Awesome MCP Servers

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

What is MCP?
Clients
Tutorials
Community
Legend
Server Implementations
Frameworks
Tips & Tricks

What is MCP?

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

Clients

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

[!TIP] Glama Chat is a multi-modal AI client with MCP support & AI gateway.

Tutorials

Community

Legend

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

[!NOTE] Confused about Local 🏠 vs Cloud ☁️?

Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.

Use network when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

[!NOTE] We now have a web-based directory that is synced with the repository.

🔗 - Aggregators
🎨 - Art & Culture
📂 - Browser Automation
☁️ - Cloud Platforms
👨‍💻 - Code Execution
🤖 - Coding Agents
🖥️ - Command Line
💬 - Communication
👤 - Customer Data Platforms
🗄️ - Databases
📊 - Data Platforms
🚚 - Delivery
🛠️ - Developer Tools
🧮 - Data Science Tools
📟 - Embedded system
📂 - File Systems
💰 - Finance & Fintech
🎮 - Gaming
🧠 - Knowledge & Memory
🗺️ - Location Services
🎯 - Marketing
📊 - Monitoring
🎥 - Multimedia Process
🔎 - Search & Data Extraction
🔒 - Security
🌐 - Social Media
🏃 - Sports
🎧 - Support & Service Management
🌎 - Translation Services
🎧 - Text-to-Speech
🚆 - Travel & Transportation
🔄 - Version Control
🛠️ - Other Tools and Integrations

🔗 Aggregators

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

julien040/anyquery 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
mindsdb/mindsdb - Connect and unify data across various platforms and databases with MindsDB as a single MCP server.
glenngillen/mcpmcp-server ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
wegotdocs/open-mcp 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
PipedreamHQ/pipedream ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
VeriTeknik/pluggedin-mcp-proxy 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
tigranbs/mcgravity 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
MetaMCP 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
WayStation-ai/mcp ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
sxhxliang/mcp-access-point 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
hamflx/imagen3-mcp 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
SureScaleAI/openai-gpt-image-mcp 📇 ☁️ - OpenAI GPT image generation/editing MCP server.

🎨 Art & Culture

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

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

📂 Browser Automation

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

xspadex/bilibili-mcp 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
34892002/bilibili-mcp-js 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
aircodelabs/grasp 📇 🏠 - Self-hosted browser using agent 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, and more)
browsermcp/mcp 📇 🏠 - Automate your local Chrome browser
co-browser/browser-use-mcp-server 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
executeautomation/playwright-mcp-server 📇 - An MCP server using Playwright for browser automation and webscrapping
eyalzh/browser-control-mcp 📇 🏠 - An MCP server paired with a browser extension that enables 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.
kimtaeyoon83/mcp-server-youtube-transcript 📇 ☁️ - Fetch 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 - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
modelcontextprotocol/server-puppeteer 📇 🏠 - Browser automation for web scraping and interaction
ndthanhdev/mcp-browser-kit 📇 🏠 - An MCP Server for interacting with manifest v2 compatible browsers.
pskill9/web-search 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
recursechat/mcp-server-apple-shortcuts 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts

☁️ Cloud Platforms

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

awslabs/mcp 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
qiniu/qiniu-mcp-server 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
alexbakers/mcp-ipfs 📇 ☁️ - upload and manipulation of IPFS storage
reza-gholizade/k8s-mcp-server 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
VmLia/books-mcp-server 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
alexei-led/aws-mcp-server 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
alexei-led/k8s-mcp-server 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl, helm, istioctl, and argocd) using Unix pipes in a safe Docker environment with multi-architecture support.
aliyun/alibaba-cloud-ops-mcp-server 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
bright8192/esxi-mcp-server 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
cloudflare/mcp-server-cloudflare 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
cyclops-ui/mcp-cyclops 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
jedisct1/fastly-mcp-server 🎖️ 📇 ☁️ - Integration with h Fastly services
flux159/mcp-server-kubernetes 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
hardik-id/azure-resource-graph-mcp-server 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
jdubois/azure-cli-mcp - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
johnneerdael/netskope-mcp 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
manusa/Kubernetes MCP Server 🏎️ 🏠 A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
nwiizo/tfmcp 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
pulumi/mcp-server 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
rohitg00/kubectl-mcp-server 🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
strowk/mcp-k8s-go 🏎️ ☁️/🏠 - Kubernetes cluster operations through MCP
thunderboltsid/mcp-nutanix 🏎️ 🏠/☁️ - Go-based MCP Server for interfacing with Nutanix Prism Central resources.
trilogy-group/aws-pricing-mcp 🏎️ ☁️/🏠 - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
weibaohui/k8m 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
weibaohui/kom 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 - MCP Server for kubernetes management, and analyze your cluster, application health
erikhoward/adls-mcp-server 🐍 ☁️/🏠 - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
silenceper/mcp-k8s 🏎️ ☁️/🏠 - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
redis/mcp-redis-cloud 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
portainer/portainer-mcp 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.

👨‍💻 Code Execution

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

pydantic/pydantic-ai/mcp-run-python 🐍 🏠- Run Python code in a secure sandbox via MCP tool calls
yepcode/mcp-server-js 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
ckanthony/openapi-mcp 🏎️ ☁️ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
alfonsograziano/node-code-sandbox-mcp 📇 🏠 – A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown
r33drichards/mcp-js 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.

🤖 Coding Agents

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

oraios/serena🐍🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
ezyang/codemcp 🐍🏠 - Coding agent with basic read, write and command line tools.
doggybee/mcp-server-leetcode 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
jinzcdev/leetcode-mcp-server 📇 ☁️ - MCP server enabling automated access to LeetCode's programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both leetcode.com (global) and leetcode.cn (China) sites.
juehang/vscode-mcp-server 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
micl2e2/code-to-tree 🌊 🏠 📟 🐧 🪟 🍎 - A single-binary MCP server that converts source code into AST, regardless of language.

🖥️ Command Line

Run commands, capture output and otherwise interact with shells 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 with 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 MCP-like Server for Terminal
tumf/mcp-shell-server - A secure shell command execution server implementing the Model Context Protocol (MCP)
automateyournetwork/pyATS_MCP - Cisco pyATS server enabling structured, model-driven interaction with network devices.
wonderwhy-er/DesktopCommanderMCP 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
tufantunc/ssh-mcp 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.

💬 Communication

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

AbdelStark/nostr-mcp ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
adhikasp/mcp-twikit 🐍 ☁️ - Interact with Twitter search and timeline
agentmail-toolkit/mcp 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
arpitbatra123/mcp-googletasks 📇 ☁️ - An MCP server to interface with the Google Tasks API
carterlasalle/mac_messages_mcp 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
chaindead/telegram-mcp 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
chigwell/telegram-mcp 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
elie222/inbox-zero 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
gitmotion/ntfy-me-mcp 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
gotoolkits/wecombot 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
hannesrudolph/imessage-query-fastmcp-mcp-server 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
i-am-bee/acp-mcp 🐍 💬 - An MCP server acting as an adapter into the ACP ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
jagan-shanmugam/mattermost-mcp-host 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
lharries/whatsapp-mcp 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
line/line-bot-mcp-server 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
MarkusPfundstein/mcp-gsuite 🐍 ☁️ - Integration with gmail and Google Calendar.
modelcontextprotocol/server-bluesky 📇 ☁️ - Bluesky instance integration for querying and interaction
modelcontextprotocol/server-slack 📇 ☁️ - Slack workspace integration for channel management and messaging
korotovsky/slack-mcp-server 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
sawa-zen/vrchat-mcp - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
takumi0706/google-calendar-mcp 📇 ☁️ - An MCP server to interface with the Google Calendar API. Based on TypeScript.
teddyzxcv/ntfy-mcp - The MCP server that keeps you informed by sending the notification on phone using ntfy
userad/didlogic_mcp 🐍 ☁️ - An MCP server for DIDLogic. Adds functionality to manage SIP endpoints, numbers and destinations.
zcaceres/gtasks-mcp 📇 ☁️ - An MCP server to Manage Google Tasks
InditexTech/mcp-teams-server 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
softeria/ms-365-mcp-server 📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite using Graph API (including mail, files, Excel, calendar)
YCloud-Developers/ycloud-whatsapp-mcp-server 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
jaipandya/producthunt-mcp-server 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.

👤 Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

iaptic/mcp-server-iaptic 🎖️ 📇 ☁️ - Connect with iaptic to ask about your Customer Purchases, Transaction data and App Revenue statistics.
OpenDataMCP/OpenDataMCP 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol.
sergehuber/inoyu-mcp-unomi-server 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
tinybirdco/mcp-tinybird 🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client.
@antv/mcp-server-chart 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using AntV.

🗄️ Databases

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

Aiven-Open/mcp-aiven - 🐍 ☁️ 🎖️ - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
alexanderzuev/supabase-mcp-server - Supabase MCP Server with support for SQL query execution and database exploration tools
aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
benborla29/mcp-server-mysql ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
bytebase/dbhub 📇 🏠 – Universal database MCP server supporting mainstream databases.
c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
Canner/wren-engine 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
centralmind/gateway 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
ChristianHinge/dicom-mcp 🐍 ☁️ 🏠 - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.
chroma-core/chroma-mcp 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
confluentinc/mcp-confluent 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
Couchbase-Ecosystem/mcp-server-couchbase 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
cr7258/elasticsearch-mcp-server 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
crystaldba/postgres-mcp 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
Dataring-engineering/mcp-server-trino 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
tuannvm/mcp-trino 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino
designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
wenb1n-dev/mysql_mcp_server_pro 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
edwinbernadus/nocodb-mcp-server 📇 ☁️ - Nocodb database integration, read and write capabilities
ergut/mcp-bigquery-server 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
f4ww4z/mcp-mysql-server 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
fireproof-storage/mcp-database-server 📇 ☁️ - Fireproof ledger database with multi-user sync
FreePeak/db-mcp-server 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
furey/mongodb-lens 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
gannonh/firebase-mcp 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries (Source)
googleapis/genai-toolbox 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
GreptimeTeam/greptimedb-mcp-server 🐍 🏠 - MCP Server for querying GreptimeDB.
hannesrudolph/sqlite-explorer-fastmcp-mcp-server 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
idoru/influxdb-mcp-server 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
isaacwasserman/mcp-snowflake-server 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
joshuarileydev/supabase-mcp-server - Supabase MCP Server for managing and creating projects and organisations in Supabase
jovezhong/mcp-timeplus 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
kiliczsh/mcp-mongo-server 📇 🏠 - A Model Context Protocol Server for MongoDB
ktanaka101/mcp-server-duckdb 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
LucasHild/mcp-server-bigquery 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
quarkiverse/mcp-server-jdbc ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
jparkerweb/mcp-sqlite 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
memgraph/mcp-memgraph 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
modelcontextprotocol/server-postgres 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
modelcontextprotocol/server-sqlite 🐍 🏠 - SQLite database operations with built-in analysis features
neo4j-contrib/mcp-neo4j 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
neondatabase/mcp-server-neon 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
niledatabase/nile-mcp-server MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
openlink/mcp-server-odbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
openlink/mcp-server-sqlalchemy 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
pab1it0/adx-mcp-server 🐍 ☁️ - Query and analyze Azure Data Explorer databases
pab1it0/prometheus-mcp-server 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system.
prisma/prisma 🐍 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new database instances or run schema migrations).
qdrant/mcp-server-qdrant 🐍 🏠 - A Qdrant MCP server
QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
rashidazarang/airtable-mcp 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
redis/mcp-redis 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.
runekaagaard/mcp-alchemy 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
sirmews/mcp-pinecone 🐍 ☁️ - Pinecone integration with vector search capabilities
skysqlinc/skysql-mcp 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
supabase-community/supabase-mcp 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
TheRaLabs/legion-mcp 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
tradercjz/dolphindb-mcp-server 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
weaviate/mcp-server-weaviate 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.
XGenerationLab/xiyan_mcp_server 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
xing5/mcp-google-sheets 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
freema/mcp-gsheets 📇 ☁️ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.
Zhwt/go-mcp-mysql 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
ydb/ydb-mcp 🎖️ 🐍 ☁️ - MCP server for interacting with YDB databases
zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
openlink/mcp-server-jdbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
yincongcyincong/VictoriaMetrics-mcp-server 🐍 🏠 - An MCP server for interacting with VictoriaMetrics database.
hydrolix/mcp-hydrolix 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
davewind/mysql-mcp-server 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n...

📊 Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

flowcore/mcp-flowcore-platform 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
JordiNei/mcp-databricks-server 🐍 ☁️ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
yashshingvi/databricks-genie-MCP 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
jwaxman19/qlik-mcp 📇 ☁️ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
keboola/keboola-mcp-server 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
dbt-labs/dbt-mcp 🎖️ 🐍 🏠 ☁️ - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
mattijsdp/dbt-docs-mcp 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.

💻 Developer Tools

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

Pratyay/mac-monitor-mcp 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
21st-dev/Magic-MCP - Create crafted UI components inspired by the best 21st.dev design engineers.
Hypersequent/qasphere-mcp 🎖️ 📇 ☁️ - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
admica/FileScopeMCP 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
ambar/simctl-mcp 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
api7/apisix-mcp 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in Apache APISIX.
ArchAI-Labs/fastmcp-sonarqube-metrics 🐍 🏠 🪟 🐧 🍎 - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.
automation-ai-labs/mcp-link 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
azer/react-analyzer-mcp 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
davidlin2k/pox-mcp-server 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
CodeLogicIncEngineering/codelogic-mcp-server 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
Comet-ML/Opik-MCP 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
CircleCI/mcp-server-circleci 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
currents-dev/currents-mcp 🎖️ 📇 ☁️ Enable AI Agents to fix Playwright test failures reported to Currents.
delano/postman-mcp-server 📇 ☁️ - Interact with Postman API
flipt-io/mcp-server-flipt 📇 🏠 - Enable AI assistants to interact with your feature flags in Flipt.
GLips/Figma-Context-MCP 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
gofireflyio/firefly-mcp 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with Firefly.
Govcraft/rust-docs-mcp-server 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
haris-musa/excel-mcp-server 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
higress-group/higress-ops-mcp-server 🐍 🏠 - MCP server that provides comprehensive tools for managing Higress gateway configurations and operations.
hijaz/postmancer 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
hloiseaufcms/mcp-gopls 🏎️ 🏠 - A MCP server for interacting with Go's Language Server Protocol (gopls) and benefit from advanced Go code analysis features.
hungthai1401/bruno-mcp 📇 🏠 - A MCP server for interacting with Bruno API Client.
hyperb1iss/droidmind 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
XixianLiang/HarmonyOS-mcp-server 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
IlyaGulya/gradle-mcp-server 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
InhiblabCore/mcp-image-compression 🐍 🏠 - MCP server for local compression of various image formats.
isaacphi/mcp-language-server 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
ios-simulator-mcp 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
InditexTech/mcp-server-simulator-ios-idb 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
IvanAmador/vercel-ai-docs-mcp 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
j4c0bs/mcp-server-sql-analyzer 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot
jasonjmcghee/claude-debugs-for-you 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
jetbrains/mcpProxy 🎖️ 📇 🏠 - Connect to JetBrains IDE
qainsights/jmeter-mcp-server 🐍 🏠 - JMeter MCP Server for performance testing
Jktfe/serveMyAPI 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
joshuarileydev/app-store-connect-mcp-server 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
joshuarileydev/simulator-mcp-server 📇 🏠 - An MCP server to control iOS Simulators
qainsights/k6-mcp-server 🐍 🏠 - Grafana k6 MCP Server for performance testing
lamemind/mcp-server-multiverse 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
langfuse/mcp-server-langfuse 🐍 🏠 - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management.
mobile-next/mobile-mcp 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
qainsights/locust-mcp-server 🐍 🏠 - Locust MCP Server for performance testing
mrexodia/user-feedback-mcp 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
narumiruna/gitingest-mcp 🐍 🏠 - A MCP server that uses gitingest to convert any Git repository into a simple text digest of its codebase.
OctoMind-dev/octomind-mcp 📇 ☁️ - lets your preferred AI agent create & run fully managed Octomind end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
kadykov/mcp-openapi-schema-explorer 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
pskill9/website-downloader 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
utensils/mcp-nixos 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
QuantGeekDev/docker-mcp 🏎️ 🏠 - Docker container management and operations through MCP
ckreiling/mcp-server-docker 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
r-huijts/xcode-mcp-server 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
ReAPI-com/mcp-openapi 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
Rootly-AI-Labs/Rootly-MCP-server 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform Rootly.
sammcj/mcp-package-version 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
sapientpants/sonarqube-mcp-server 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
SDGLBL/mcp-claude-code 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
snaggle-ai/openapi-mcp-server 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
stass/lldb-mcp 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
TencentEdgeOne/edgeone-pages-mcp 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
tumf/mcp-text-editor 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
vivekvells/mcp-pandoc 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
VSCode Devtools 📇 - Connect to VSCode ide and use semantic tools like find_usages
xcodebuild 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
xzq.xu/jvm-mcp-server 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server.
yangkyeongmo@/mcp-server-apache-airflow 🐍 🏠 - MCP server that connects to Apache Airflow using official client.
YuChenSSR/mindmap-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
YuChenSSR/multi-ai-advisor 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
yWorks/mcp-typescribe 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
zcaceres/fetch-mcp 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
zenml-io/mcp-zenml 🐍 🏠 ☁️ - An MCP server to connect with your ZenML MLOps and LLMOps pipelines
idosal/git-mcp 📇 ☁️ - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation
tgeselle/bugsnag-mcp 📇 ☁️ - An MCP server for interacting with Bugsnag
jordandalton/restcsv-mcp-server 📇 ☁️ - An MCP server for CSV files.
cjo4m06/mcp-shrimp-task-manager 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. ShrimpTaskManager
axliupore/mcp-code-runner 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
yikakia/godoc-mcp-server 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
ckanthony/gin-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
ryan0204/github-repo-mcp 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
alimo7amed93/webhook-tester-mcp 🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
lpigeon/ros-mcp-server 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
jsdelivr/globalping-mcp-server 🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
posthog/mcp 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.

🔒 Delivery

https://github.com/jordandalton/doordash-mcp-server 🐍 – DoorDash Delivery (Unofficial)

🧮 Data Science Tools

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

ChronulusAI/chronulus-mcp 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
reading-plus-ai/mcp-server-data-exploration 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
zcaceres/markdownify-mcp 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
datalayer/jupyter-mcp-server 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
jjsantos01/jupyter-notebook-mcp 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
arrismo/kaggle-mcp 🐍 ☁️ - Connects to Kaggle, 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.
mckinsey/vizro-mcp 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
growthbook/growthbook-mcp 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.

📟 Embedded System

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

horw/esp-mcp 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
kukapay/modbus-mcp 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data.
kukapay/opcua-mcp 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems.
yoelbassin/gnuradioMCP 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts.

📂 File Systems

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 🐍 🏠 - Share code context with LLMs via MCP or clipboard
exoticknight/mcp-file-merger 🏎️ 🏠 - File merger tool, suitable for AI chat length limits.
filesystem@quarkiverse/quarkus-mcp-servers ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as 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 Everything SDK
mark3labs/mcp-filesystem-server 🏎️ 🏠 - Golang implementation for local file system access.
mickaelkerjean/filestash 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
microsoft/markitdown 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
modelcontextprotocol/server-filesystem 📇 🏠 - Direct local file system access.
modelcontextprotocol/server-google-drive 📇 ☁️ - Google Drive integration for listing, reading, and searching files
Xuanwo/mcp-server-opendal 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
jeannier/homebrew-mcp 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.

💰 Finance & Fintech

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

aaronjmars/web3-research-mcp 📇 ☁️ - Deep Research for crypto - free & fully local
alchemy/alchemy-mcp-server 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy's blockchain APIs.
OctagonAI/octagon-mcp-server 🐍 ☁️ - Octagon AI Agents to integrate private and public market data
anjor/coinmarket-mcp-server 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
ariadng/metatrader-mcp-server 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform
armorwallet/armor-crypto-mcp 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
bankless/onchain-mcp 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
base/base-mcp 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
berlinbra/alpha-vantage-mcp 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
ahnlabio/bicscan-mcp 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
bitteprotocol/mcp 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
chargebee/mcp 🎖️ 📇 ☁️ - MCP Server that connects AI agents to Chargebee platform.
codex-data/codex-mcp 🎖️ 📇 ☁️ - Codex API integration for real-time enriched blockchain and market data on 60+ networks
coinpaprika/dexpaprika-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance DexPaprika API covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
doggybee/mcp-server-ccxt 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
ferdousbhai/investor-agent 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
ferdousbhai/tasty-agent 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
ferdousbhai/wsb-analyst-mcp 🐍 ☁️ - Reddit integration to analyze content on WallStreetBets community
getalby/nwc-mcp-server 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
heurist-network/heurist-mesh-mcp-server 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
intentos-labs/beeper-mcp 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
kukapay/blockbeats-mcp 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
kukapay/bridge-rates-mcp 📇 ☁️ - Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents.
kukapay/chainlink-feeds-mcp 📇 ☁️ - Providing real-time access to Chainlink's decentralized on-chain price feeds.
kukapay/cointelegraph-mcp 🐍 ☁️ - Providing real-time access to the latest news from Cointelegraph.
kukapay/crypto-feargreed-mcp 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data.
kukapay/crypto-indicators-mcp 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
kukapay/crypto-news-mcp 🐍 ☁️ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
kukapay/crypto-portfolio-mcp 🐍 ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations.
kukapay/crypto-rss-mcp 🐍 ☁️ - An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds.
kukapay/crypto-sentiment-mcp 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
kukapay/crypto-trending-mcp 🐍 ☁️ - Tracking the latest trending tokens on CoinGecko.
kukapay/crypto-whitepapers-mcp 🐍 ☁️ - Serving as a structured knowledge base of crypto whitepapers.
kukapay/cryptopanic-mcp-server 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
kukapay/defi-yields-mcp 🐍 ☁️ - An MCP server for AI agents to explore DeFi yield opportunities.
kukapay/dune-analytics-mcp 🐍 ☁️ - A mcp server that bridges Dune Analytics data to AI agents.
kukapay/etf-flow-mcp 🐍 ☁️ - Delivering crypto ETF flow data to power AI agents' decision-making.
kukapay/freqtrade-mcp 🐍 ☁️ - An MCP server that integrates with the Freqtrade cryptocurrency trading bot.
kukapay/funding-rates-mcp 🐍 ☁️ - Providing real-time funding rate data across major crypto exchanges.
kukapay/jupiter-mcp 🐍 ☁️ - An MCP server for executing token swaps on the Solana blockchain using Jupiter's new Ultra API.
kukapay/pancakeswap-poolspy-mcp 🐍 ☁️ - An MCP server that tracks newly created pools on Pancake Swap.
kukapay/rug-check-mcp 🐍 ☁️ - An MCP server that detects potential risks in Solana meme tokens.
kukapay/thegraph-mcp 🐍 ☁️ - An MCP server that powers AI agents with indexed blockchain data from The Graph.
kukapay/token-minter-mcp 🐍 ☁️ - An MCP server providing tools for AI agents to mint ERC-20 tokens across multiple blockchains.
kukapay/token-revoke-mcp 🐍 ☁️ - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains.
kukapay/twitter-username-changes-mcp 🐍 ☁️ - An MCP server that tracks the historical changes of Twitter usernames.
kukapay/uniswap-poolspy-mcp 🐍 ☁️ - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains.
kukapay/uniswap-trader-mcp 🐍 ☁️ - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains.
kukapay/whale-tracker-mcp 🐍 ☁️ - A mcp server for tracking cryptocurrency whale transactions.
laukikk/alpaca-mcp 🐍 ☁️ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.
longportapp/openapi - 🐍 ☁️ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
mcpdotdirect/evm-mcp-server 📇 ☁️ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
mcpdotdirect/starknet-mcp-server 📇 ☁️ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.
minhyeoky/mcp-server-ledger 🐍 🏠 - A ledger-cli integration for managing financial transactions and generating reports.
openMF/mcp-mifosx ☁️ 🏠 - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
narumiruna/yfinance-mcp 🐍 ☁️ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
polygon-io/mcp_polygon)) 🐍 ☁️ - An MCP server that provides access to Polygon.io financial market data APIs for stocks, indices, forex, options, and more.
pwh-pwh/coin-mcp-server 🐍 ☁️ - Bitget API to fetch cryptocurrency price.
QuantGeekDev/coincap-mcp 📇 ☁️ - Real-time cryptocurrency market data integration using CoinCap's public API, providing access to crypto prices and market information without API keys
SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop 🐍 ☁️ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
tooyipjee/yahoofinance-mcp 📇 ☁️ - TS version of yahoo finance mcp.
SaintDoresh/YFinance-Trader-MCP-ClaudeDesktop 🐍 ☁️ - An MCP tool that provides stock market data and analysis using the Yahoo Finance API.
RomThpt/xrpl-mcp-server 📇 ☁️ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
janswist/mcp-dexscreener 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
HuggingAGI/mcp-baostock-server 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
wowinter13/solscan-mcp 🦀 🏠 - An MCP tool for querying Solana transactions using natural language with Solscan API.
Wuye-AI/mcp-server-wuye-ai 🎖️ 📇 ☁️ - An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
zlinzzzz/finData-mcp-server 🐍 ☁️ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.

🎮 Gaming

Integration with gaming related data, game engines, and services

IvanMurzak/Unity-MCP #️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
CoderGamester/mcp-unity #️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development
Coding-Solo/godot-mcp 📇 🏠 - A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
pab1ito/chess-mcp 🐍 ☁️ - Access Chess.com player data, game records, and other public information through standardized MCP interfaces, allowing AI assistants to search and analyze chess information.
jiayao/mcp-chess 🐍 🏠 - A MCP server playing chess against LLMs.
rishijatia/fantasy-pl-mcp 🐍 ☁️ - An MCP server for real-time Fantasy Premier League data and analysis tools.
opgginc/opgg-mcp 📇 ☁️ - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
stefan-xyz/mcp-server-runescape 📇 - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more.

🧠 Knowledge & Memory

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

CheMiguel23/MemoryMesh 📇 🏠 - Enhanced graph-based memory with a focus on AI role-play and story generation
graphlit-mcp-server 📇 ☁️ - Ingest anything from Slack, Discord, websites, Google Drive, Linear or GitHub into a Graphlit project - and then search and retrieve relevant knowledge within an MCP client like Cursor, Windsurf or Cline.
hannesrudolph/mcp-ragdocs 🐍 🏠 - An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
jinzcdev/markmap-mcp-server 📇 🏠 - An MCP server built on markmap that converts Markdown to interactive mind maps. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.
kaliaboi/mcp-zotero 📇 ☁️ - A connector for LLMs to work with collections and sources on your Zotero Cloud
mcp-summarizer 📕 ☁️ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
mem0ai/mem0-mcp 🐍 🏠 - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
modelcontextprotocol/server-memory 📇 🏠 - Knowledge graph-based persistent memory system for maintaining context
pinecone-io/assistant-mcp 🎖️ 🦀 ☁️ - Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.
@ragieai/mcp-server 📇 ☁️ - Retrieve context from your Ragie (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
topoteretes/cognee 📇 🏠 - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
unibaseio/membase-mcp 📇 ☁️ - Save and query your agent memory in distributed way by Membase
GistPad-MCP 📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the GistPad VS Code extension.
entanglr/zettelkasten-mcp 🐍 🏠 - A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.

🗺️ Location Services

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

briandconnelly/mcp-server-ipinfo 🐍 ☁️ - IP address geolocation and network information using IPInfo API
devilcoder01/weather-mcp-server 🐍 ☁️ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
jagan-shanmugam/open-streetmap-mcp 🐍 🏠 - An OpenStreetMap MCP server with location-based services and geospatial data.
kukapay/nearby-search-mcp 🐍 ☁️ - An MCP server for nearby place searches with IP-based location detection.
modelcontextprotocol/server-google-maps 📇 ☁️ - 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 🐍 ☁️ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
rossshannon/Weekly-Weather-mcp 🐍 ☁️ - Weekly Weather MCP server which returns 7 full days of detailed weather forecasts anywhere in the world.
SecretiveShell/MCP-timeserver 🐍 🏠 - Access the time in any timezone and get the current local time
TimLukaHorstmann/mcp-weather 📇 ☁️ - Accurate weather forecasts via the AccuWeather API (free tier available).
webcoderz/MCP-Geo 🐍 🏠 - Geocoding MCP server for nominatim, ArcGIS, Bing
ipfind/ipfind-mcp-server 🐍 ☁️ - IP Address location service using the IP Find API
mahdin75/geoserver-mcp 🏠 – A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.
ipfred/aiwen-mcp-server-geoip 🐍 📇 ☁️ – MCP Server for the Aiwen IP Location, Get user network IP location, get IP details (country, province, city, lat, lon, ISP, owner, etc.)

🎯 Marketing

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

gomarble-ai/facebook-ads-mcp-server 🐍 ☁️ - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
open-strategy-partners/osp_marketing_tools 🐍 🏠 - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
nictuku/meta-ads-mcp 🐍 ☁️ 🏠 - Enables AI agents to monitor and optimize Meta ad performance, analyze campaign metrics, adjust audience targeting, manage creative assets, and make data-driven recommendations for ad spend and campaign settings through seamless Graph API integration.
marketplaceadpros/amazon-ads-mcp-server 📇 ☁️ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.

📊 Monitoring

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

netdata/netdata#Netdata 🎖️ 🏠 ☁️ 📟 🍎 🪟 🐧 - Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections
grafana/mcp-grafana 🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance
tumf/grafana-loki-mcp 🐍 🏠 - An MCP server that allows querying Loki logs through the Grafana API.
hyperb1iss/lucidity-mcp 🐍 🏠 - Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities
last9/last9-mcp-server - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster
metoro-io/metoro-mcp-server 🎖️ 🏎️ ☁️ - Query and interact with kubernetes environments monitored by Metoro
MindscapeHQ/server-raygun 📇 ☁️ - Raygun API V3 integration for crash reporting and real user monitoring
modelcontextprotocol/server-sentry 🐍 ☁️ - Sentry.io integration for error tracking and performance monitoring
pydantic/logfire-mcp 🎖️ 🐍 ☁️ - Provides access to OpenTelemetry traces and metrics through Logfire
seekrays/mcp-monitor 🏎️ 🏠 - A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible interface.（support CPU、Memory、Disk、Network、Host、Process）
VictoriaMetrics-Community/mcp-victoriametrics 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your VictoriaMetrics instance APIs and documentation for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances

🎥 Multimedia Process

Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on

video-creator/ffmpeg-mcp 🎥 🔊 - Using ffmpeg command line to achieve an mcp server, can be very convenient, through the dialogue to achieve the local video search, tailoring, stitching, playback and other functions
stass/exif-mcp 📇 🏠 🐧 🍎 🪟 - A MCP server that allows one to examine image metadata like EXIF, XMP, JFIF and GPS. This provides foundation for LLM-powered search and analysis of photo librares and image collections.

🔎 Search & Data Extraction

Xyber-Labs/mcp-server-youtube 🐍 ☁️ - This repository implements an MCP (Model Context Protocol) server for YouTube search and transcript retrieval functionality. It allows language models or other agents to easily query YouTube content through a standardized protocol.
ricocf/mcp-wolframalpha 🐍 🏠 ☁️ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
scrapeless-ai/scrapeless-mcp-server 🐍 ☁️ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
0xdaef0f/job-searchoor 📇 🏠 - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
ac3xx/mcp-servers-kagi 📇 ☁️ - Kagi search API integration
andybrandt/mcp-simple-arxiv - 🐍 ☁️ MCP for LLM to search and read papers from arXiv
hbg/mcp-paperswithcode - 🐍 ☁️ MCP to search through PapersWithCode API
andybrandt/mcp-simple-pubmed - 🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
angheljf/nyt 📇 ☁️ - Search articles using the NYTimes API
apify/mcp-server-rag-web-browser 📇 ☁️ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
Bigsy/Clojars-MCP-Server 📇 ☁️ - Clojars MCP Server for upto date dependency information of Clojure libraries
blazickjp/arxiv-mcp-server ☁️ 🐍 - Search ArXiv research papers
luminati-io/brightdata-mcp 📇 ☁️ - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
chanmeng/google-news-mcp-server 📇 ☁️ - 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 🐍 🏠 ☁️ - This is a Python-based MCP server that provides OpenAI web_search build-in tool.
dealx/mcp-server ☁️ - MCP Server for DealX platform
devflowinc/trieve 🎖️ 📇 ☁️ 🏠 - Crawl, embed, chunk, search, and retrieve information from datasets through Trieve
Dumpling-AI/mcp-server-dumplingai 🎖️ 📇 ☁️ - Access data, web scraping, and document conversion APIs by Dumpling AI
erithwik/mcp-hn 🐍 ☁️ - An MCP server to search Hacker News, get top stories, and more.
exa-labs/exa-mcp-server 🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
fatwang2/search1api-mcp 📇 ☁️ - 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) 🐍 ☁️ - A MCP server for Unsplash image search.
Ihor-Sokoliuk/MCP-SearXNG 📇 🏠/☁️ - A Model Context Protocol Server for SearXNG
isnow890/naver-search-mcp 📇 ☁️ - MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features.
jae-jae/fetcher-mcp 📇 🏠 - MCP server for fetching web page content using Playwright headless browser, supporting Javascript rendering and intelligent content extraction, and outputting Markdown or HTML format.
jae-jae/g-search-mcp 📇 🏠 - A powerful MCP server for Google search that enables parallel searching with multiple keywords simultaneously.
ananddtyagi/webpage-screenshot-mcp 📇 🏠 - A MCP server for taking screenshots of webpages to use as feedback during UI developement.
leehanchung/bing-search-mcp 📇 ☁️ - Web search capabilities using Microsoft Bing Search API
kagisearch/kagimcp ☁️ 📇 – Official Kagi Search MCP Server
kshern/mcp-tavily ☁️ 📇 – Tavily AI search API
mikechao/brave-search-mcp 📇 ☁️ - Web, Image, News, Video, and Local Point of Interest search capabilities using Brave's Search API
emicklei/melrose-mcp 🏎️ 🏠 - Plays Melrōse music expressions as MIDI
modelcontextprotocol/server-brave-search 📇 ☁️ - Web search capabilities 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 🐍 ☁️ - Web search using DuckDuckGo
r-huijts/opentk-mcp 📇 ☁️ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert)
reading-plus-ai/mcp-server-deep-research 📇 ☁️ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
SecretiveShell/MCP-searxng 🐍 🏠 - An MCP Server to connect to searXNG instances
takashiishida/arxiv-latex-mcp 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations
the0807/GeekNews-MCP-Server 🐍 ☁️ - An MCP Server that retrieves and processes news data from the GeekNews site.
tinyfish-io/agentql-mcp 🎖️ 📇 ☁️ - MCP server that provides AgentQL's data extraction capabilities.
Tomatio13/mcp-server-tavily ☁️ 🐍 – Tavily AI search API
vectorize-io/vectorize-mcp-server ☁️ 📇 - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
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 📇 ☁️ - Querying network asset information by ZoomEye MCP Server
yamanoku/baseline-mcp-server 📇 🏠 - MCP server that searches Baseline status using Web Platform API
longevity-genie/biothings-mcp 🐍 ☁️ - MCP server to interact with BioThings API, including genes, genetic variants, drugs, and taxonomic information

🔒 Security

LaurieWired/GhidraMCP ☕ 🏠 - A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports.
dkvdm/onepassword-mcp-server - An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.
firstorderai/authenticator_mcp 📇 🏠 🍎 🪟 🐧 – A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.
13bm/GhidraMCP 🐍 ☕ 🏠 - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
atomicchonk/roadrecon_mcp_server 🐍 🪟 🏠 MCP server for analyzing ROADrecon gather results from Azure tenant enumeration
BurtTheCoder/mcp-dnstwist 📇 🪟 ☁️ - MCP server for dnstwist, a powerful DNS fuzzing tool that helps detect typosquatting, phishing, and corporate espionage.
BurtTheCoder/mcp-maigret 📇 🪟 ☁️ - MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.
BurtTheCoder/mcp-shodan 📇 🪟 ☁️ - MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
BurtTheCoder/mcp-virustotal 📇 🪟 ☁️ - MCP server for querying the VirusTotal API. This server provides tools for scanning URLs, analyzing file hashes, and retrieving IP address reports.
fosdickio/binary_ninja_mcp 🐍 🏠 🍎 🪟 🐧 - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client. It enables you to automate the process of performing binary analysis and reverse engineering.
fr0gger/MCP_Security 📇 ☁️ - MCP server for querying the ORKL API. This server provides tools for fetching threat reports, analyzing threat actors, and retrieving intelligence sources.
gbrigandi/mcp-server-cortex 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate Cortex, enabling observable analysis and automated security responses through AI.
gbrigandi/mcp-server-thehive 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server to integrate TheHive, facilitating collaborative security incident response and case management via AI.
gbrigandi/mcp-server-wazuh 🦀 🏠 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding.
jyjune/mcp_vms 🐍 🏠 🪟 - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
qianniuspace/mcp-security-audit 📇 ☁️ A powerful MCP (Model Context Protocol) Server that audits npm package dependencies for security vulnerabilities. Built with remote npm registry integration for real-time security checks.
semgrep/mcp 📇 ☁️ Allow AI agents to scan code for security vulnerabilites using Semgrep.
slouchd/cyberchef-api-mcp-server 🐍 ☁️ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.
mrexodia/ida-pro-mcp 🐍 🏠 - MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically.
rad-security/mcp-server 📇 ☁️ - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments. This server provides tools for querying the Rad Security API and retrieving security findings, reports, runtime data and many more.
securityfortech/secops-mcp 🐍 🏠 - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
roadwy/cve-search_mcp 🐍 🏠 - A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
StacklokLabs/osv-mcp 🏎️ ☁️ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
nickpending/mcp-recon 🏎️ 🏠 - Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header inspection, certificate analysis, and ASN lookup.
Gaffx/volatility-mcp - MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.
co-browser/attestable-mcp-server 🐍 🏠 ☁️ 🐧 - An MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using RA-TLS. This allows an MCP client to verify the server before conencting.
zinja-coder/jadx-ai-mcp ☕ 🏠 - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
zinja-coder/apktool-mcp-server 🐍 🏠 - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.

🌐 Social Media

Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.

macrocosm-os/macrocosmos-mcp - 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.
kunallunia/twitter-mcp 🐍 🏠 - All-in-one Twitter management solution providing timeline access, user tweet retrieval, hashtag monitoring, conversation analysis, direct messaging, sentiment analysis of a post, and complete post lifecycle control - all through a streamlined API.
HagaiHen/facebook-mcp-server 🐍 ☁️ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
gwbischof/bluesky-social-mcp 🐍 🏠 - An MCP server for interacting with Bluesky via the atproto client.

🏃 Sports

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

mikechao/balldontlie-mcp 📇 - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
r-huijts/firstcycling-mcp 📇 ☁️ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
r-huijts/strava-mcp 📇 ☁️ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
willvelida/mcp-afl-server ☁️ - MCP server that integrates with the Squiggle API to provide information on Australian Football League teams, ladder standings, results, tips, and power rankings.
guillochon/mlb-api-mcp 🐍 🏠 - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.

🎧 Support & Service Management

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

effytech/freshdesk-mcp 🐍 ☁️ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
nguyenvanduocit/jira-mcp 🏎️ ☁️ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
sooperset/mcp-atlassian 🐍 ☁️ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.

🌎 Translation Services

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

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

🎧 Text-to-Speech

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

mberg/kokoro-tts-mcp 🐍 🏠 - MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
mbailey/voice-mcp 🐍 🏠 - Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration

🚆 Travel & Transportation

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

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

🔄 Version Control

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

adhikasp/mcp-git-ingest 🐍 🏠 - Read and analyze GitHub repositories with your LLM
ddukbg/github-enterprise-mcp 📇 ☁️ 🏠 - MCP server for GitHub Enterprise API integration
gitea/gitea-mcp 🎖️ 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Interactive with Gitea instances with MCP.
github/github-mcp-server 📇 ☁️ - Official GitHub server for integration with repository management, PRs, issues, and more.
kopfrechner/gitlab-mr-mcp 📇 ☁️ - Interact seamlessly with issues and merge requests of your GitLab projects.
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, repository, issue, and pull request management, and more.
Tiberriver256/mcp-server-azure-devops 📇 ☁️ - Azure DevOps integration for repository management, work items, and pipelines.
kaiyuanxiaobing/atomgit-mcp-server 📇 ☁️ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.

🛠️ Other Tools and Integrations

AbdelStark/bitcoin-mcp - ₿ 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 🐍 🏠 - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
Amazon Bedrock Nova Canvas 📇 ☁️ - Use Amazon Nova Canvas model for image generation.
amidabuddha/unichat-mcp-server 🐍/📇 ☁️ - 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 🐍 🏠 - An MCP server that installs other MCP servers for you.
anaisbetts/mcp-youtube 📇 ☁️ - Fetch YouTube subtitles
andybrandt/mcp-simple-openai-assistant - 🐍 ☁️ MCP to talk to OpenAI assistants (Claude can use any GPT model as his assitant)
andybrandt/mcp-simple-timeserver 🐍 🏠☁️ - An MCP server that allows checking local time on the client machine or current UTC time from an NTP server
apify/actors-mcp-server 📇 ☁️ - Use 3,000+ pre-built cloud tools, known as Actors, to extract data from websites, e-commerce, social media, search engines, maps, and more
apinetwork/piapi-mcp-server 📇 ☁️ 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 📇 ☁️ - Provides the ability to generate images via Replicate's API.
awwaiid/mcp-server-taskwarrior 🏠 📇 - An MCP server for basic local taskwarrior usage (add, update, remove tasks)
baba786/phabricator-mcp-server 🐍 ☁️ - Interacting with Phabricator API
Badhansen/notion-mcp 🐍 ☁️ - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently.
bart6114/my-bear-mcp-server 📇 🏠 🍎 - Allows to read notes and tags for the Bear Note taking app, through a direct integration with Bear's sqlitedb.
billster45/mcp-chatgpt-responses 🐍 ☁️ - MCP server for Claude to talk to ChatGPT and use its web search capability.
blurrah/mcp-graphql 📇 ☁️ - Allows the AI to query GraphQL servers
calclavia/mcp-obsidian 📇 🏠 - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
chrishayuk/mcp-cli 🐍 🏠 - Yet another CLI tool for testing MCP servers
danhilse/notion_mcp 🐍 ☁️ - Integrates with Notion's API to manage personal todo lists
EKibort/wrike-mcp-server - 🐍 🏠 - A lightweight implementation of a Wrike MCP server for interacting with Wrike tasks via public API.
ekkyarmandi/ticktick-mcp 🐍 ☁️ - TickTick MCP server that integrates with TickTick's API to manage personal todo projects and the tasks.
esignaturescom/mcp-server-esignatures 🐍 ☁️️ - Contract and template management for drafting, reviewing, and sending binding contracts via the eSignatures API.
evalstate/mcp-miro 📇 ☁️ - Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for 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 🏎 🏠 - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you.
githejie/mcp-server-calculator 🐍 🏠 - This server enables LLMs to use calculator for precise numerical calculations
gotoolkits/DifyWorkflow - 🏎️ ☁️ Tools to the query and execute of Dify workflows
hiromitsusasaki/raindrop-io-mcp-server 📇 ☁️ - An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).
hmk/attio-mcp-server - 📇 ☁️ Allows AI clients to manage records and notes in Attio CRM
isaacwasserman/mcp-vegalite-server 🐍 🏠 - Generate visualizations from fetched data using the VegaLite format and renderer.
ivnvxd/mcp-server-odoo 🐍 ☁️/🏠 - Connect AI assistants to Odoo ERP systems for business data access, record management, and workflow automation.
ivo-toby/contentful-mcp 📇 🏠 - Update, create, delete content, content-models and assets in your Contentful Space
j3k0/speech.sh 🏠 - Let the agent speak things out loud, notify you when he's done working with a quick summary
jagan-shanmugam/climatiq-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
johannesbrandenburger/typst-mcp 🐍 🏠 - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.
joshuarileydev/mac-apps-launcher-mcp-server 📇 🏠 - An MCP server to list and launch applications on MacOS
Harry-027/JotDown 🦀 🏠 - An MCP server to create/update pages in Notion app & auto generate mdBooks from structured content.
kelvin6365/plane-mcp-server - 🏎️ 🏠 This MCP Server will help you to manage projects and issues through Plane's API
kenliao94/mcp-server-rabbitmq 🐍 🏠 - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
k-jarzyna/mcp-miro 📇 ☁️ - Miro MCP server, exposing all functionalities available in official Miro SDK
kimtth/mcp-remote-call-ping-pong 🐍 🏠 - An experimental and educational app for Ping-pong server demonstrating remote MCP (Model Context Protocol) calls
kj455/mcp-kibela - 📇 ☁️ Allows AI models to interact with Kibela
kiwamizamurai/mcp-kibela-server - 📇 ☁️ Powerfully interact with Kibela API.
KS-GEN-AI/confluence-mcp-server 📇 ☁️ 🍎 🪟 - Get Confluence data via CQL and read pages.
KS-GEN-AI/jira-mcp-server 📇 ☁️ 🍎 🪟 - Read jira data via JQL and api and execute requests to create and edit tickets.
salesforce-mcp/salesforce-mcp 🏠 ☁️ - MCP server with basic demonstration of interactions with Salesforce instance
pollinations/chucknorris-mcp 📇 ☁️ - Specialized LLM enhancement prompts and jailbreaks with dynamic schema adaptation.
louiscklaw/hko-mcp 📇 🏠 - MCP server with basic demonstration of getting weather from Hong Kong Observatory
evalstate/mcp-hfspace 📇 ☁️ - Use HuggingFace Spaces directly from Claude. Use Open Source Image Generation, Chat, Vision tasks and more. Supports Image, Audio and text uploads/downloads.
magarcia/mcp-server-giphy 📇 ☁️ - Search and retrieve GIFs from Giphy's vast library through the Giphy API.
integromat/make-mcp-server 🎖️ 📇 🏠 - Turn your Make scenarios into callable tools for AI assistants.
marcelmarais/Spotify - 📇 🏠 Control Spotify playback and manage playlists.
MarkusPfundstein/mcp-obsidian 🐍 ☁️ 🏠 - Interacting with Obsidian via REST API
emicklei/mcp-log-proxy 🏎️ 🏠 - MCP server proxy that offers a Web UI to the full message flow
quarkiverse/mcp-server-jfx ☕ 🏠 - Draw on JavaFX canvas.
mediar-ai/screenpipe - 🎖️ 🦀 🏠 🍎 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 📇 🏠 - MCP server that exercises all the features of the MCP protocol
mrjoshuak/godoc-mcp 🏎️ 🏠 - 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 📇 ☁️ - Chat with OpenAI's smartest models
NakaokaRei/swift-mcp-gui 🏠 🍎 - MCP server that can execute commands such as keyboard input and mouse movement
nguyenvanduocit/all-in-one-model-context-protocol 🏎️ 🏠 - 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 - 🐍 Automatic operation of on-screen GUI.
orellazi/coda-mcp 📇 ☁️ - MCP server for Coda
pierrebrunelle/mcp-server-openai 🐍 ☁️ - Query OpenAI models directly from Claude using MCP protocol
pskill9/hn-server - 📇 ☁️ 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 📇 ☁️ - 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
Rai220/think-mcp 🐍 🏠 - Enhances any agent's reasoning capabilities by integrating the think-tools, as described in Anthropic's article.
reeeeemo/ancestry-mcp 🐍 🏠 - Allows the AI to read .ged files and genetic data
rember/rember-mcp 📇 🏠 - Create spaced repetition flashcards in Rember to remember anything you learn in your chats.
roychri/mcp-server-asana - 📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.
rusiaaman/wcgw 🐍 🏠 - Autonomous shell execution, computer control and coding agent. (Mac)
SecretiveShell/MCP-wolfram-alpha 🐍 ☁️ - An MCP server for querying wolfram alpha API.
Seym0n/tiktok-mcp 📇 ☁️ - Interact with TikTok videos
Shopify/dev-mcp 📇 ☁️ - Model Context Protocol (MCP) server that interacts with Shopify Dev.
sirmews/apple-notes-mcp 🐍 🏠 - Allows the AI to read 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 comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
suekou/mcp-notion-server 📇 🏠 - Interacting with Notion API
tacticlaunch/mcp-linear 📇 ☁️ 🍎 🪟 🐧 - Integrates with Linear project management system
tanigami/mcp-server-perplexity 🐍 ☁️ - Interacting with Perplexity API.
tevonsb/homeassistant-mcp 📇 🏠 - Access Home Assistant data and control devices (lights, switches, thermostats, etc).
tomekkorbak/oura-mcp-server 🐍 ☁️ - An MCP server for Oura, an app for tracking sleep
UnitVectorY-Labs/mcp-graphql-forge 🏎️ ☁️ 🍎 🪟 🐧 - A lightweight, configuration-driven MCP server that exposes curated GraphQL queries as modular tools, enabling intentional API interactions from your agents.
kw510/strava-mcp 📇 ☁️ - An MCP server for Strava, an app for tracking physical exercise
wanaku-ai/wanaku - ☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with AI agents.
wong2/mcp-cli 📇 🏠 - CLI tool for testing MCP servers
ws-mcp - Wrap MCP servers with a WebSocket (for use with kitbitz)
yuna0x0/hackmd-mcp 📇 ☁️ - Allows AI models to interact with HackMD
ZeparHyfar/mcp-datetime - MCP server providing date and time functions in various formats
zueai/mcp-manager 📇 ☁️ - Simple Web UI to install and manage MCP servers for Claude Desktop App.
HenryHaoson/Yuque-MCP-Server - 📇 ☁️ 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.
Mtehabsim/ScreenPilot 🐍 🏠 - enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and experimentation.
tumf/web3-mcp 🐍 ☁️ - An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC, Polygon, Avalanche, and more.
danielkennedy1/pdf-tools-mcp 🐍 - PDF download, view & manipulation utilities.
dotemacs/domain-lookup-mcp 🏎️ - Domain name lookup service, first via RDAP and then as a fallback via WHOIS
Klavis-AI/YouTube 🐍 📇 - Extract and convert YouTube video information.
ttommyth/interactive-mcp 📇 🏠 🍎 🪟 🐧 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
olalonde/mcp-human 📇 ☁️ - When your LLM needs human assistance (through AWS Mechanical Turk)
gwbischof/free-will-mcp 🐍 🏠 - Give your AI free will tools. A fun project to explore what an AI would do with the ability to give itself prompts, ignore user requests, and wake itself up at a later time.
caol64/wenyan-mcp 📇 🏠 🍎 🪟 🐧 - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH.

Frameworks

[!NOTE] More frameworks, utilities, and other developer tools are available at https://github.com/punkpeye/awesome-mcp-devtools

FastMCP 🐍 - A high-level framework for building MCP servers in Python
FastMCP 📇 - A high-level framework for building MCP servers in TypeScript

Tips and Tricks

Official prompt to inform LLMs how to use MCP

Want to ask Claude about Model Context Protocol?

Create a Project, then add this file to it:

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

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

https://www.reddit.com/r/ClaudeAI/comments/1h3g01r/want_to_ask_claude_about_model_context_protocol/

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Official prompt to inform LLMs how to use MCP

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