A curated list of awesome Model Context Protocol (MCP) servers.
- What is MCP?
- Clients
- Tutorials
- Community
- Legend
- Server Implementations
- Frameworks
- Utilities
- Tips & Tricks
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.
Checkout awesome-mcp-clients and glama.ai/mcp/clients.
Tip
Glama Chat is a multi-modal AI client with MCP support & AI gateway.
- ποΈ β official implementation
- programming language
- π β Python codebase
- π β TypeScript codebase
- ποΈ β Go codebase
- π¦ β Rust codebase
- #οΈβ£ - C# Codebase
- β - Java codebase
- scope
- βοΈ - Cloud Service
- π - Local Service
- π - Embedded Systems
- operating system
- π β For macOS
- πͺ β For Windows
- π§ - For Linux
Note
Confused about Local π vs Cloud βοΈ?
- 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.
Note
We now have a web-based directory that is synced with the repository.
- π - Aggregators
- π¨ - Art & Culture
- π - Browser Automation
- βοΈ - Cloud Platforms
- π¨βπ» - Code Execution
- π₯οΈ - Command Line
- π¬ - Communication
- π€ - Customer Data Platforms
- ποΈ - Databases
- π - Data Platforms
- π οΈ - Developer Tools
- π§ - Data Science Tools
- π - Embedded system
- π - File Systems
- π° - Finance & Fintech
- π - Gaming
- π§ - Knowledge & Memory
- πΊοΈ - Location Services
- π― - Marketing
- π - Monitoring
- π - Search & Data Extraction
- π - Security
- π - Sports
- π§ - Support & Service Management
- π - Translation Services
- π - Travel & Transportation
- π - Version Control
- π οΈ - Other Tools and Integrations
Servers for accessing many apps and tools through a single MCP server.
- PipedreamHQ/pipedream βοΈ π - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
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 π π πͺ π§ - A local MCP server that generates animations using Manim.
- burningion/video-editing-mcp π - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
- djalal/quran-mcp-server π βοΈ MCP server to interact with Quran.com corpus via the official REST API v4.
- r-huijts/rijksmuseum-mcp π βοΈ - Rijksmuseum API integration for artwork search, details, and collections
- r-huijts/oorlogsbronnen-mcp π βοΈ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
- samuelgursky/davinci-resolve-mcp π - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
- yuna0x0/anilist-mcp π βοΈ - A MCP server integrating AniList API for anime and manga information
Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.
- 34892002/bilibili-mcp-js π π - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
- automatalabs/mcp-server-playwright π - An MCP server for browser automation using Playwright
- blackwhite084/playwright-plus-python-mcp π - An MCP python server using Playwright for browser automation,more suitable for llm
- browserbase/mcp-server-browserbase ποΈ π - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
- co-browser/browser-use-mcp-server π - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
- executeautomation/playwright-mcp-server π - An MCP server using Playwright for browser automation and webscrapping
- eyalzh/browser-control-mcp π π - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).
- fradser/mcp-server-apple-reminders π π π - An MCP server for interacting with Apple Reminders on macOS
- getrupt/ashra-mcp π π - Extract structured data from any website. Just prompt and get JSON.
- kimtaeyoon83/mcp-server-youtube-transcript π βοΈ - Fetch YouTube subtitles and transcripts for AI analysis
- kimtth/mcp-aoai-web-browsing π π - A
minimalserver/client MCP implementation using Azure OpenAI and Playwright. - microsoft/playwright-mcp - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
- modelcontextprotocol/server-puppeteer π π - Browser automation for web scraping and interaction
- pskill9/web-search π π - An M 6D40 CP server that enables free web searching using Google search results, with no API keys required.
- recursechat/mcp-server-apple-shortcuts π π π - An MCP Server Integration with Apple Shortcuts
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
- alexei-led/aws-mcp-server π βοΈ - 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 π - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (
kubectl,helm,istioctl, andargocd) using Unix pipes in a safe Docker environment with multi-architecture support. - bright8192/esxi-mcp-server π βοΈ - 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 ποΈ π βοΈ - Integration with Cloudflare services including Workers, KV, R2, and D1
- flux159/mcp-server-kubernetes - π βοΈ/π Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
- jdubois/azure-cli-mcp - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
- johnneerdael/netskope-mcp βοΈ - 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.
- johnneerdael/netskope-mcp π βοΈ - 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 - ποΈ π 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 - π¦ π - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
- rohitg00/kubectl-mcp-server - π βοΈ/π 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 - ποΈ βοΈ/π Kubernetes cluster operations through MCP
- thunderboltsid/mcp-nutanix - ποΈ π /βοΈ Go-based MCP Server for interfacing with Nutanix Prism Central resources.
- weibaohui/k8m - ποΈ βοΈ/π 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 - ποΈ βοΈ/π 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 ποΈ βοΈ/π MCP Server for kubernetes management, and analyze your cluster, application health
Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.
- pydantic/pydantic-ai/mcp-run-python ππ - Run Python code in a secure sandbox via MCP tool calls
Run commands, capture output and otherwise interact with shells and command line tools.
- ferrislucas/iterm-mcp π₯οΈ π οΈ π¬ - 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 π π - Run any command with
run_commandandrun_scripttools. - maxim-saplin/mcp_safe_local_python_executor - Safe Python interpreter based on HF Smolagents
LocalPythonExecutor - MladenSU/cli-mcp-server π π - Command line interface with secure execution and customizable security policies
- OthmaneBlial/term_mcp_deepseek π π - A DeepSeek MCP-like Server for Terminal
- tumf/mcp-shell-server - A secure shell command execution server implementing the Model Context Protocol (MCP)
- tumf/mcp-shell-server A secure shell command execution server implementing the Model Context Protocol (MCP)
Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.
- AbdelStark/nostr-mcp - π βοΈ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
- adhikasp/mcp-twikit π βοΈ - Interact with Twitter search and timeline
- agentmail-toolkit/mcp - π π¬ - 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 - π βοΈ - An MCP server to interface with the Google Tasks API
- carterlasalle/mac_messages_mcp π π π - 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 ποΈ π - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
- elie222/inbox-zero - π βοΈ - 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.
- gotoolkits/wecombot - π βοΈ - An MCP server application that sends various types of messages to the WeCom group robot.
- hannesrudolph/imessage-query-fastmcp-mcp-server π π π - 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 π π - 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 - π βοΈ - An MCP server for WhatsApp, search and send through pesonal and group messages
- lharries/whatsapp-mcp π ποΈ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
- MarkusPfundstein/mcp-gsuite - π βοΈ - Integration with gmail and Google Calendar.
- modelcontextprotocol/server-bluesky π βοΈ - Bluesky instance integration for querying and interaction
- modelcontextprotocol/server-slack π βοΈ - Slack workspace integration for channel management and messaging
- sawa-zen/vrchat-mcp - π π 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 π βοΈ - 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 - π βοΈ - An MCP server for DIDLogic. Adds functionality to manage SIP endpoints, numbers and destinations.
- zcaceres/gtasks-mcp - π βοΈ - An MCP server to Manage Google Tasks
- InditexTech/mcp-teams-server - π βοΈ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
Provides access to customer profiles inside of customer data platforms
- iaptic/mcp-server-iaptic ποΈ π βοΈ - Connect with iaptic to ask about your Customer Purchases, Transaction data and App Revenue statistics.
- OpenDataMCP/OpenDataMCP π βοΈ - Connect any Open Data to any LLM with Model Context Protocol.
- sergehuber/inoyu-mcp-unomi-server π βοΈ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
- tinybirdco/mcp-tinybird π βοΈ - An MCP server to interact with a Tinybird Workspace from any MCP client.
Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.
- Aiven-Open/mcp-aiven - π βοΈ ποΈ - Navigate your Aiven projects and interact with the PostgreSQLΒ, Apache KafkaΒ, ClickHouseΒ and OpenSearchΒ services
- alexanderzuev/supabase-mcp-server - Supabase MCP Server with support for SQL query execution and database exploration tools
- aliyun/alibabacloud-tablestore-mcp-server β π βοΈ - 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 βοΈ π - MySQL database integration in NodeJS with configurable access controls and schema inspection
- bytebase/dbhub π π β Universal database MCP server supporting mainstream databases.
- c4pt0r/mcp-server-tidb π βοΈ - TiDB database integration with schema inspection and query capabilities
- Canner/wren-engine π π¦ π - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
- centralmind/gateway ποΈ π π πͺ - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
- ClickHouse/mcp-clickhouse π βοΈ - ClickHouse database integration with schema inspection and query capabilities
- confluentinc/mcp-confluent π βοΈ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
- cr7258/elasticsearch-mcp-server π π - MCP Server implementation that provides Elasticsearch interaction
- Dataring-engineering/mcp-server-trino π βοΈ - Trino MCP Server to query and access data from Trino Clusters.
- designcomputer/mysql_mcp_server π π - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
- domdomegg/airtable-mcp-server π π - Airtable database integration with schema inspection, read and write capabilities
- ergut/mcp-bigquery-server π βοΈ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
- f4ww4z/mcp-mysql-server π π - Node.js-based MySQL database integration that provides secure MySQL database operations
- fireproof-storage/mcp-database-server π βοΈ - Fireproof ledger database with multi-user sync
- FreePeak/db-mcp-server ποΈ π β 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 π π - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
- gannonh/firebase-mcp π₯ β οΈ - Firebase services including Auth, Firestore and Storage.
- get-convex/convex-backend π βοΈ - Convex database integration to introspect tables, functions, and run oneoff queries (Source)
- GreptimeTeam/greptimedb-mcp-server π π - MCP Server for querying GreptimeDB.
- hannesrudolph/sqlite-explorer-fastmcp-mcp-server π π - 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 π βοΈ π - Run queries against InfluxDB OSS API v2.
- isaacwasserman/mcp-snowflake-server π βοΈ - 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 π βοΈ - 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 π βοΈ - VikingDB integration with collection and index introduction, vector store and search capabilities.
- kiliczsh/mcp-mongo-server π π - A Model Context Protocol Server for MongoDB
- ktanaka101/mcp-server-duckdb π π - DuckDB database integration with schema inspection and query capabilities
- LucasHild/mcp-server-bigquery π βοΈ - BigQuery database integration with schema inspection and query capabilities
- mcp-server-jdbc β π - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
- memgraph/mcp-memgraph π π - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
- modelcontextprotocol/server-postgres π π - PostgreSQL database integration with schema inspection and query capabilities
- modelcontextprotocol/server-sqlite π π - SQLite database operations with built-in analysis features
- neo4j-contrib/mcp-neo4j π π - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
- neondatabase/mcp-server-neon π βοΈ β 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 π π - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
- openlink/mcp-server-sqlalchemy π π - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
- pab1it0/adx-mcp-server π βοΈ - Query and analyze Azure Data Explorer databases
- pab1it0/prometheus-mcp-server π βοΈ - Query and analyze Prometheus, open-source monitoring system.
- qdrant/mcp-server-qdrant π π - A Qdrant MCP server
- QuantGeekDev/mongo-mcp π π - MongoDB integration that enables LLMs to interact directly with databases.
- rashidazarang/airtable-mcp π βοΈ - 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.
- runekaagaard/mcp-alchemy π 9E88 π - 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 π βοΈ - Pinecone integration with vector search capabilities
- TheRaLabs/legion-mcp π π Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
- tinybirdco/mcp-tinybird π βοΈ - Tinybird integration with query and API capabilities
- tradercjz/dolphindb-mcp-server π βοΈ - TDolphinDB database integration with schema inspection and query capabilities
- weaviate/mcp-server-weaviate π π βοΈ - 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 π βοΈ β 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 π βοΈ - 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.
- zilliztech/mcp-server-milvus π π βοΈ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
Data Platforms for data integration, transformation and pipeline orchestration.
- JordiNei/mcp-databricks-server - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
- keboola/keboola-mcp-server - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
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.
- admica/FileScopeMCP π π π¦ - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
- ambar/simctl-mcp π π π A MCP server implementation for iOS Simulator control.
- api7/apisix-mcp ποΈ π π MCP Server that support for querying and managing all resource in Apache APISIX.
- automation-ai-labs/mcp-link ποΈ π - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
- Coment-ML/Opik-MCP ποΈ π βοΈ π - Talk to your LLM observability, traces and monitoring captured by Opik using natural language.
- davidlin2k/pox-mcp-server π π - MCP server for the POX SDN controller to provides network control and management capabilities.
- delano/postman-mcp-server π βοΈ - Interact with Postman API
- flipt-io/mcp-server-flipt π π - Enable AI assistants to interact with your feature flags in Flipt.
- GLips/Figma-Context-MCP π π - Provide coding agents direct access to Figma data to help them one-shot design implementation.
- gofireflyio/firefly-mcp ποΈ π βοΈ - Integrates, discovers, manages, and codifies cloud resources with Firefly.
- Govcraft/rust-docs-mcp-server π¦ π - 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 π π - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
- higress-group/higress-ops-mcp-server π π - MCP server that provides comprehensive tools for managing Higress gateway configurations and operations.
- hungthai1401/bruno-mcp π π - A MCP server for interacting with Bruno API Client.
- hyperb1iss/droidmind π π - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
- IlyaGulya/gradle-mcp-server π - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
- InhiblabCore/mcp-image-compression π π - MCP server for local compression of various image formats.
- ios-simulator-mcp π π π - 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 π π π - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
- j4c0bs/mcp-server-sql-analyzer π - MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot
- jasonjmcghee/claude-debugs-for-you π π - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
- jetbrains/mcpProxy ποΈ π π - Connect to JetBrains IDE
- Jktfe/serveMyAPI π π π - 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 π π - An MCP server to communicate with the App Store Connect API for iOS Developers
- joshuarileydev/simulator-mcp-server π π - An MCP server to control iOS Simulators
- lamemind/mcp-server-multiverse π π π οΈ - 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 π π - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management.
- mrexodia/user-feedback-mcp π π - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
- OctoMind-dev/octomind-mcp - π βοΈ 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.
- pskill9/website-downloader ποΈ π - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
- QuantGeekDev/docker-mcp ποΈ π - Docker container management and operations through MCP
- r-huijts/xcode-mcp-server π π π - Xcode integration for project management, file operations, and build automation
- ReAPI-com/mcp-openapi π π - 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 ποΈπβοΈπ - MCP server for the incident management platform Rootly.
- sammcj/mcp-package-version π π - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
- sapientpants/deepsource-mcp-server π βοΈ π - A Model Context Protocol (MCP) server that integrates with DeepSource to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
- sapientpants/sonarqube-mcp-server π¦ βοΈ π - 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 π π - 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 ποΈ π - Connect any HTTP/REST API server using an Open API spec (v3)
- stass/lldb-mcp π π π§ π - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
- tumf/mcp-text-editor π π - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
- vivekvells/mcp-pandoc ποΈ π - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
- VSCode Devtools π - Connect to VSCode ide and use semantic tools like
find_usages - xcodebuild π Build iOS Xcode workspace/project and feed back errors to llm.
- xzq.xu/jvm-mcp-server π π - An implementation project of a JVM-based MCP (Model Context Protocol) server.
- yangkyeongmo@/mcp-server-apache-airflow π π - MCP server that connects to Apache Airflow using official client.
- YuChenSSR/mindmap-mcp-server π π - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
- YuChenSSR/multi-ai-advisor π π - 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 π π - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
- zcaceres/fetch-mcp π π - An MCP server to flexibly fetch JSON, text, and HTML data
- zenml-io/mcp-zenml π π βοΈ - An MCP server to connect with your ZenML MLOps and LLMOps pipelines
- tgeselle/bugsnag-mcp π βοΈ - An MCP server for interacting with Bugsnag
Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
- ChronulusAI/chronulus-mcp π βοΈ - Predict anything with Chronulus AI forecasting and prediction agents.
- reading-plus-ai/mcp-server-data-exploration π βοΈ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
- zcaceres/markdownify-mcp π π - An MCP server to convert almost any file or web content into Markdown
- jjsantos01/jupyter-notebook-mcp π π - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
Provides access to documentation and shortcuts for working on embedded devices.
- horw/esp-mcp π - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.
- cyberchitta/llm-context.py π π - Share code context with LLMs via MCP or clipboard
- exoticknight/mcp-file-merger ποΈ π - File merger tool, suitable for AI chat length limits.
- filesystem@quarkiverse/quarkus-mcp-servers β π - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
- hmk/box-mcp-server π βοΈ - Box integration for listing, reading and searching files
- mamertofabian/mcp-everything-search π π πͺ - Fast Windows file search using Everything SDK
- mark3labs/mcp-filesystem-server ποΈ π - Golang implementation for local file system access.
- modelcontextprotocol/server-filesystem π π - Direct local file system access.
- modelcontextprotocol/server-google-drive π βοΈ - Google Drive integration for listing, reading, and searching files
- Xuanwo/mcp-server-opendal π π βοΈ - Access any storage with Apache OpenDALβ’
Financial data access and analysis tools. Enables AI models to work with market data, trading platforms, and financial information.
- anjor/coinmarket-mcp-server π βοΈ - Coinmarket API integration to fetch cryptocurrency listings and quotes
- bankless/onchain-mcp π βοΈ - Bankless Onchain API to interact with smart contracts, query transaction and token information
- base/base-mcp ποΈ π βοΈ - 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 π βοΈ - Alpha Vantage API integration to fetch both stock and crypto information
- bitteprotocol/mcp π - Bitte Protocol integration to run AI Agents on several blockchains.
- chargebee/mcp ποΈ π βοΈ - MCP Server that connects AI agents to Chargebee platform.
- ferdousbhai/investor-agent π βοΈ - Yahoo Finance integration to fetch stock market data including options recommendations
- ferdousbhai/tasty-agent π βοΈ - Tastyworks API integration to handle trading activities on Tastytrade
- getalby/nwc-mcp-server π π - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
- heurist-network/heurist-mesh-mcp-server ποΈ β οΈ π π - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
- kukapay/crypto-feargreed-mcp π βοΈ - Providing real-time and historical Crypto Fear & Greed Index data.
- kukapay/crypto-indicators-mcp π βοΈ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
- kukapay/crypto-sentiment-mcp π βοΈ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
- kukapay/cryptopanic-mcp-server π βοΈ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
- kukapay/dune-analytics-mcp π βοΈ - A mcp server that bridges Dune Analytics data to AI agents.
- kukapay/freqtrade-mcp π βοΈ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
- kukapay/jupiter-mcp π βοΈ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
- kukapay/pancakeswap-poolspy-mcp π βοΈ - An MCP server that tracks newly created pools on Pancake Swap.
- kukapay/rug-check-mcp π βοΈ - An MCP server that detects potential risks in Solana meme tokens.
- kukapay/thegraph-mcp π βοΈ - An MCP server that powers AI agents with indexed blockchain data from The Graph.
- kukapay/token-minter-mcp π βοΈ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
- kukapay/token-revoke-mcp π βοΈ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.
- kukapay/uniswap-poolspy-mcp π βοΈ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
- kukapay/uniswap-trader-mcp π βοΈ - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
- kukapay/whale-tracker-mcp π βοΈ - A mcp server for tracking cryptocurrency whale transactions.
- longportapp/openapi - π βοΈ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
- mcpdotdirect/evm-mcp-server π βοΈ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
- mcpdotdirect/starknet-mcp-server π βοΈ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.
- minhyeoky/mcp-server-ledger π π - A ledger-cli integration for managing financial transactions and generating reports.
- openMF/mcp-mifosx βοΈ π - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
- narumiruna/yfinance-mcp π βοΈ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
- pwh-pwh/coin-mcp-server π βοΈ - Bitget API to fetch cryptocurrency price.
- QuantGeekDev/coincap-mcp π βοΈ - 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 π βοΈ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
- SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop π βοΈ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
- unibaseio/beeper-mcp π - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
Integration with gaming related data, game engines, and services
- CoderGamester/mcp-unity π #οΈβ£ π - MCP Server for Unity3d Game Engine integration for game development
- Coding-Solo/godot-mcp π π - 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 π βοΈ - 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 π βοΈ - An MCP server for real-time Fantasy Premier League data and analysis tools.
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
- CheMiguel23/MemoryMesh π π - Enhanced graph-based memory with a focus on AI role-play and story generation
- graphlit-mcp-server π βοΈ - 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 π π - 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 π βοΈ - A connector for LLMs to work with collections and sources on your Zotero Cloud
- mcp-summarizer π βοΈ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
- mem0ai/mem0-mcp π π - 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 π π - Knowledge graph-based persistent memory system for maintaining context
- topoteretes/cognee π π - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
- unibaseio/membase-mcp π βοΈ - Save and query your agent memory in distributed way by Membase
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
- briandconnelly/mcp-server-ipinfo π βοΈ - IP address geolocation and network information using IPInfo API
- jagan-shanmugam/open-streetmap-mcp π π - An OpenStreetMap MCP server with location-based services and geospatial data.
- kukapay/nearby-search-mcp π βοΈ - An MCP server for nearby place searches with IP-based location detection.
- modelcontextprotocol/server-google-maps π βοΈ - Google Maps integration for location services, routing, and place details
- QGIS MCP - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
- SaintDoresh/Weather-MCP-ClaudeDesktop π βοΈ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
- SecretiveShell/MCP-timeserver π π - Access the time in any timezone and get the current local time
- webcoderz/MCP-Geo π π - Geocoding MCP server for nominatim, ArcGIS, Bing
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
- Open Strategy Partners Marketing Tools π π - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
- grafana/mcp-grafana ποΈ π π βοΈ - Search dashboards, investigate incidents and query datasources in your Grafana instance
- hyperb1iss/lucidity-mcp π π - 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 contextβlogs, metrics, and tracesβinto your local environment to auto-fix code faster
- metoro-io/metoro-mcp-server ποΈ ποΈ βοΈ - Query and interact with kubernetes environments monitored by Metoro
- modelcontextprotocol/server-raygun π βοΈ - Raygun API V3 integration for crash reporting and real user monitoring
- modelcontextprotocol/server-sentry π βοΈ - Sentry.io integration for error tracking and performance monitoring
- pydantic/logfire-mcp ποΈ π βοΈ - Provides access to OpenTelemetry traces and metrics through Logfire
- seekrays/mcp-monitor ποΈ π - 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.οΌsupport CPUγMemoryγDiskγNetworkγHostγProcessοΌ
- ac3xx/mcp-servers-kagi π βοΈ - Kagi search API integration
- andybrandt/mcp-simple-arxiv - π βοΈ MCP for LLM to search and read papers from arXiv
- andybrandt/mcp-simple-pubmed - π βοΈ MCP to search and read medical / life sciences papers from PubMed.
- angheljf/nyt π βοΈ - Search articles using the NYTimes API
- apify/mcp-server-rag-web-browser π βοΈ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
- Bigsy/Clojars-MCP-Server π βοΈ - Clojars MCP Server for upto date dependency information of Clojure libraries
- blazickjp/arxiv-mcp-server βοΈ π - Search ArXiv research papers
- chanmeng/google-news-mcp-server π βοΈ - Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through SerpAPI.
- ConechoAI/openai-websearch-mcp π π βοΈ - This is a Python-based MCP server that provides OpenAI
web_searchbuild-in tool. - devflowinc/trieve ποΈ π βοΈ π - Crawl, embed, chunk, search, and retrieve information from datasets through Trieve
- Dumpling-AI/mcp-server-dumplingai ποΈ π βοΈ - Access data, web scraping, and document conversion APIs by Dumpling AI
- erithwik/mcp-hn π βοΈ - An MCP server to search Hacker News, get top stories, and more.
- exa-labs/exa-mcp-server ποΈ π βοΈ β A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
- fatwang2/search1api-mcp π βοΈ - Search via search1api (requires paid API key)
- hellokaton/unsplash-mcp-server) π βοΈ - A MCP server for Unsplash image search.
- Ihor-Sokoliuk/MCP-SearXNG π π /βοΈ - A Model Context Protocol Server for SearXNG
- jae-jae/fetcher-mcp π π - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
- jae-jae/g-search-mcp π π - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
- kshern/mcp-tavily βοΈ π β Tavily AI search API
- modelcontextprotocol/server-brave-search π βοΈ - Web search capabilities using Brave's Search API
- modelcontextprotocol/server-fetch π π βοΈ - Efficient web content fetching and processing for AI consumption
- mzxrai/mcp-webresearch ππ - Search Google and do deep web research on any topic
- nickclyde/duckduckgo-mcp-server π βοΈ - Web search using DuckDuckGo
- reading-plus-ai/mcp-server-deep-research π βοΈ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
- SecretiveShell/MCP-searxng π π - An MCP Server to connect to searXNG instances
- tinyfish-io/agentql-mcp ποΈ π βοΈ - MCP server that provides AgentQL's data extraction capabilities.
- Tomatio13/mcp-server-tavily βοΈ π β Tavily AI search API
- vectorize-io/vectorize-mcp-server βοΈ π - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
- zhsama/duckduckgo-mcp-server π π βοΈ - This is a TypeScript-based MCP server that provides DuckDuckGo search functionality.
- zoomeye-ai/mcp_zoomeye π βοΈ - Querying network asset information by ZoomEye MCP Server
- 13bm/GhidraMCP π β π - 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 π πͺ π MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
- BurtTheCoder/mcp-dnstwist π πͺ βοΈ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
- BurtTheCoder/mcp-maigret π πͺ βοΈ - 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 π πͺ βοΈ - 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 π πͺ βοΈ - 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 π π π πͺ π§ - 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 π βοΈ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
- qianniuspace/mcp-security-audit π βοΈ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
- semgrep/mcp-security-audit π βοΈ Allow AI agents to scan code for security vulnerabilites using Semgrep. actors, and retrieving intelligence sources. security vulnerabilities. Built with remote npm registry integration for real-time security checks.
- mrexodia/ida-pro-mcp π π - 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.
- roadwy/cve-search_mcp π π - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and productγget CVE per CVE-IDγget the last updated CVEs.
Tools for accessing sports-related data, results, and statistics.
- r-huijts/firstcycling-mcp π βοΈ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
Tools for managing customer support, IT service management, and helpdesk operations.
- effytech/freshdesk-mcp π βοΈ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
Translation tools and services to enable AI assistants to translate content between different languages.
- translated/lara-mcp ποΈ π βοΈ - MCP Server for Lara Translate API, enabling powerful translation capabilities with support for language detection and context-aware translations.
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
- Airbnb MCP Server π βοΈ - Provides tools to search Airbnb and get listing details.
- KyrieTangSheng/mcp-server-nationalparks π βοΈ - 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 π βοΈ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
- pab1it0/tripadvisor-mcp π π - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
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.
- adhikasp/mcp-git-ingest π π - Read and analyze GitHub repositories with your LLM
- ddukbg/github-enterprise-mcp π βοΈ π - MCP server for GitHub Enterprise API integration
- kopfrechner/gitlab-mr-mcp π βοΈ - Interact seamlessly with issues and merge requests of your GitLab projects.
- modelcontextprotocol/server-git π π - Direct Git repository operations including reading, searching, and analyzing local repositories
- modelcontextprotocol/server-github π βοΈ - GitHub API integration for repository management, PRs, issues, and more
- modelcontextprotocol/server-gitlab π βοΈ π - GitLab platform integration for project management and CI/CD operations
- oschina/mcp-gitee ποΈ βοΈ π - Gitee API integration, repository, issue, and pull request management, and more.
- Tiberriver256/mcp-server-azure-devops π βοΈ - Azure DevOps integration for repository management, work items, and pipelines.
- AbdelStark/bitcoin-mcp - βΏ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
- akseyh/bear-mcp-server - Allows the AI to read from your Bear Notes (macOS only)
- allenporter/mcp-server-home-assistant π π - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
- Amazon Bedrock Nova Canvas π βοΈ - Use Amazon Nova Canvas model for image generation.
- amidabuddha/unichat-mcp-server π/π βοΈ - Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using MCP protocol via tool or predefined prompts. Vendor API key required
- anaisbetts/mcp-installer π π - An MCP server that installs other MCP servers for you.
- anaisbetts/mcp-youtube π βοΈ - Fetch YouTube subtitles
- andybrandt/mcp-simple-openai-assistant - π βοΈ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
- andybrandt/mcp-simple-timeserver π π βοΈ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
- anjor/coinmarket-mcp-server π π - Coinmarket API integration to fetch cryptocurrency listings and quotes
- apify/actors-mcp-server π βοΈ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
- apinetwork/piapi-mcp-server π βοΈ PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
- awkoy/replicate-flux-mcp π βοΈ - Provides the ability to generate images via Replicate's API.
- awwaiid/mcp-server-taskwarrior π π - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
- baba786/phabricator-mcp-server π βοΈ - Interacting with Phabricator API
- Badhansen/notion-mcp π βοΈ - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently.
- bart6114/my-bear-mcp-server π π π - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear's sqlitedb.
- billster45/mcp-chatgpt-responses π βοΈ - MCP server for Claude to talk to ChatGPT and use its web search capability.
- blurrah/mcp-graphql π βοΈ - Allows the AI to query GraphQL servers
- calclavia/mcp-obsidian π π - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
- chrishayuk/mcp-cli π π - Yet another CLI tool for testing MCP servers
- danhilse/notion_mcp π βοΈ - Integrates with Notion's API to manage personal todo lists
- evalstate/mcp-miro π βοΈ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for REST API.
- future-audiences/wikimedia-enterprise-model-context-protocol π βοΈ - Wikipedia Article lookup API
- githejie/mcp-server-calculator π π - This server enables LLMs to use calculator for precise numerical calculations
- gotoolkits/DifyWorkflow - ποΈ βοΈ Tools to the query and execute of Dify workflows
- hiromitsusasaki/raindrop-io-mcp-server π βοΈ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
- hmk/attio-mcp-server - π βοΈ Allows AI clients to manage records and notes in Attio CRM
- isaacwasserman/mcp-vegalite-server π π - Generate visualizations from fetched data using the VegaLite format and renderer.
- ivo-toby/contentful-mcp π π - Update, create, delete content, content-models and assets in your Contentful Space
- j3k0/speech.sh π - Let the agent speak things out loud, notify you when he's done working with a quick summary
- jagan-shanmugam/climatiq-mcp-server π π - A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
- joshuarileydev/mac-apps-launcher-mcp-server π π - An MCP server to list and launch applications on MacOS
- kelvin6365/plane-mcp-server - ποΈ π This MCP Server will help you to manage projects and issues through Plane's API
- kenliao94/mcp-server-rabbitmq π π - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
- kj455/mcp-kibela - π βοΈ Allows AI models to interact with Kibela
- KS-GEN-AI/confluence-mcp-server π βοΈ π πͺ - Get Confluence data via CQL and read pages.
- KS-GEN-AI/jira-mcp-server π βοΈ π πͺ - Read jira data via JQL and api and execute requests to create and edit tickets.
- lciesielski/mcp-salesforce π βοΈ - MCP server with basic demonstration of interactions with Salesforce instance
- llmindset/mcp-hfspace π βοΈ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
- magarcia/mcp-server-giphy π βοΈ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
- makehq/mcp-server ποΈ π π - Turn your Make scenarios into callable tools for AI assistants.
- marcelmarais/Spotify - π π Control Spotify playback and manage playlists.
- MarkusPfundstein/mcp-obsidian π βοΈ π - Interacting with Obsidian via REST API
- mcp-server-jfx β π - Draw on JavaFX canvas.
- mediar-ai/screenpipe - ποΈ π¦ π π Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem.
- modelcontextprotocol/server-everything π π - MCP server that exercises all the features of the MCP protocol
- mrjoshuak/godoc-mcp ποΈ π - Token-efficient Go documentation server that provides AI assistants with smart access to package docs and types without reading entire source files
- mzxrai/mcp-openai π βοΈ - Chat with OpenAI's smartest models
- NakaokaRei/swift-mcp-gui π π - MCP server that can execute commands such as keyboard input and mouse movement
- nguyenvanduocit/all-in-one-model-context-protocol ποΈ π - Some useful tools for developer, almost everything an engineer need: confluence, Jira, Youtube, run script, knowledge base RAG, fetch URL, Manage youtube channel, emails, calendar, gitlab
- NON906/omniparser-autogui-mcp - π Automatic operation of on-screen GUI.
- pierrebrunelle/mcp-server-openai π βοΈ - Query OpenAI models directly from Claude using MCP protocol
- pskill9/hn-server - π βοΈ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).
- PV-Bhat/vibe-check-mcp-server π βοΈ - An MCP server that prevents cascading errors and scope creep by calling a "Vibe-check" agent to ensure user alignment.
- pwh-pwh/cal-mcp - An MCP server for Mathematical expression calculation
- pyroprompts/any-chat-completions-mcp - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
- reeeeemo/ancestry-mcp π π - Allows the AI to read .ged files and genetic data
- rember/rember-mcp π π - Create spaced repetition flashcards in Rember to remember anything you learn in your chats.
- roychri/mcp-server-asana - π βοΈ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.
- rusiaaman/wcgw π π - Autonomous shell execution, computer control and coding agent. (Mac)
- SecretiveShell/MCP-wolfram-alpha π βοΈ - An MCP server for querying wolfram alpha API.
- Seym0n/tiktok-mcp π βοΈ - Interact with TikTok videos
- sirmews/apple-notes-mcp π π - Allows the AI to read from your local Apple Notes database (macOS only)
- sooperset/mcp-atlassian π βοΈ - 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.
- suekou/mcp-notion-server π π - Interacting with Notion API
- tacticlaunch/mcp-linear π βοΈ π πͺ π§ - Integrates with Linear project management system
- tanigami/mcp-server-perplexity π βοΈ - Interacting with Perplexity API.
- tevonsb/homeassistant-mcp π π - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
- tomekkorbak/oura-mcp-server π βοΈ - An MCP server for Oura, an app for tracking sleep
- tomekkorbak/strava-mcp-server π βοΈ - An MCP server for Strava, an app for tracking physical exercise
- wanaku-ai/wanaku - βοΈ π The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.
- wong2/mcp-cli π π - CLI tool for testing MCP servers
- ws-mcp - Wrap MCP servers with a WebSocket (for use with kitbitz)
- yuna0x0/hackmd-mcp π βοΈ - Allows AI models to interact with HackMD
- ZeparHyfar/mcp-datetime - MCP server providing date and time functions in various formats
- zueai/mcp-manager π βοΈ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
- HenryHaoson/Yuque-MCP-Server - π βοΈ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.
- FastMCP π - A high-level framework for building MCP servers in Python
- FastMCP π - A high-level framework for building MCP servers in TypeScript
- Foxy Contexts ποΈ - Golang library to write MCP Servers declaratively with functional testing included
- gabfr/waha-api-mcp-server π - An MCP server with openAPI specs for using the WhatsApp unnoficial API (https://waha.devlike.pro/ - also open source: https://github.com/devlikeapro/waha
- Genkit MCP π β Provides integration between Genkit and the Model Context Protocol (MCP).
- http4k MCP SDK π - Functional, testable Kotlin SDK based around the popular http4k Web toolkit. Supports new HTTP Streaming protocol.
- lastmile-ai/mcp-agent π€ π - Build effective agents with MCP servers using simple, composable patterns.
- LiteMCP π - 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 prompt commands.
- mark3labs/mcp-go ποΈ - Golang SDK for building MCP Servers and Clients.
- mcp-framework π - Fast and elegant TypeScript framework for building MCP servers
- mcp-proxy - π A TypeScript SSE proxy for MCP servers that use
stdiotransport. - mcp-rs-template π¦ - MCP CLI server template for Rust
- metoro-io/mcp-golang ποΈ - Golang framework for building MCP Servers, focussed on type safety
- mullerhai/sakura-mcp π¦ β - Scala MCP Framework for Build effective agents with MCP servers and MCP clients shade from modelcontextprotocol.io.
- paulotaylor/voyp-mcp π - VOYP - Voice Over Your Phone MCP Server for making calls.
- poem-web/poem-mcpserver π¦ - MCP Server implementation for Poem.
- quarkiverse/quarkus-mcp-server β - Java SDK for building MCP servers using Quarkus.
- rectalogic/langchain-mcp π - Provides MCP tool calling support in LangChain, allowing for the integration of MCP tools into LangChain workflows.
- ribeirogab/simple-mcp π - A simple TypeScript library for creating MCP servers.
- salty-flower/ModelContextProtocol.NET #οΈβ£ π - A C# SDK for building MCP servers on .NET 9 with NativeAOT compatibility β‘ π
- spring-ai-mcp β π± - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
- spring-projects-experimental/spring-ai-mcp β π± - Java SDK and Spring Framework integration for building MCP client and MCP servers with various, plugable, transport options.
- Template MCP Server π - A CLI tool to create a new Model Context Protocol server project with TypeScript support, dual transport options, and an extensible structure
- sendaifun/solana-mcp-kit - Solana MCP SDK
- boilingdata/mcp-server-and-gw π - An MCP stdio to HTTP SSE transport gateway with example server and MCP client.
- f/MCPTools π¨ - A command-line development tool for inspecting and interacting with MCP servers with extra features like mocks and proxies.
- flux159/mcp-chat ππ₯οΈ - A CLI based client to chat and connect with any MCP server. Useful during development & testing of MCP servers.
- isaacwasserman/mcp-langchain-ts-client π β Use MCP provided tools in LangChain.js
- kukapay/whattimeisit-mcp π βοΈ - A lightweight mcp server that tells you exactly what time is it.
- kukapay/whereami-mcp π βοΈ - A lightweight mcp server that tells you exactly where you are based on your current IP.
- kukapay/whoami-mcp π π - A lightweight MCP server that tells you exactly who you are.
- lightconetech/mcp-gateway π - A gateway demo for MCP SSE Server.
- mark3labs/mcphost ποΈ - A CLI host application that enables Large Language Models (LLMs) to interact with external tools through the Model Context Protocol (MCP).
- MCP-Connect π - A tiny tool that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests.
- SecretiveShell/MCP-Bridge π β an openAI middleware proxy to use mcp in any existing openAI compatible client
- sparfenyuk/mcp-proxy π β An MCP stdio to SSE transport gateawy.
- TBXark/mcp-proxy ποΈ - An MCP proxy server that aggregates and serves multiple MCP resource servers through a single http server.
- upsonic/gpt-computer-assistant π β framework to build vertical AI agent
- JoshuaSiraj/mcp_auto_register π β tool to automate the registration of functions and classes from a python package into a FastMCP instance.
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