• KashiwaByte/vikingdb-mcp-server  ? ☁️ - VikingDB integration, supporting collection and index introduction, vector storage and search capabilities.• kiliczsh/mcp-mongo-server  ? ? - A Model Context Protocol server for MongoDB.• ktanaka101/mcp-server-duckdb  ? ? - DuckDB database integration, supporting schema checking and query functions.• LucasHild/mcp-server-bigquery  ? ☁️ - BigQuery database integration with support for schema inspection and query capabilities.• quarkiverse/mcp-server-jdbc  ☕ ? - Connect to any JDBC compliant database and perform queries, inserts, updates, deletes, etc.• jparkerweb/mcp-sqlite  ? ? - A Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.• memgraph/mcp-memgraph  ? ? - Memgraph MCP server, contains a tool for running queries on Memgraph and obtaining schema resources.• modelcontextprotocol/server-postgres  ? ? - PostgreSQL database integration, supporting schema checking and query capabilities.• modelcontextprotocol/server-sqlite  ? ? - SQLite database operations with built-in analysis capabilities.• neo4j-contrib/mcp-neo4j  ? ? - Model Context Protocol with Neo4j, support for running queries, knowledge graph memory, and managing Neo4j Aura instances.• neondatabase/ncp-server-neon  ? ☁️ - MCP server for creating and managing Postgres databases, using Neon Serverless Postgres.• niledatabase/nile-mcp-server  - MCP server for Nile's Postgres platform, manages and queries Postgres databases, tenants, users, authentication, supports LLM.• openlink/mcp-server-odbc  ? ? - An MCP server that provides common database management system (DBMS) connectivity through the Open Database Connectivity (ODBC) protocol.• openlink/mcp-server-sqlalchemy  ? ? - An MCP server providing generic database management system (DBMS) connectivity using Python ODBC (pyodbc) via SQLAlchemy.• pab1it0/adx-mcp-server  ? ☁️ - Query and analyze Azure Data Explorer databases.• pab1it0/prometheus-mcp-server  ? ☁️ - Query and analyze Prometheus, the open source monitoring system.• prisma/prisma  ? ? - Enables LLM to manage a Prisma Postgres database (for example, creating new database instances or running schema migrations).• qdrant/mcp-server-qdrant  ? ? - A Qdrant MCP server.• QuantGeekDev/mongo-mcp  ? ? - MongoDB integration that enables LLM to interact directly with the database.• rashidazarang/airtable-mcp  ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records via natural language. Features include basic management, table operations, schema operations, record filtering, and data migration.• redis/mcp-redis  ? ? - Redis official MCP server, providing interfaces for managing and searching Redis data.• runekaagaard/mcp-alchemy  ? ? - Universal database integration based on SQLAlchemy, supporting multiple databases such as PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server, etc. Provides schema and relationship checking and large data set analysis capabilities.• sirmews/mcp-pinecone  ? ☁️ - Pinecone integration with vector search capabilities.• supabase-community/supabase-mcp  ?️ ? ☁️ - The official Supabase MCP server, directly connects the AI ​​assistant with your Supabase project, enabling it to perform tasks such as managing tables, getting configurations, and querying data.• TheRaLabs/legion-mcp  ? ? - Generic 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  ? ☁️ - DolphinDB database integration, supporting schema checking and query functions.• weaviate/mcp-server-weaviate  ? ? ☁️ - An MCP server for connecting Weaviate collections as a knowledge base and using Weaviate as chat memory storage.• XGenerationLab/xiyan_mcp_server  ? ☁️ - An MCP server that supports fetching data from a database via natural language queries, using XiyanSQL as a text-to-SQL LLM.• xing5/mcp-google-sheets  ? ☁️ - A Model Context Protocol server for interacting with Google Sheets. Provides tools for creating, reading, updating and managing spreadsheets through the Google Sheets API.• Zhwt/go-mcp-mysql  ?️ ? – An easy-to-use, zero-dependency MySQL MCP server built with Golang, supporting configurable read-only mode and schema checking.• zilliztech/mcp-server-milvus  ? ? ☁️ - MCP server for Milvus / Zilliz, allowing interaction with your database.• openlink/mcp-server-jdbc  ? ? - An MCP server providing generic Database Management System (DBMS) connectivity via the Java Database Connectivity (JDBC) protocol.

? Data platform

Data platform for data integration, transformation, and pipeline orchestration.

• flowcore/mcp-flowcore-platform  ?️ ? ☁️ ? - Interact with Flowcore to perform actions, ingest data, and analyze, cross-reference, and leverage any data in your data core, or data in the common data core; all in human language.• JordiNei/mcp-databricks-server  ? ☁️ - Connects to the Databricks API, allowing LLM to execute SQL queries, list jobs, and get job status.• yashshingvi/databricks-genie-MCP  ? ☁️ - Server that connects to the Databricks Genie API, allowing LLMs to ask questions in natural language, execute SQL queries, and interact with the Databricks conversational agent.• jwaxman19/qlik-mcp  ? ☁️ - MCP server for the Qlik Cloud API, supporting querying apps, tables, and extracting data from visualizations, with full authentication and rate limiting support.• keboola/keboola-mcp-server  ? - Interacts with the Keboola Connection data platform. This server provides tools to support listing and accessing data from the Keboola Storage API.• dbt-labs/dbt-mcp  ?️ ? ? ☁️ - Official dbt (Data Construction Tool) MCP server, providing integration with dbt Core/Cloud CLI, project metadata discovery, model information and semantic layer query capabilities.

? Developer Tools

Tools and integrations that enhance development workflow and environment management.

• 21st-dev/Magic-MCP  - Create beautiful UI components inspired by 21st.dev design engineers.• Hypersequent/qasphere-mcp  ?️ ? ☁️ - Integration with the QA Sphere test management system, enabling LLM to discover, summarize, and interact with test cases directly in the AI-driven IDE.• admica/FileScopeMCP  ? ? ? - Analyzes your codebase and identifies important files based on dependencies. Generates graphs and importance scores to help AI assistants understand your codebase.• ambar/simctl-mcp  ? ? ? - An MCP server implementation for iOS simulator control.• api7/apisix-mcp  ?️ ? ? - MCP server that supports querying and managing all resources in Apache APISIX.• automation-ai-labs/mcp-link  ?️ ? - Seamlessly integrate any API with AI agents (supports OpenAPI mode).• azer/react-analyzer-mcp  ? ? - Analyze React code locally and generate documentation/llm.txt for the whole project in one go.• davidlin2k/pox-mcp-server  ? ? - MCP server for the POX SDN controller, providing network control and management capabilities.• CodeLogicIncEngineering/codelogic-mcp-server  ?️ ? ☁️ ? ? ? - CodeLogic official MCP server, providing code dependency analysis, architecture risk analysis and impact assessment tools.• Comet-ML/Opik-MCP  ?️ ? ☁️ ? - Explore LLM observability, tracing, and monitoring data captured by Opik using natural language.• CircleCI/mcp-server-circleci  ? ☁️ - Enables AI agent to fix build failures on CircleCI.• delano/postman-mcp-server  ? ☁️ - Interact with the Postman API.• flipt-io/mcp-server-flipt  ? ? - Enables AI assistants to interact with feature flags in Flipt.• GLips/Figma-Context-MCP  ? ? - Provides coding agents with direct access to Figma data, helping them implement designs the first time.• gofireflyio/firefly-mcp  ?️ ? ☁️ - Integrate, discover, manage and code cloud resources.• Govcraft/rust-docs-mcp-server  ? ? - Provide up-to-date Rust crate documentation context to LLM via MCP tooling, using semantic search (embedded) and LLM summarization capabilities.• haris-musa/excel-mcp-server  ? ? - An Excel operations server providing workbook creation, data manipulation, formatting, and advanced features (charts, pivot tables, formulas).• higress-group/higress-ops-mcp-server  ? ? - MCP server that provides comprehensive tools to manage Higress gateway configuration and operations.• hijaz/postmancer  ? ? - An MCP server that replaces REST clients like Postman/Insomnia, allowing LLMs to maintain and use a collection of APIs.• hloiseaufcms/mcp-gopls  ?️ ? - An MCP server for interacting with Go's Language Server Protocol (gopls), benefiting from advanced Go code analysis capabilities.• hungthai1401/bruno-mcp  ? ? - An MCP server for interacting with Bruno API clients.• hyperb1iss/droidmind  ? ? - Control Android devices with AI via 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, supporting device control and UI automation.• IlyaGulya/gradle-mcp-server  ? - Uses the Gradle Tooling API to check projects, execute tasks, and run tests, with support for reporting by test results.• InhiblabCore/mcp-image-compression  ? ? - MCP server for native compression of various image formats.• ios-simulator-mcp  ? ? ? - A Model Context Protocol (MCP) server for interacting with the iOS Simulator. The server allows you to interact with the iOS Simulator by getting information, controlling UI interactions, and inspecting UI elements.• InditexTech/mcp-server-simulator-ios-idb  ? ? ? - A Model Context Protocol (MCP) server that allows LLM to interact with iOS simulators (such as iPhone, iPad, etc.) through natural language commands.• IvanAmador/vercel-ai-docs-mcp  ? ? - A Model Context Protocol (MCP) server providing AI-driven search and query capabilities for the Vercel AI SDK documentation.• j4c0bs/mcp-server-sql-analyzer  ? - MCP server providing SQL analysis, code checking and dialect conversion, using SQLGlot.• jasonjmcghee/claude-debugs-for-you  ? ? - An MCP server and VS Code extension that allows automatic debugging via breakpoints and expression evaluation (language agnostic).• jetbrains/mcpProxy  ?️ ? ? - Connect to JetBrains IDEs.• qainsights/jmeter-mcp-server  ? ? - JMeter MCP server for performance testing.• Jktfe/serveMyAPI  ? ? ? - A personal MCP server for securely storing and accessing API keys via the macOS Keychain, for use across projects.• joshuarileydev/app-store-connect-mcp-server  ? ? - An MCP server for communicating with the App Store Connect API for iOS developers.• joshuarileydev/simulator-mcp-server  ? ? - An MCP server for controlling the iOS simulator.• qainsights/k6-mcp-server  ? ? - Grafana k6 MCP server for performance testing.• lamemind/mcp-server-multiverse  ? ? ?️ - A middleware server that enables multiple isolated instances of MCP servers to coexist independently with unique namespaces and configurations.• langfuse/mcp-server-langfuse  ? ? - An MCP server for accessing and managing LLM application hints created using the Langfuse Hint Management Tool.• mobile-next/mobile-mcp  ? ? ? ? - MCP server for Android/iOS app and device automation, development and app crawling. Supports simulator/emulator/physical devices like iPhone, Google Pixel, Samsung.• qainsights/locust-mcp-server  ? ? - Locust MCP server, used for performance testing.• mrexodia/user-feedback-mcp  ? ? - Simple MCP server for enabling human feedback workflows in tools like Cline and Cursor.• OctoMind-dev/octomind-mcp  ? ☁️ - Let your preferred AI agent create and 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  ? ☁️ ? - Access OpenAPI/Swagger specifications via MCP resources, providing efficient token usage.• pskill9/website-downloader  ?️ ? - This MCP server provides tools to download entire websites via wget, keeping the site structure and converting links for local use.• utensils/mcp-nixos  ? ? - MCP server providing accurate information about NixOS packages, system options, Home Manager configuration and nix-darwin macOS settings, preventing AI errors.• QuantGeekDev/docker-mcp  ?️ ? - Manage and operate Docker containers 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 allows LLM to understand your OpenAPI spec, do discovery, interpretation and generate code/mock data.• Rootly-AI-Labs/Rootly-MCP-server  ?️ ? ☁️ ? - MCP server for the Rootly Event Management Platform.• sammcj/mcp-package-version  ? ? - An MCP server that helps LLMs suggest the latest stable package versions when writing code.• sapientpants/sonarqube-mcp-server  ? ☁️ ? - A Model Context Protocol (MCP) server that integrates with SonarQube, providing access to code quality metrics, issues, and quality gate status.• SDGLBL/mcp-claude-code  ? ? - A server that uses MCP to implement Claude Code functionality, enabling AI to understand code, modify code, and analyze projects, providing comprehensive tool support.• snaggle-ai/openapi-mcp-server  ?️ ? - Connect to any HTTP/REST API server using the Open API specification (v3).• stass/lldb-mcp  ? ? ? ? - An MCP server for LLDB, enabling AI binary and core file analysis, debugging and disassembly.• 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 LLM tool with efficient partial file access to reduce token usage.• vivekvells/mcp-pandoc  ?️ ? - MCP server, using Pandoc to achieve seamless document format conversion, supporting Markdown, HTML, PDF, DOCX (.docx), CSV, etc.• VSCode Devtools  ? - Connect to the VSCode IDE and use semantic tools like Find Usages.• xcodebuild  ? - Builds an iOS Xcode workspace/project and reports errors to LLM.• xzq.xu/jvm-mcp-server  ? ? - JVM-based MCP (Model Context Protocol) server implementation project.• yangkyeongmo@/mcp-server-apache-airflow  ? ? - MCP server that connects with the official client of Apache Airflow.• YuChenSSR/mindmap-mcp-server  ? ? - A Model Context Protocol (MCP) server for generating beautiful interactive mind maps.• YuChenSSR/multi-ai-advisor  ? ? - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their answers to provide diverse AI perspectives on a single question.• yWorks/mcp-typescribe  ? ? - An MCP server that provides Typescript API information to an agent so that it can work with untrained APIs.• zcaceres/fetch-mcp  ? ? - An MCP server for flexible fetching of JSON, text and HTML data.• zenml-io/mcp-zenml  ? ? ☁️ - An MCP server to connect your ZenML MLOps and LLMOps pipelines.• idosal/git-mcp  ? ☁️ - gitmcp.io is a generic remote MCP server that connects to any GitHub repository or project to fetch documentation.• tgeselle/bugsnag-mcp  ? ☁️ - An MCP server that interacts with Bugsnag.• jordandalton/restcsv-mcp-server  ? ☁️ - An MCP server for CSV files.• cjo4m06/mcp-shrimp-task-manager  ? ☁️ ? – A programming-oriented task management system that enhances the capabilities of coded agents like Cursor AI through advanced task memory, self-reflection, and dependency management.• axliupore/mcp-code-runner  ? ? - An MCP server for running code locally via Docker, with support for multiple programming languages.• yikakia/godoc-mcp-server  ?️ ☁️ ? ? ? - Query Go package information, visit pkg.go.dev.• ckanthony/gin-mcp  ?️ ☁️ ? ? ? ? - A zero-configuration Go library that automatically exposes the existing Gin web framework API as MCP tooling.

? Data Science Tools

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

• ChronulusAI/chronulus-mcp  ? ☁️ - Predict anything with the Chronulus AI prediction and forecasting agent.• reading-plus-ai/mcp-server-data-exploration  ? ☁️ - Enables automated data exploration, supports analysis based on .csv datasets, provides intelligent insights, and reduces workload.• zcaceres/markdownify-mcp  ? ? - An MCP server that converts almost any file or web content to Markdown format.• datalayer/jupyter-mcp-server  ? ? - Model Context Protocol (MCP) server for Jupyter.• jjsantos01/jupyter-notebook-mcp  ? ? - Connect Jupyter Notebook with Claude AI, allowing Claude to interact with and control Jupyter Notebooks directly.• arrismo/kaggle-mcp  ? ☁️ - Connects to Kaggle, with the ability to download and analyze datasets.• kdqed/zaturn  ? ? ? ? ? - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.

? Embedded Systems

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

• horw/esp-mcp  ? - Fix build workflow for ESP32 series chips using ESP-IDF.

? File system

Provides direct access to the local file system and supports configurable permissions. Enables AI models to read, write, and manage files in specified directories.

• cyberchitta/llm-context.py  ? ? - Share code context with LLM via MCP or clipboard.• exoticknight/mcp-file-merger  ?️ ? - File merger tool for AI chat length limits.• filesystem@quarkiverse/quarkus-mcp-servers  ☕ ? - A file system that allows browsing and editing files, implemented using Quarkus, available as a jar or native image.• hmk/box-mcp-server  ? ☁️ - Box integration for listing, reading and searching files.• mamertofabian/mcp-everything-search  ? ? ? - Fast Windows file search using the Everything SDK.• mark3labs/mcp-filesystem-server  ?️ ? - Golang implementation for local filesystem access.• mickaelkerjean/filestash  ?️ ☁️ - Remote storage access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, and more.• microsoft/markitdown  ?️ ? ? - Access to the MarkItDown library through the MCP tool, supporting conversion of many file formats (local or remote) to Markdown for use with LLM.• modelcontextprotocol/server-filesystem  ? ? - Direct access to the local file system.• modelcontextprotocol/server-google-drive  ? ☁️ - Google Drive integration for listing, reading and searching files.• Xuanwo/mcp-server-opendal  ? ? ☁️ - Access any storage via Apache OpenDAL™.

? Finance and Fintech

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

• aaronjmars/web3-research-mcp  ? ☁️ - In-depth research on cryptocurrencies - free and fully local.• OctagonAI/octagon-mcp-server  ? ☁️ - Octagon AI agent for integrating private and public market data.• anjor/coinmarket-mcp-server  ? ☁️ - Coinmarket API integration for getting listing and quote information for cryptocurrencies.• bankless/onchain-mcp  ? ☁️ - Bankless Onchain API for interacting with smart contracts and querying transactions and token information.• base/base-mcp  ?️ ? ☁️ - Base Network integration for on-chain tooling, 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 for getting stock and crypto information.• ahnlabio/bicscan-mcp  ?️ ? ☁️ - Provides risk scoring/asset holding information via EVM blockchain addresses (EOA, CA, ENS) or even domain names.• bitteprotocol/mcp  ? - Bitte Protocol integration for running AI agents on multiple blockchains.• chargebee/mcp  ?️ ? ☁️ - An MCP server that connects AI agents to the Chargebee platform.• codex-data/codex-mcp  ?️ ? ☁️ - Codex API integration for real-time rich blockchain and market data, covering 60+ networks.• coinpaprika/dexpaprika-mcp  ?️ ? ☁️ ? ? ? - Coinpaprika's DexPaprika MCP server, exposing the high-performance DexPaprika API, covering 20+ chains and 5 million+ tokens, providing real-time pricing, liquidity pool data and historical OHLCV data, and providing AI agents with a standardized interface to access comprehensive market data through the Model Context Protocol (MCP).• doggybee/mcp-server-ccxt  ? ☁️ - An MCP server that uses the CCXT library to access real-time crypto market data and transactions from 20+ exchanges. Supports spot, futures, OHLCV, balances, orders and other functions.• ferdousbhai/investor-agent  ? ☁️ - Yahoo Finance integration for stock market data, including options recommendations.• ferdousbhai/tasty-agent  ? ☁️ - Tastyworks API integration for handling trading activity on Tastytrade.• getalby/nwc-mcp-server  ? ? - Bitcoin Lightning Network wallet integration via Nostr Wallet Connect.• heurist-network/heurist-mesh-mcp-server  ?️ ⛅️ ? ? - Access dedicated Web3 AI agents for blockchain analysis, smart contract security audits, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. 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 collection.• kukapay/blockbeats-mcp  ? ☁️ - An MCP server providing blockchain news and in-depth articles from BlockBeats for use by AI agents.• kukapay/chainlink-feeds-mcp  ? ☁️ - Provides real-time access to Chainlink’s decentralized on-chain price information.• kukapay/cointelegraph-mcp  ? ☁️ - Provides real-time access to Cointelegraph’s latest news.• 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 strategies.• kukapay/crypto-news-mcp  ? ☁️ - An MCP server providing real-time cryptocurrency news from NewsData for use by AI agents.• kukapay/crypto-portfolio-mcp  ? ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations.• kukapay/crypto-sentiment-mcp  ? ☁️ - An MCP server providing cryptocurrency sentiment analysis to AI agents.• kukapay/crypto-trending-mcp  ? ☁️ - Track the latest hot tokens on CoinGecko.• kukapay/crypto-whitepapers-mcp  ? ☁️ - Providing a structured knowledge base of crypto whitepapers.• kukapay/cryptopanic-mcp-server  ? ☁️ - Provides the latest cryptocurrency news provided by CryptoPanic.• kukapay/defi-yields-mcp  ? ☁️ - An MCP server for AI agents to explore DeFi yield opportunities.• kukapay/dune-analytics-mcp  ? ☁️ - An MCP server that bridges Dune Analytics data to AI agents.• kukapay/freqtrade-mcp  ? ☁️ - An MCP server integrated with the Freqtrade cryptocurrency trading bot.• kukapay/funding-rates-mcp  ? ☁️ - Provides real-time funding rate data for major crypto exchanges.• kukapay/jupiter-mcp  ? ☁️ - An MCP server for performing token swaps on the Solana blockchain via Jupiter’s Ultra API.• kukapay/pancakeswap-poolspy-mcp  ? ☁️ - An MCP server that tracks newly created liquidity pools on PancakeSwap.• kukapay/rug-check-mcp  ? ☁️ - An MCP server that detects potential risks in Solana meme tokens.• kukapay/thegraph-mcp  ? ☁️ - An MCP server serving indexed blockchain data provided by The Graph for use by AI agents.• kukapay/token-minter-mcp  ? ☁️ - An MCP server that provides AI agents with tools to mint ERC-20 tokens on multiple blockchains.• kukapay/token-revoke-mcp  ? ☁️ - An MCP server for checking and revoking ERC-20 token authorizations on multiple blockchains.• kukapay/twitter-username-changes-mcp  ? ☁️ - An MCP server that tracks historical changes of Twitter usernames.• kukapay/uniswap-poolspy-mcp  ? ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap on 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  ? ☁️ - An MCP server for tracking cryptocurrency whale transactions.• laukikk/alpaca-mcp  ? ☁️ - An MCP server for the Alpaca Trading API to manage stock and crypto portfolios, make trades, and access market data.• longportapp/openapi  ? ☁️ - LongPort OpenAPI provides real-time stock market data, providing AI access to analytics and trading capabilities through MCP.• mcpdotdirect/evm-mcp-server  ? ☁️ - Provides comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFT, smart contracts, transactions and ENS parsing.• mcpdotdirect/starknet-mcp-server  ? ☁️ - Full integration of the Starknet blockchain, supporting native tokens (ETH, STRK), smart contracts, StarknetID resolution and token transfers.• minhyeoky/mcp-server-ledger  ? ? - A Ledger-cli integration to manage financial transactions and generate reports.• openMF/mcp-mifosx  ☁️ ? - Core banking integration for managing customers, loans, savings, shares, financial transactions and generating financial reports.• narumiruna/yfinance-mcp  ? ☁️ - An MCP server that uses yfinance to fetch information from Yahoo Finance.• pwh-pwh/coin-mcp-server  ? ☁️ - Bitget API for getting cryptocurrency prices.• QuantGeekDev/coincap-mcp  ? ☁️ - Real-time cryptocurrency market data using CoinCap's public API, providing access to crypto prices and market information without the need for an API key.• 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 uses the Yahoo Finance API to provide stock market data and analysis.• RomThpt/xrpl-mcp-server  ? ☁️ - An MCP server for the XRP Ledger, providing account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.• janswist/mcp-dexscreener  ? ☁️ - Provides real-time on-chain market prices using the open Dexscreener API.• HuggingAGI/mcp-baostock-server  ? ☁️ - MCP server based on baostock, providing access and analysis capabilities of Chinese stock market data.• wowinter13/solscan-mcp  ? ? - An MCP tool to query Solana transactions using the Solscan API.

? game

Integration of game-related data, game engines, and services.

• IvanMurzak/Unity-MCP  #️⃣ ? ? ? ? - MCP server for the Unity editor and games made in Unity.• CoderGamester/mcp-unity  #️⃣ ? - MCP server for Unity3d game engine integration, suitable for game development.• Coding-Solo/godot-mcp  ? ? - An MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging and managing Godot project scenes.• pab1ito/chess-mcp  ? ☁️ - Access Chess.com player data, game records and other public information through the standardized MCP interface, allowing AI assistants to search and analyze board information.• rishijatia/fantasy-pl-mcp  ? ☁️ - MCP server for live Fantasy Premier League data and analysis tools.• opgginc/esports-mcp  ☁️ - Connect AI agents to OP.GG esports data and easily get upcoming League of Legends match schedules. Enhance AI agents with real-time esports data capabilities by accessing structured match information through a standardized interface.

? Knowledge and Memory

Uses persistent memory storage of knowledge graph structures, enabling AI models to maintain and query structured information between sessions.

• CheMiguel23/MemoryMesh  ? ? - Enhanced graph-based memory, focused on AI role-playing and story generation.• graphlit-mcp-server  ? ☁️ - Import content into a Graphlit project from Slack, Discord, the web, Google Drive, Linear, or GitHub, then search and retrieve relevant knowledge in MCP clients like Cursor, Windsurf, or Cline.• hannesrudolph/mcp-ragdocs  ? ? - An MCP server implementation providing tools for retrieving and processing documents via vector search, enabling AI assistants to enhance their responses with relevant document context.• kaliaboi/mcp-zotero  ? ☁️ - A connector to make LLM work with your collections and sources on Zotero Cloud.• mcp-summarizer  ? ☁️ - AI summary MCP server, supports 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 processing code implementations, best practices and technical documentation, suitable for IDEs such as Cursor and Windsurf.• modelcontextprotocol/server-memory  ? ? - A knowledge graph-based persistent memory system for maintaining context.• pinecone-io/assistant-mcp  ?️ ? ☁️ - Connect to your Pinecone Assistant and provide context to the agent from its knowledge engine.• topoteretes/cognee  ? ? - Memory manager for AI applications and agents, using various graph and vector storages and allowing ingestion of data from more than 30 data sources.• unibaseio/membase-mcp  ? ☁️ - Save and query your proxy memory in a distributed way with Membase.• GistPad-MCP  ? ? - Manage and access your personal knowledge, daily notes, and reusable prompts using GitHub Gists. This is a companion tool to https://gistpad.dev and the GistPad VS Code extension.• entanglr/zettelkasten-mcp  ? ? - A Model Context Protocol (MCP) server implementing the Zettelkasten approach to knowledge management, allowing you to create, link and search atomic notes via Claude and other MCP-compatible clients.

????️ Location Services

Location-based services and mapping tools. Enable AI models to process geographic data, weather information, and location-based analytics.

• briandconnelly/mcp-server-ipinfo  ? ☁️ - Provides IP address geolocation and network information using the IPInfo API.• jagan-shanmugam/open-streetmap-mcp  ? ? - An OpenStreetMap MCP server providing location-based services and geospatial data.• kukapay/nearby-search-mcp  ? ☁️ - An MCP server for nearby places search, supports IP-based location detection.• modelcontextprotocol/server-google-maps  ? ☁️ - Google Maps integration, providing location services, routing and place details.• QGIS MCP  - Connect QGIS Desktop to Claude AI via MCP. This integration makes it possible to assist with project creation, layer loading, code execution, etc. through prompts.• SaintDoresh/Weather-MCP-ClaudeDesktop  ? ☁️ - An MCP tool providing real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.• rossshannon/Weekly-Weather-mcp  ? ☁️ - Weekly Weather MCP server providing detailed seven-day weather forecasts for anywhere in the world.• SecretiveShell/MCP-timeserver  ? ? - Get the time in any time zone and get the current local time.• webcoderz/MCP-Geo  ? ? - Geocoding MCP server for Nominatim, ArcGIS, Bing.• ipfind/ipfind-mcp-server  ? ☁️ - Provides IP address location services using the IP Find API.

? marketing

Tools for creating and editing marketing content, working with web page metadata, product positioning, and editorial guidelines.

• gomarble-ai/facebook-ads-mcp-server  ? ☁️ - MCP server that acts as an interface to Facebook Ads, allowing programmatic access to Facebook Ads data and management functionality.• open-strategy-partners/osp_marketing_tools  ? ? - A suite of marketing tools from Open Strategy Partners, including writing styles, 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 provide data-driven ad spend and campaign setup recommendations through seamless Graph API integration.

? Monitoring

Access and analyze application monitoring data. Enable AI models to see error reports and performance metrics.

• grafana/mcp-grafana  ?️ ? ? ☁️ - Search dashboards, investigate events, and query data sources in your Grafana instance.• tumf/grafana-loki-mcp  ? ? - An MCP server that allows querying Loki logs through the Grafana API.• hyperb1iss/lucidity-mcp  ? ? - Enhances the quality of AI-generated code through intelligent, hint-based analysis covering 10 key dimensions from complexity to security vulnerabilities.• last9/last9-mcp-server  - Seamlessly bring live production context (logs, metrics, and traces) into your local environment to speed up automated code fixes.• metoro-io/metoro-mcp-server  ?️ ?️ ☁️ - Query and interact with Metoro monitored Kubernetes environments.• 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 tracing and metrics via Logfire.• seekrays/mcp-monitor  ?️ ? - A system monitoring tool that provides system metrics via Model Context Protocol (MCP). This tool allows LLM to obtain real-time system information through MCP compatible interfaces. (Supports CPU, Memory, Disk, Network, Host, Process)

? Multimedia processing

Provides multimedia processing capabilities such as audio and video editing, playback, format conversion, and also includes video filters, enhancements, and other functions.

• video-creator/ffmpeg-mcp  ? ? - Use the ffmpeg command line to implement the MCP server, and realize local video search, cropping, splicing, playback and other functions through dialogue.

? Search and data extraction

Tools for querying and extracting data. Enabling AI models to perform information retrieval and data processing.

• ricocf/mcp-wolframalpha  ? ? ☁️ - An MCP server that allows AI assistants to access computational knowledge and data in real time using the Wolfram Alpha API.• scrapeless-ai/scrapeless-mcp-server  ? ☁️ - Scrapeless Model Context Protocol service that acts as an MCP server connector, allowing web search within the MCP ecosystem without leaving the system.• 0xdaef0f/job-searchoor  ? ? - An MCP server for searching job listings, supporting filtering by date, keyword, remote work options, etc.• ac3xx/mcp-servers-kagi  ? ☁️ - Kagi search API integration.• andybrandt/mcp-simple-arxiv  ? ☁️ - MCP server for LLM to search and read papers from arXiv.• hbg/mcp-paperswithcode  ? ☁️ - MCP server for searching via the PapersWithCode API.• andybrandt/mcp-simple-pubmed  ? ☁️ - MCP server for searching and reading medical/life science papers on PubMed.• angheljf/nyt  ? ☁️ - Search articles using the NYTimes API.• apify/mcp-server-rag-web-browser  ? ☁️ - MCP server for Apify's open source RAG Web Browser Actor that performs web searches, fetches URLs, and returns content in Markdown format.• Bigsy/Clojars-MCP-Server  ? ☁️ - Clojars MCP server, providing up-to-date Clojure library dependency information.• blazickjp/arxiv-mcp-server  ☁️ ? - Search ArXiv research papers.• chanmeng/google-news-mcp-server  ? ☁️ - Google News integration, automatic topic classification, multi-language support, and full search functionality, including headlines, stories, and related topics, provided through SerpAPI.• ConechoAI/openai-websearch-mcp  ? ? ☁️ - A Python-based MCP server with OpenAI web_search built-in tools.• dealx/mcp-server  ☁️ - MCP server for DealX platform.• devflowinc/trieve  ?️ ? ☁️ ? - Crawling, embedding, splitting, searching, and retrieving information from datasets with Trieve.• Dumpling-AI/mcp-server-dumplingai  ?️ ? ☁️ - Access data, web scraping and document conversion APIs through Dumpling AI.• erithwik/mcp-hn  ? ☁️ - An MCP server for searching Hacker News, getting trending stories, and more.• exa-labs/exa-mcp-server  ?️ ? ☁️ - An MCP server that lets AI assistants like Claude search the web using the Exa AI Search API. This setup allows AI models to securely fetch web information in real-time.• fatwang2/search1api-mcp  ? ☁️ - Search via search1api (requires paid API key).• genomoncology/biomcp  ? ☁️ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.• hellokaton/unsplash-mcp-server  ? ☁️ - An MCP server for Unsplash image search.• Ihor-Sokoliuk/MCP-SearXNG  ? ?/☁️ - A Model Context Protocol server for a SearXNG instance.• isnow890/naver-search-mcp  ? ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analysis functions.• jae-jae/fetcher-mcp  ? ? - MCP server for fetching web content using the Playwright headless browser, supports JavaScript rendering and smart content extraction, and outputs in Markdown or HTML format.• jae-jae/g-search-mcp  ? ? - A powerful MCP server for Google search, supporting parallel searches using multiple keywords at the same time.• leehanchung/bing-search-mcp  ? ☁️ - Web search functionality using the Microsoft Bing Search API.• kagisearch/kagimcp  ☁️ ? – Official Kagi Search MCP server.• kshern/mcp-tavily  ☁️ ? – Tavily AI search API.• modelcontextprotocol/server-brave-search  ? ☁️ - Functionality for web search using Brave’s Search API.• modelcontextprotocol/server-fetch  ? ? ☁️ - Efficient web content fetching and processing for AI consumption.• mzxrai/mcp-webresearch  ?? - Search Google and do deep web research on any topic.• nickclyde/duckduckgo-mcp-server  ? ☁️ - Search the web with DuckDuckGo.• reading-plus-ai/mcp-server-deep-research  ? ☁️ - MCP server providing autonomous deep research, structured query elaboration and concise reporting similar to OpenAI/Perplexity.• SecretiveShell/MCP-searxng  ? ? - MCP server used to connect to a searXNG instance.• takashiishida/arxiv-latex-mcp  ? ☁️ - Get the LaTeX source code of ArXiv papers for handling mathematical content and equations.• the0807/GeekNews-MCP-Server  ? ☁️ - An MCP server that fetches and processes news data from the GeekNews website.• tinyfish-io/agentql-mcp  ?️ ? ☁️ - An MCP server providing data extraction capabilities for AgentQL.• Tomatio13/mcp-server-tavily  ☁️ ? – Tavily AI search API.• vectorize-io/vectorize-mcp-server  ☁️ ? - Vectorize MCP server for advanced search, private deep research, any format to Markdown file extraction and text splitting.• webscraping-ai/webscraping-ai-mcp-server  ?️ ? ☁️ - Interact with WebScraping.ai for web data extraction and scraping.• zhsama/duckduckgo-mcp-server  ? ? ☁️ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.• zoomeye-ai/mcp_zoomeye  ? ☁️ - Query network asset information through ZoomEye MCP server.• yamanoku/baseline-mcp-server  ? ? - MCP server for searching baseline status via the Web Platform API.

? Safety

Integrated security tools and protocols support secure credential retrieval, binary analysis, network security analysis, and more.

• dkvdm/onepassword-mcp-server  - An MCP server that supports secure retrieval of credentials from 1Password for use by Agentic AI.• 13bm/GhidraMCP  ? ☕ ? - MCP server for integrating Ghidra into AI assistants. This plugin provides binary analysis tools including function inspection, decompilation, memory exploration, and import/export analysis.• atomicchonk/roadrecon_mcp_server  ? ? ? - ROADrecon MCP server for analyzing Azure tenant enumeration results.• 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 can collect user account information from various public sources. This server provides tools to search for usernames and analyze URLs across social networks.• BurtTheCoder/mcp-shodan  ? ? ☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookup, device search, DNS lookup, vulnerability query, CPE lookup, etc.• BurtTheCoder/mcp-virustotal  ? ? ☁️ - MCP server for querying the VirusTotal API. This server provides tools to scan URLs, analyze file hashes, and get reports on IP addresses.• fosdickio/binary_ninja_mcp  - Binary Ninja plugin, MCP server and bridge that perfectly integrates Binary Ninja with your favorite MCP client. Makes it possible to perform binary analysis and automate the reverse engineering process.• fr0gger/MCP_Security  ? ☁️ - MCP server for querying the ORKL API. This server provides tools for obtaining threat reports, analyzing threat actors, and retrieving intelligence sources.• qianniuspace/mcp-security-audit  ? ☁️ - A powerful MCP server that audits security vulnerabilities in npm package dependencies, supporting real-time security checks through remote npm registries.• semgrep/mcp  ? ☁️ - Allows AI agents to scan code for security vulnerabilities using Semgrep.• slouchd/cyberchef-api-mcp-server  ? ☁️ - MCP server for interacting with the CyberChef server API, allowing MCP clients to use CyberChef operations.• mrexodia/ida-pro-mcp  ? ? - MCP server for IDA Pro, allowing you to perform binary analysis together with an AI assistant. This plugin implements decompilation, disassembly, and automatically generates malware analysis reports.• rad-security/mcp-server  ? ☁️ - RAD Security's MCP server, providing AI-driven security insights for Kubernetes and cloud environments. This server provides tools to query the Rad Security API and retrieve security findings, reports, runtime data, and more.• securityfortech/secops-mcp  ? ? - An all-in-one security testing toolbox that integrates popular open source tools through a single MCP interface. When connected with AI agents, it supports tasks such as penetration testing, bug bounty hunting, threat hunting, etc.• roadwy/cve-search_mcp  ? ? - MCP server for querying the CVE-Search API. This server provides full access to CVE-Search, supporting browsing vendors and products, getting CVEs by CVE-ID, and getting the last updated CVEs.• nickpending/mcp-recon  ?️ ? - Conversational reconnaissance interface and MCP server based on httpx and asnmap, supporting different reconnaissance levels for domain name analysis, security header checking, certificate analysis and ASN lookup.• Gaffx/volatility-mcp  - MCP server for Volatility 3.x, allowing you to perform memory forensic analysis with an AI assistant. Gives you experience with memory forensic analysis through a clean REST API and LLM plugins like pslist and netscan.• co-browser/attestable-mcp-server  ? ? ☁️ ? - MCP server running via Gramine in a Trusted Execution Environment (TEE), demonstrating remote attestation via RA-TLS. This allows MCP clients to authenticate the server before connecting.• zinja-coder/jadx-ai-mcp  ☕ ? - JADX-AI-MCP is a plugin and MCP server that integrates directly with the Model Context Protocol (MCP) to provide real-time reverse engineering support for LLMs such as Claude.• zinja-coder/apktool-mcp-server  ? ? - APKTool MCP Server, MCP server for automated Android APK reverse engineering.

? physical education

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

• mikechao/balldontlie-mcp  ? - MCP server integrated with balldontlie API, providing information of NBA, NFL and MLB players, teams and games.• r-huijts/firstcycling-mcp  ? ☁️ - Natural language access to cycling event data, results and statistics. Features include fetching start lists, race results and rider information from firstcycling.com.• r-huijts/strava-mcp  ? ☁️ - Model Context Protocol (MCP) server that connects to the Strava API, providing tools to access Strava data via LLM.• willvelida/mcp-afl-server  ☁️ - MCP server with Squiggle API integration, providing Australian Football League teams, standings, results, tips and rankings information.

? Customer support and service management

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

• effytech/freshdesk-mcp  ? ☁️ - Integrates Freshdesk’s MCP server, enabling AI models to interact with Freshdesk modules and perform various support operations.• nguyenvanduocit/jira-mcp  ?️ ☁️ - A Go-based MCP connector for interacting with Jira, enabling AI assistants such as 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 in Atlassian workspaces.

? Translation services

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

• translated/lara-mcp  ?️ ? ☁️ - MCP server for the Lara Translate API, providing powerful translation capabilities with support for language detection and context-aware translation.

? Text-to-speech

Tools that convert text to speech, and vice versa.

• Kokoro TTS MCP  ? ? - MCP server using Kokoro TTS model to convert text to speech. Text can be converted to MP3 and saved on local drive or automatically uploaded to S3 bucket.

? Travel and transportation

Access travel and traffic information. Makes it possible to check timetables, 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 up-to-date park details, alerts, visitor centers, campgrounds, and event information for US National Parks.• NS Travel Information MCP Server  ? ☁️ - Access Dutch Railways (NS) travel information, timetables and live updates.• pab1it0/tripadvisor-mcp  ? ? - An MCP server that allows LLMs to interact with the Tripadvisor API, supporting location data, reviews and photos, through standardized MCP interfaces.

? Version Control

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

• adhikasp/mcp-git-ingest  ? ? - Read and analyze GitHub repositories using LLM.• ddukbg/github-enterprise-mcp  ? ☁️ ? - MCP server with GitHub Enterprise API integration.• gitea/gitea-mcp  ?️ ?️ ☁️ ? ? ? ? - MCP server for interacting with a Gitea instance.• github/github-mcp-server  ? ☁️ - Official GitHub server for integration with repository management, pull requests, issues, and more.• kopfrechner/gitlab-mr-mcp  ? ☁️ - MCP server that interacts seamlessly with your GitLab project's issues and merge requests.• modelcontextprotocol/server-git  ? ? - Direct Git repository operations, including reading, searching, and analyzing local repositories.• modelcontextprotocol/server-gitlab  ? ☁️ ? - GitLab platform integration for project management and CI/CD operations.• oschina/mcp-gitee  ?️ ☁️ ? - Gitee API integration, supporting functions such as repository, issue and pull request management.• Tiberriver256/mcp-server-azure-devops  ? ☁️ - Azure DevOps integration for warehouse management, work items, and pipeline operations.

????️ Other tools and integrations

Provides integration with various tools and platforms to support AI assistants for task automation, content generation, data extraction, and more.

• AbdelStark/bitcoin-mcp  ₿ - An MCP server that enables AI models to interact with Bitcoin, generate keys, verify addresses, decode transactions, query the blockchain, etc.• akseyh/bear-mcp-server  - Allows the AI ​​to read content from your Bear Notes (macOS only).• allenporter/mcp-server-home-assistant  ? ? - Exposes all Home Assistant voice intents through the Model Context Protocol server, allowing home control.• Amazon Bedrock Nova Canvas  ? ☁️ - Image generation using the Amazon Nova Canvas model.• amidabuddha/unichat-mcp-server  ?/? ☁️ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI, or DeepSeek using the MCP protocol via tools or predefined prompts. Requires the vendor's API key.• anaisbetts/mcp-installer  ? ? - An MCP server that installs other MCP servers.• anaisbetts/mcp-youtube  ? - Get YouTube subtitles.• andybrandt/mcp-simple-openai-assistant  ? ☁️ - MCP server for talking to the OpenAI assistant (Claude can use any GPT model as an assistant).• andybrandt/mcp-simple-timeserver  ? ? ☁️ - An MCP server that allows checking the local time of a client machine or getting the current UTC time via an NTP server.• apify/actors-mcp-server  ? ☁️ - Extract data from websites, e-commerce, social media, search engines, maps, and more using 3000+ pre-built cloud tools called Actors.• apinetwork/piapi-mcp-server  ? ☁️ - PiAPI MCP server, enabling users to generate media content related to Midjourney, Flux, Kling, Hunyuan, Udio, Trellis, etc. through Claude or any other MCP-compatible application.• awkoy/replicate-flux-mcp  ? ☁️ - Provides the ability to generate images via the Replicate API.• awwaiid/mcp-server-taskwarrior  ? ? - MCP server for basic local task management (add, update, delete tasks).• baba786/phabricator-mcp-server  ? ☁️ - MCP server for interacting with the Phabricator API.• Badhansen/notion-mcp  ? ☁️ - A Model Context Protocol (MCP) server integrated with the Notion API for efficient management of personal to-do lists.• bart6114/my-bear-mcp-server  ? ? ? - Allows reading Bear Notes notes and tags via direct sqlitedb integration with Bear.• billster45/mcp-chatgpt-responses  ? ☁️ - An MCP server that allows Claude to talk to ChatGPT and use its web search capabilities.• blurrah/mcp-graphql  ? ☁️ - Allows AI to query a GraphQL server.• calclavia/mcp-obsidian  ? ? - A connector that allows Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (like Obsidian's treasure trove).• chrishayuk/mcp-cli  ? ? - Another CLI tool for testing MCP servers.• danhilse/notion_mcp  ? ☁️ - Integration with the Notion API for managing personal to-do lists.• EKibort/wrike-mcp-server  - ? ? - A lightweight Wrike MCP server implementation for interacting with Wrike tasks through a public API.• ekkyarmandi/ticktick-mcp  ? ☁️ - TickTick MCP server, integrated with TickTick API for managing personal to-do projects and tasks.• esignaturescom/mcp-server-esignatures  ? ☁️️ - eSignatures API contract and template management for drafting, reviewing and sending legally binding contracts.• evalstate/mcp-miro  ? ☁️ - Access MIRO whiteboard, batch create and read projects. Requires OAUTH key to access REST API.• feuerdev/keep-mcp  ? ☁️ - Read, create, update and delete Google Keep notes.• future-audiences/wikimedia-enterprise-model-context-protocol  ? ☁️ - Wikipedia article lookup API.• fotoetienne/gqai  ? ? - Using regular GraphQL query/mutation definition tools, gqai automatically generates an MCP server for you.• githejie/mcp-server-calculator  ? ? - MCP server that enables LLM to use the calculator for precise numerical calculations.• gotoolkits/difyWorkflow  ?️ ☁️ - Tools to query and execute Dify workflows.• hiromitsusasaki/raindrop-io-mcp-server  ? ☁️ - Integration to allow LLM to interact with Raindrop.io bookmarklets.• hmk/attio-mcp-server  ? ☁️ - Allows AI clients to manage records and notes in Attio CRM.• isaacwasserman/mcp-vegalite-server  ? ? - Generate visualizations from acquired data using the VegaLite format and renderer.• ivo-toby/contentful-mcp  ? ? - Update, create, delete content, content models and assets.• j3k0/speech.sh  ? - Have the agent speak out loud and notify you with a quick summary when work is done.• jagan-shanmugam/climatiq-mcp-server  ? ? - MCP server for accessing Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.• joshuarileydev/mac-apps-launcher-mcp-server  ? ? - An MCP server for listing and launching applications on MacOS.• Harry-027/JotDown  ? ? - An MCP server for creating/updating pages in Notion apps and automatically generating mdBooks from structured content.• kelvin6365/plane-mcp-server  ?️ ? - MCP server for managing projects and issues via Plane's API.• kenliao94/mcp-server-rabbitmq  ? ? - MCP server for interacting with RabbitMQ (admin operations, message enqueue/dequeue).• k-jarzyna/mcp-miro  ? ☁️ - Miro MCP server, exposing all functionality from the official Miro SDK.• kimtth/mcp-remote-call-ping-pong  ? ? - An experimental and educational Ping-pong server application that demonstrates remote MCP (Model Context Protocol) calls.• kj455/mcp-kibela  ? ☁️ - MCP server that allows AI models to interact with Kibela.• kiwamizamurai/mcp-kibela-server  ? ☁️ - MCP server that interacts powerfully with the Kibela API.• KS-GEN-AI/confluence-mcp-server  ? ☁️ ? ? - Get Confluence data and read pages via CQL.• KS-GEN-AI/jira-mcp-server  ? ☁️ ? ? - Get Jira data via JQL and API, and execute requests to create and edit tickets.• lciesielski/mcp-salesforce  ? ☁️ - MCP server for basic demos of interacting with a Salesforce instance.• pollinations/chucknorris-mcp  ? ☁️ - Provides specific LLM hints and hacks for dynamic architecture adaptation.• louiscklaw/hko-mcp  ? ? - An MCP server for fetching weather data from the Hong Kong Observatory.• evalstate/mcp-hfspace  ? ☁️ - Use HuggingFace Spaces directly from Claude, supporting image generation, chat, vision tasks, etc. Supports image, audio and text upload/download.• magarcia/mcp-server-giphy  ? ☁️ - MCP server to search and retrieve GIFs from Giphy's massive library.• integromat/make-mcp-server  ?️ ? ? - A tool that converts your Make scenes into something that can be called by an AI assistant.• marcelmarais/Spotify  ? ? - Control Spotify playback and manage playlists.• MarkusPfundstein/mcp-obsidian  ? ☁️ ? - Interact with Obsidian via the REST API.• mcp-server-jfx  ☕ ? - Drawing on a JavaFX canvas.• mediar-ai/screenpipe  ?️ ? ? ? - Local-first system, screen/audio capture and timestamp indexing, SQL/embedded storage, semantic search, LLM-powered historical analysis and event-triggered actions.• modelcontextprotocol/server-everything  ? ? - The MCP server that implements all functionality of the MCP protocol.• mrjoshuak/godoc-mcp  ?️ ? - Efficient Go documentation server that provides AI assistants with intelligent access to package documentation and type information without reading the entire source code file.• mzxrai/mcp-openai  ? ☁️ - MCP server for chatting with OpenAI.• NakaokaRei/swift-mcp-gui  ? ? - MCP server that executes commands such as keyboard input and mouse movement.• nguyenvanduocit/all-in-one-model-context-protocol  ?️ ? - Commonly used tools for developers, including almost all the functions that engineers need: Confluence, Jira, YouTube, run scripts, knowledge base RAG, crawl URLs, manage YouTube channels, email, calendar, GitLab.• NON906/omniparser-autogui-mcp  ? - Automates on-screen GUI.• pierrebrunelle/mcp-server-openai  ? ☁️ - Query OpenAI models directly using the MCP protocol.• pskill9/hn-server  ? ☁️ - Parse HTML content from news.ycombinator.com (Hacker News) and provide structured data for different types of stories (like hot, fresh, ask, showcase, jobs, etc).• PV-Bhat/vibe-check-mcp-server  ? ☁️ - An MCP server that prevents cascading errors and scope creep by invoking the "Vibe-check" agent, ensuring user alignment.• pwh-pwh/cal-mcp  - An MCP server for mathematical expression evaluation.• pyroprompts/any-chat-completions-mcp  - Chat with any OpenAI SDK compatible Chat Completions API like Perplexity, Groq, xAI, etc.• Rai220/think-mcp  ? ? - Enhance the reasoning capabilities of any agent by integrating think-tools, as described in the Anthropic article.• reeeeemo/ancestry-mcp  ? ? - Allows AI to read .ged files and genetic data.• rember/rember-mcp  ? ? - Create spaced repetition cards in Rember to remember anything you learned in a chat.• roychri/mcp-server-asana  ? ☁️ - MCP server that interacts with the Asana API via the MCP client.• rusiaaman/wcgw  ? ? - Autonomous shell command execution, computer control, and code agent. (Mac)• SecretiveShell/MCP-wolfram-alpha  ? ☁️ - MCP server for querying the wolfram alpha API.• Seym0n/tiktok-mcp  ? ☁️ - MCP server for interacting with TikTok videos.• Shopify/dev-mcp  ? ☁️ - Model Context Protocol (MCP) server for interacting with Shopify Dev.• sirmews/apple-notes-mcp  ? ? - Allows the AI ​​to read content from your local Apple Notes database (macOS only).• sooperset/mcp-atlassian  ? ☁️ - MCP server for Atlassian products (Confluence and Jira), supports Confluence Cloud, Jira Cloud and Jira Server/Data Center. Provides content search, reading, creation and management tools across Atlassian workspaces.• suekou/mcp-notion-server  ? ? - MCP server that interacts with the Notion API.• tacticlaunch/mcp-linear  ? ☁️ ? ? ? - MCP server integrated with the Linear project management system.• tanigami/mcp-server-perplexity  ? ☁️ - MCP server that interacts with the Perplexity API.• tevonsb/homeassistant-mcp  ? ? - Access Home Assistant data and control devices (such as lights, switches, thermostats, etc.).• tomekkorbak/oura-mcp-server  ? ☁️ - MCP server for Oura, an app for tracking sleep.• kw510/strava-mcp  ? ☁️ - MCP server for Strava, an app for tracking physical activity.• wanaku-ai/wanaku  ☁️ ? - Wanaku MCP Router is an SSE based MCP server providing a scalable routing engine allowing integration of enterprise systems with AI agents.• wong2/mcp-cli  ? ? - CLI tool for testing the MCP server.• ws-mcp  - wraps an MCP server with WebSocket (for kitbitz).• yuna0x0/hackmd-mcp  ? ☁️ - MCP server that allows AI models to interact with HackMD.• ZeparHyfar/mcp-datetime  - MCP server providing date and time capabilities in multiple formats.• zueai/mcp-manager  ? ☁️ - Simple web interface for installing and managing MCP servers for Claude Desktop applications.• HenryHaoson/Yuque-MCP-Server  ? ☁️ - Model-Context-Protocol (MCP) server integrated with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytical data from the Yuque platform.• tumf/web3-mcp  ? ☁️ - An implementation of the MCP server that encapsulates the Ankr high-level API and supports access to NFTs, tokens, and blockchain data across multiple chains (including Ethereum, BSC, Polygon, Avalanche, etc.).• danielkennedy1/pdf-tools-mcp  ? - Utilities for PDF downloading, viewing and manipulation.

Frameworks

Provides frameworks and libraries for building MCP servers.

• FastMCP  ? - A high-level framework for building MCP servers in Python.• FastMCP  ? - A high-level framework for building MCP servers in TypeScript.• Foxy Contexts  ?️ - Golang library for writing MCP servers declaratively, including functional tests.• gabfr/waha-api-mcp-server  ? - An MCP server with openAPI specification for using the WhatsApp unofficial API (https://waha.devlike.pro/, also open source: https://github.com/devlikeapro/waha).• Genkit MCP  ? – Provides integration of Genkit and Model Context Protocol (MCP).• http4k MCP SDK  ? - A functional, testable Kotlin SDK based on the popular http4k web toolkit with support for the new HTTP streaming protocol.• lastmile-ai/mcp-agent  ? ? - Build effective agents with MCP servers using simple, composable patterns.• LiteMCP  ? - A high-level framework for building MCP servers in JavaScript/TypeScript.• marimo-team/codemirror-mcp  - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and hint commands.• mark3labs/mcp-go  ?️ - Golang SDK for building MCP server and client.• mcp-framework  ? - A fast and elegant TypeScript framework for building MCP servers.• mcp-proxy  ? - TypeScript SSE proxy for MCP servers, using the stdio transport.• mcp-rs-template  ? - MCP CLI server template for Rust.• metoro-io/mcp-golang  ?️ - Golang framework for building MCP servers, with a focus on type safety.• mullerhai/sakura-mcp  ? ☕ - Scala MCP framework for building efficient proxies, supports MCP servers and clients.• paulotaylor/voyp-mcp  ? - VOYP (Voice Over Your Phone) MCP server, used for making phone calls.• poem-web/poem-mcpserver  ? - MCP server implementation for Poem.• quarkiverse/quarkus-mcp-server  ☕ - Java SDK for building MCP servers using Quarkus.• rectalogic/langchain-mcp  ? - Provides support for calling MCP tools in LangChain, allowing MCP tools to be integrated into LangChain workflows.• ribeirogab/simple-mcp  ? - A simple TypeScript library for creating MCP servers.• salty-flower/ModelContextProtocol.NET  #️⃣ ? - C# SDK for MCP server builds for .NET 9 with NativeAOT compatibility support ⚡ ?.• spring-ai-mcp  ☕ ? - Java SDK and Spring Framework integration for building MCP clients and MCP servers, providing multiple pluggable transport options.• spring-projects-experimental/spring-ai-mcp  ☕ ? - Java SDK and Spring Framework integration for building MCP clients and MCP servers, providing multiple pluggable transport options.• Template MCP Server  ? - A CLI tool for creating new Model Context Protocol server projects with TypeScript support, dual transport options, and an extensible structure.• sendaifun/solana-mcp-kit  - Solana MCP SDK.

Utilities

Provides tools and integrations to help develop and manage MCP servers.

• 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 an MCP server, with additional features such as simulation and proxying.• flux159/mcp-chat  ??️ - A CLI based client for chatting and connecting with any MCP server. Very useful when developing and testing MCP servers.• isaacwasserman/mcp-langchain-ts-client  ? – Tools provided by MCP for using in LangChain.js.• kukapay/whattimeisit-mcp  ? ☁️ - A lightweight MCP server that tells you the current time.• kukapay/whereami-mcp  ? ☁️ - A lightweight MCP server that tells you where you are based on your current IP.• kukapay/whoami-mcp  ? ? - A lightweight MCP server that tells you who you are.• lightconetech/mcp-gateway  ? - Gateway example for MCP SSE server.• mark3labs/mcphost  ?️ - A CLI host application that enables Large Language Models (LLMs) to interact with external tools via the Model Context Protocol (MCP).• MCP-Connect  ? - A small tool that enables cloud AI services to access local Stdio-based MCP servers via HTTP/HTTPS requests.• SecretiveShell/MCP-Bridge  ? – An openAI middleware proxy for using MCP in any existing openAI-compatible client.• sparfenyuk/mcp-proxy  ? – An MCP stdio to SSE transport gateway.• 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 for building vertical AI agents.• JoshuaSiraj/mcp_auto_register  ? – A tool to automatically register functions and classes from a Python package into a FastMCP instance.