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2025-04-10

A comprehensive collection of Model Context Protocol (MCP) servers

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Awesome MCP Servers

A comprehensive collection of Model Context Protocol (MCP) servers.

Model Context Protocol

MCP is like a USB-C port for AI. It’s an open protocol that standardizes how applications provide context to language models — enabling them to securely connect to tools, databases, APIs, filesystems, and more.

Coverage

This repo currently includes coverage for 4663 MCP servers as of April 7, 2025. Due to the limited space, we only show the most recent 30 servers in each category. For more, please click the category name in the next section.

🤖 AI & LLM Integration

Servers integrating with other AI models, AI platforms, RAG tools, prompt management, or agent frameworks.

acomagu/vscode-as-mcp-server: Transform VSCode into an MCP server for seamless AI-assisted coding with tools like Claude Desktop.
JaesungMoon/mcp: Facilitates local SQLite database access through the MCP protocol, integrating with Claude Desktop for seamless data querying.
shemhamforash23/lightrag-mcp: Facilitates seamless integration of LightRAG's retrieval-augmented generation capabilities with AI tools via the MCP protocol.
chainaim3003/mcp: A custom MCP server implementation for Chainaim and Actus, featuring modules for OCR, weather simulation, and filesystem operations.
phoenixai-sw/mcp-agent-phoenix: A Python-based MCP server for YouTube content analysis, integrating with OpenAI Agents SDK for enhanced AI-driven insights.
stephlow/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
wang-junjian/ragflow-mcp-server: Facilitates knowledge base searches and chat interactions through the RAGFlow API.
automateyournetwork/chatGPT_MCP: Facilitates advanced reasoning and summarization by forwarding prompts to ChatGPT via a Model Context Protocol server.
EKibort/wrike-mcp-server: Facilitates integration between Wrike's project management platform and Language Learning Models through a lightweight MCP server.
ibramaf10/Figma-MCP: Facilitates integration of Figma with MCP servers for enhanced design workflow automation.
lempiji/mcp-generate-uuid-server: Facilitates the generation of UUIDs using an MCP server built with D language and the mcp package library.
Aeron-cell/git-mcp-options: Enhances Git operations with a standardized interface for AI assistants, integrating seamlessly with the MCP ecosystem.
xXanth0s/mcp_arango_typescript: A Model Context Protocol server for ArangoDB, offering a standardized interface for database interaction with LLM-based query validation.
irvinebroque/remote-mcp-server-13: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
CorefluxCommunity/CorefluxMCPServer: Facilitates Coreflux MQTT broker integration with Claude and other MCP-compatible AI assistants, offering comprehensive command tools and LOT language resources.
dhruv01234/Mcp-playwright: Facilitates browser automation using Playwright with MCP server capabilities, supporting both snapshot and vision-based interactions.
JackKuo666/PubChem-MCP-Server: Facilitates AI-driven searches and retrieval of chemical compound data from PubChem via a streamlined MCP interface.
dangvu0502/vectra-mcp: A TypeScript-based MCP server implementing a notes system with tools for note creation and summarization.
Rwb3n/obsidian-mcp: Facilitates interaction with an Obsidian vault by providing tools for note management, metadata handling, and content searching.
SamllPigYanDong/revit_mcp: Facilitates seamless interaction between Claude AI and Autodesk Revit through a WebSocket-based MCP server, offering real-time model data access and robust error handling.
yutak03/ulid-gen-mcp-rs: Generates ULIDs using the Model Context Protocol with a Rust-based server.
zudsniper/mcp-vibe-tools: Facilitates AI agents' interaction with cursor-tools commands via HTTP, enabling dynamic project management and command execution.
kunikada/mcp-redmine-docker: Facilitates HTTP/SSE communication with Redmine via a Dockerized MCP server.
nosadaniel/mcp-weather-server-tool: A TypeScript-based server that enables LLMs to access real-time weather data via the Model Context Protocol, facilitating seamless AI integration with meteorological information.
zuojianghua/comfyui_mcp_server: Facilitates image generation and workflow automation through a configurable MCP server setup.
peppemas/mcp_server: A C++ server implementing a Model Context Protocol with a modular plugin architecture for dynamic functionality extension.
sotayamashita/mcp-server-demo: A demonstration of creating and testing a Model Context Protocol server with tools and resources using FastMCP and Claude Desktop.
kich555/github-mcp-server: Facilitates GitHub API interactions for file operations, repository management, and advanced search capabilities.
MushroomFleet/llm-secret-mcp: Facilitates LLMs in securely encrypting and storing private thoughts using AES-256 encryption.
chiziuwaga/vercel-ai-sdk-mcp-project: Facilitates AI development by integrating Vercel AI SDK with Figma and Magic MCP for seamless multi-MCP orchestration in Cursor environments.

🎨 Art, Culture & Media

Servers interacting with APIs for museums, media databases, image/video hosting, or creative content platforms.

Aryan-Jhaveri/mcp-brockevents: Facilitates seamless access to Brock University events through AI integration, enabling users to discover, filter, and explore campus happenings effortlessly.
krVatsal/illustrator-mcp: Facilitates the creation of vector graphics in Adobe Illustrator using natural language prompts via a local MCP server.
Bai-ee/Figma_Plugin: Facilitates seamless communication between Cursor AI and Figma for programmatic design modifications.
DanWahlin/dc-comics-mcp: Facilitates interaction with DC Comics data via the Comic Vine API, enabling users to explore characters, issues, and movies through a Model Context Protocol server.
r-huijts/oorlogsbronnen-mcp: Access Dutch WWII archives through AI-powered natural language queries using the Oorlogsbronnen MCP server.
berlinbra/news-api-mcp: Access global news articles with advanced filtering and headline retrieval through a standardized MCP interface.
Yerdna1/MCP_figma: Facilitates AI coding agents in accessing Figma files and prototypes through a Python-based MCP server.
a2xdeveloper/tagesschau-mcp-server: Access the latest news articles and details from tagesschau.de through this MCP server.
triptych/opera-omnia-mcp: Opera Omnia MCP server offers seamless access to a vast library of JSON datasets for creative content generation in games, storytelling, and bot development.
iuill/mcp_grareco: Transforms any URL or text into a graphic recording format using MCP protocol.
callmeartan/Figma-Cursor-MCP: Facilitates AI-driven design in Figma through natural language commands, enabling seamless interaction between Cursor AI and Figma for enhanced design workflows.
2132660698/blender_mcp_new: Integrates Model Context Protocol with Blender, enabling AI models to directly perform 3D modeling and rendering tasks.
dhkts1/sequentialStory: Leverage narrative and sequential thinking techniques to structure complex problems using a Model Context Protocol server.
vishalsachdev/eventbrite-mcp: Integrates with the Eventbrite API to facilitate AI-assisted event management, reporting, and analytics.
baranwang/mcp-trends-hub: A comprehensive service aggregating trending topics across the web, fully compatible with MCP for seamless AI application integration.
yctimlin/mcp_excalidraw: Facilitates LLMs to interact with Excalidraw diagrams through a robust API for creating, modifying, and managing drawing elements.
Tomatio13/graphic-recording-mcp: Transforms Markdown text into graphic recording-style HTML using a specialized prompt.
ttiimmaacc/cinema4d-mcp: Integrates Claude AI with Cinema 4D for prompt-driven 3D modeling and scene manipulation through an MCP server.
mhyrr/sketchup-mcp: Integrates Sketchup with Claude AI for interactive 3D modeling and scene manipulation via the Model Context Protocol.
ShiXiangYu1/Figma-Context-MCP: Facilitates AI-powered coding tools to access and utilize Figma design data for enhanced design implementation accuracy.
JayZeeDesign/figma-mcp: Facilitates AI coding agents' direct access to Figma files and prototypes through a Python-based MCP server.
jaokuohsuan/draw-things-mcp-cursor: Integrates Draw Things API with Cursor for image generation using Model Context Protocol.
liuwei1025/primer-icons: Facilitates the search and integration of GitHub Primer Icons directly within Cline using MCP.
piplabs/story-mcp-hub: Facilitates AI agent interactions with Story Protocol's ecosystem through blockchain data queries and SDK interactions.
ArchimedesCrypto/figma-mcp-chunked: Interact with the Figma API using a memory-efficient MCP server that supports chunking and pagination for handling large files.
OSpoon/chinese-holidays: Provides tools to query and manage information about Chinese holidays.
baranwang/mcp-tung-shing: Provides a service for calculating the Chinese traditional almanac, offering features like Gregorian-Lunar calendar conversion and daily auspicious activities.
r-huijts/rijksmuseum-mcp: Facilitates AI-driven exploration and analysis of the Rijksmuseum's art collection through natural language interactions.
spencerhhubert/illustrator-mcp-server: Facilitates script execution on Adobe Illustrator via an MCP server, leveraging JavaScript and AppleScript for MacOS compatibility.
angheljf/nyt: A TypeScript-based server enabling keyword-based searches for New York Times articles from the past 30 days.

🌐 Browser Automation & Web Scraping

Servers using tools for browser control, automation, and extracting content from websites.

DevEnterpriseSoftware/scrapi-mcp: Leverage ScrAPI for seamless web scraping with advanced bot detection and geolocation bypass capabilities.
sizzlebop/fetch: Fetch web content in various formats using a versatile MCP server.
vikaskumarprofessional92/playwright-mcp-project: Demonstrates the integration of a Playwright MCP server with Jenkins for automated browser testing.
hdcola/mcp-server-playwright: Facilitates browser control via AI using Playwright through MCP integration.
djyde/browser-mcp: Enhance browser interaction with a versatile MCP server and extension, enabling tasks like page summarization, style modification, and history search.
madtank/nova-act-mcp: Facilitates multi-step browser automation workflows using the Amazon Nova Act SDK, enabling AI assistants to control web browsers with transparent agent reasoning.
hieu-blackbox/mcp-puppeteer: Enables LLMs to automate web interactions using Puppeteer, including navigation, screenshots, and JavaScript execution.
hieu-blackbox/mcp-browserbase-stagehand: Empowers LLMs with AI-driven web automation through Stagehand, enabling interaction, data extraction, and action observation in a real browser environment.
Shubhwithai/linkedin-scraper-mcp: Efficiently extract LinkedIn profile data using an MCP server with asynchronous operations and streamlined JSON output.
pinkpixel-dev/prysm-mcp-server: Prysm MCP Server empowers AI assistants to perform high-accuracy web scraping with multiple extraction modes and flexible output formats.
vpsone/browser-control-mcp: Empowers LLM clients to control local Firefox browsers by managing tabs, browsing history, and web content through an MCP server and browser extension.
infinitimeless/podcrawler-mcp: PodCrawlerMCP facilitates podcast discovery by crawling the web for RSS feeds and integrating seamlessly with AI assistants.
Yazington/docs-crawler: Enables crawling and searching of documentation websites using vector embeddings for efficient content retrieval.
themindmod/selenium-mcp-server: Facilitates AI-driven browser automation and web interaction using Selenium WebDriver through the Model Context Protocol.
loo-y/mcp-smart-crawler: MCP Smart Crawler leverages Playwright to automate web crawling, metadata extraction, and resource downloading from Xiaohongshu posts.
canadaduane/browse-together-mcp: Facilitates co-browsing with AI by integrating a Playwright-controlled browser and MCP server for seamless browser automation and interaction.
hetaoBackend/mcp-pyautogui-server: Automate GUI testing and control across platforms using PyAutoGUI with this MCP server.
coucya/mcp-server-requests: Facilitates LLM-driven web content retrieval and processing with comprehensive HTTP request capabilities.
Yazington/docs-crawler-mcp: Crawls documentation websites, converts them to Markdown, and stores embeddings in Qdrant for intelligent search.
ndthanhdev/mcp-browser-kit: Facilitates interaction with manifest v2 compatible browsers through an MCP server, supporting integration with Brave and Firefox.
puremd/puremd-mcp: Enhance MCP clients with web unblocking and search capabilities using pure.md's markdown delivery network.
matrupriya2048/linkedin-profile-scraper: Fetch LinkedIn profile data asynchronously using the Fresh LinkedIn Profile Data API, with environment-based configuration and MCP framework integration.
runablehq/mobile-mcp: Facilitates mobile automation by enabling LLMs to interact with Android devices through structured UI dumps.
iota31/BrowserToolsMCP: Facilitates browser interactions for debugging and testing web applications through Claude, supporting multiple browsers and offering tools like navigation, screenshots, and performance tests.
scrapeless-ai/scrapeless-mcp-server: Integrate real-time Google SERP results into LLM applications for dynamic context retrieval in AI workflows and chatbots.
n11west11/puppeteer-with-authentication: Enables LLMs to automate browser tasks using Puppeteer, including navigation, interaction, and JavaScript execution.
egorov-ma/mcp-selenium-test: Automate browser testing using mcp-selenium, a Model Context Protocol implementation for Selenium WebDriver, enabling cross-platform browser control via API without local driver installations.
ShreeraghavM/executeautomation1: Enables LLMs to perform browser automation tasks using Playwright, including web scraping and JavaScript execution.
didibao/puppeteer-mcp: Enables LLMs to automate browser tasks using Puppeteer, including navigation, interaction, and JavaScript execution.
Aosamesan/kotlin-mcp-playwright-test: A Kotlin-based MCP server leveraging Playwright for browser automation testing.

🏗️ Build & Deployment Tools

Servers interacting with build systems, containerization, CI/CD, or deployment platforms.

aaomidi/mcp-bazel: Facilitates Bazel project interactions by providing build, test, and dependency analysis tools.
Nhahan/mcp-agent: A versatile AI agent web container enabling natural language processing and tool invocation through a web API, integrated with MCP servers for multilingual support and interaction logging.
Drew-Goddyn/buildkite-mcp: Facilitates seamless integration with Buildkite by providing a microservice for retrieving and managing build information via MCP.
thepragmatik/mcp-server-jvm-build-tools: Facilitates natural language interaction with Apache Maven through an MCP server for streamlined project builds.
zskycode/docker-mcp: A Docker management tool implementing the MCP protocol, offering comprehensive support for Docker CLI and Docker Compose operations.
f-inc/containerinc-mcp: Automates deployments to Container Inc. with ephemeral and free deployment capabilities.
cpecf/docker-mcp: Facilitates Docker container and compose stack management through Claude AI integration.
StefH/mcpserver.azuredevops: A dotnet tool providing a Stdio MCP server interface for seamless interaction with Azure DevOps projects, repositories, and pipelines.
hirotoe0112/mcp-server-docker: A sample Docker setup for deploying an MCP server using a specified docker-compose configuration.
lieee1995/mcp-jenkins-server: Integrates Jenkins with MCP to manage jobs, builds, and views through a Python-based server.
pollyannaanalytics/Figma-BDD-MCP-Server: Automatically generates BDD test plans from Figma designs using a microservice architecture.
kartikeyapandey20/jenkins-mcp-server: Facilitates Jenkins operations management through an MCP server, enabling job listing, build triggering, and status checking.
elblanco2/arc-mcp: Arc MCP Server facilitates seamless web application deployment across various hosting environments through conversational interfaces, bridging the gap between LLMs and hosting platforms.
tgrall/mcp-github-actions-versions: Facilitates seamless updates to GitHub Actions workflows by providing the latest versions through a lightweight MCP server.
XD3an/mcp-builder: A Python-based MCP server designed to streamline the installation and configuration of other MCP servers across multiple platforms.
nextDriveIoE/github-action-trigger-mcp: Facilitates seamless integration with GitHub Actions by providing tools to fetch, trigger, and manage workflows and releases.
erinnmclaughlin/Tizzani.AzureDevOps.MCP: Facilitates seamless integration with Azure DevOps through a dedicated MCP server for API queries.
elblanco2/hostbridge-mcp: Arc MCP Server streamlines framework deployments on shared hosting environments, bridging LLMs with hosting platforms for seamless web application deployment.
safedep/pinner-mcp: Facilitates the pinning of third-party dependencies like Docker images and GitHub Actions to immutable versions.
ProgrammerAgua/jenkins-mcp-server: Facilitates Jenkins job management and operations through a Spring AI-based MCP server.
braveTony44/docker-mcp-server: Automate Docker container management with AI-driven MCP server integration, enabling seamless container lifecycle operations and real-time monitoring.
ko1ynnky/github-actions-mcp-server: Facilitates AI-driven management of GitHub Actions workflows with comprehensive error handling and security features.
mwolf1989/tanstack-starter: A starter template integrating TanStack with Supabase, featuring MCP support for natural language database interactions.
matthewdcage/cursor-mcp-installer: Facilitates the installation and configuration of MCP servers within the Cursor IDE, streamlining server setup and management.
Warashi/mcp-server-pipecd: Facilitates integration and management of applications and deployments with PipeCD.
crewAIInc/enterprise-mcp-server: Facilitates the initiation and monitoring of CrewAI workflow deployments.
ruibaby/1panel-mcp: Automates the deployment of websites to 1Panel servers, ensuring seamless integration with the MCP standard protocol.
pagerguild/homebrew-guilde-cli-releases: Guilde's CLI tool provides a private MCP server for managing and accessing GitHub repositories with integrated Slack communication.
cuongdev/mcp-codepipeline-server: Integrates AWS CodePipeline with Windsurf and Cascade, offering a standardized interface for pipeline management and natural language interaction.
jfrog/mcp-jfrog: Facilitates repository management, build tracking, and release lifecycle management within the JFrog Platform API.

☁️ Cloud Platforms & Services

Servers integrating with major cloud providers or specific cloud services.

jtucker/mcp-untappd-server-dotnet: Leverage Azure Functions to create an Untappd MCP server with Server Sent Events integration.
w4nd3r1ingY4k/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with Claude Desktop and MCP Inspector.
Ztein/rb-api-mcp: Facilitates seamless integration between LLMs and Kolada, enabling data-driven analysis of Swedish municipal statistics.
Lonolf/cursor-firebase-tools: Facilitates direct interaction with Firebase through Cursor, enabling document management and user creation via MCP commands.
amirilovic/mcp-server-proxy: A proxy server that connects to multiple MCP servers, offering a unified interface for tool access with support for multiple configuration profiles and modes.
minorun365/mcp-aws-level-checker: Analyzes AWS technical blog content to determine its level of complexity using a Model Context Protocol server.
RollandMELET/mcp-qdrant-docker: Facilitates access to a Qdrant vector database via a Docker-deployed MCP server, enabling integration with Claude.
upa/mcp-netmiko-server: Facilitates LLMs in managing network devices through SSH using netmiko.
hardware-is-not-software/cloudflare-mcp: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
Danielmark001/evm_mcp_server: A blockchain service provider enabling AI agents to interact with multiple EVM-compatible networks through a unified interface.
irvinebroque/repro-root-mcp-issue: Deploy and manage a remote MCP server on Cloudflare Workers with OAuth login and integration with Claude Desktop.
periscopegithub/count-r-mcp: A versatile MCP server offering real-time letter 'r' counting in words via TypeScript and Python implementations using SSE.
lucky-aeon/mcp-gateway: A reverse proxy server that facilitates unified access and management of multiple MCP servers through a single gateway.
husamabusafa/hasura_mcp: Facilitates AI agents' interaction with Hasura GraphQL endpoints, enabling dynamic API exploration and data operations through natural language requests.
ThomasRohde/mcp_server_manager: A backend Python application offering a Model Context Protocol interface and FastAPI web interface for managing MCP servers integrated with Claude Desktop.
akshaykokane/azurehelp-mcp-server: Facilitates AI-driven troubleshooting of Azure resources by integrating with Azure's Guided Troubleshooter API.
serenichron/procesio-mcp-server: Facilitates interaction with the Procesio automation platform API, enabling management of workflows and instances via MCP protocol.
addozhang/spring-rest-to-mcp: Effortlessly transform Spring Web REST APIs into MCP server tools using OpenRewrite recipes for seamless AI integration.
otanl/mGB-MCP: Facilitates MIDI sequencing through a WebSocket server, enabling Claude MCP integration for seamless music creation and control.
renato0307/go-mcp-rest: A toolkit for generating Go-based MCP server and client code from OpenAPI specifications, following the Model-Controller-Provider pattern.
oyzh888/weather: Provides real-time weather alerts and forecasts using the National Weather Service API.
cloudbarista/mcp-server: Facilitates advanced automation and interaction with GitHub APIs for developers and tools.
h13t0ry/my-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
danfmaia/mcp-server: A general MCP server offering tools for AI agents to check HTTP/HTTPS links in Markdown files via stdin/stdout communication.
tlaukkanen/azure-iothub-mcp-server: Facilitates read-only monitoring of Azure IoT Hub using Azure CLI for authentication and device detail retrieval.
hassaku63/mcp-start-go: A Go-based example of an MCP server implementation, demonstrating cross-platform capabilities with StdioTransport.
sumitbhowmick/k6-mcp-server: Facilitates running k6 load tests through a Model Context Protocol server with customizable test parameters and real-time execution feedback.
MalcolmFeatonby/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
danXyu/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
lincw/cwa-mcp-server: Connects Claude Desktop to Taiwan's Central Weather Bureau API for weather data access.

✨ Code Analysis & Quality

Servers focused on static analysis, linting, code metrics, security scanning, vulnerability checks, or code quality assessment.

smadi0x86/GDB-MCP: Facilitates LLM-driven debugging and analysis with GDB through an MCP server interface.
marchellodev/reviewer-mcp: Facilitates AI-assisted code reviews by executing shell commands through the Model Context Protocol.
Ixe1/code-scanner-server: A versatile tool for scanning code files, extracting definitions, and providing LLM-friendly outputs, with dual operation as a CLI tool and MCP server.
first-to-fly/code-cleanup: A Bun TypeScript project offering a Model Context Protocol server for code cleanup using Google's Generative AI, with features like backup, custom prompts, and professional formatting.
r-huijts/mcp-server-tester: A configuration-driven tool for automating tests and generating reports for MCP servers, leveraging Claude AI for intelligent test case generation.
brunoborges/jvm-diagnostics-mcp: Enhances JVM diagnostic tools with a user-friendly prompt and exposes them via an MCP server for local use.
lex-tools/codebase-context-dumper: Effortlessly integrate your codebase context into LLMs by automating the selection and formatting of files, respecting .gitignore rules, and supporting large codebase chunking.
BangNGH/github-code-index-mcp-server: Facilitates code indexing, searching, and analysis for large language models across multiple programming languages.
opensensor/bn_cline_mcp: Facilitates binary analysis with Cline using Binary Ninja through an MCP server.
Ludok-4/Ghidra: ghidraMCP enables LLMs to autonomously reverse engineer applications by integrating Ghidra's decompilation and analysis tools with MCP clients.
treaties-ai/local-scanner-mcp: Enhances AI assistants' capabilities to interact with local development environments by scanning code and localhost URLs for testing, debugging, and validation.
klara-research/MCP-Analyzer: Facilitates the analysis and debugging of Model Context Protocol logs with seamless integration into Claude Desktop.
thuhoai27/mcp-file-reader: Facilitates AI models in accessing and analyzing text files from the local file system.
ast-grep/ast-grep-mcp: An experimental MCP server leveraging ast-grep for codebase searching and analysis.
JordyZomer/codeql-mcp: Facilitates interaction with CodeQL through structured commands, enabling AI agents and tools like Cursor to perform queries and decode results.
x51xxx/github-explorer-mcp: A TypeScript MCP server offering comprehensive GitHub repository insights, including file content, directory structure, and metadata for enhanced client interactions.
Bigsy/clj-kondo-MCP: Enhance your Clojure development with clj-kondo linting capabilities through a dedicated MCP server.
blue-orange-yellow/scribe-crab: Generates customizable documentation comments for Rust functions, enhancing code documentation workflows.
sourcegraph/test-mcp: Facilitates batch changes on Sourcegraph using Claude Desktop as the MCP client.
sinedied/grumpydev-mcp: A sarcastic code review tool that mimics a grumpy senior developer's perspective, providing humorous yet insightful feedback on code quality.
wenkil/mcp_review_code_tool: A server tool for intelligent code review and analysis using OpenAI's capabilities, based on the Model Context Protocol.
Rethunk-Tech/mcp-golang: Provides Go language tools for LLMs to analyze, test, and format Go code.
dwisiswant0/delve-mcp: Integrates the Delve debugger with a TypeScript-based MCP server to provide comprehensive debugging capabilities for Go programs.
admica/FileScopeMCP: FileScopeMCP ranks and visualizes codebase files by importance, aiding AI tools in understanding code structure through dependency analysis and diagram generation.
matouskozak/SwiftBindingsLogParser: SwiftBindingsLogParser enhances log analysis by integrating with VSCode Copilot to process and summarize logs from the SwiftBindings tool.
Orcus2021/code-review-mcp-server: A Cursor plugin leveraging MCP to automate git diffs and code reviews with Notion integration for guideline retrieval.
sapientpants/deepsource-mcp-server: Integrates DeepSource's code quality analysis with AI assistants via the Model Context Protocol, enabling retrieval of metrics, issues, and project quality insights.
mrexodia/ida-pro-mcp: Facilitates reverse engineering in IDA Pro by providing a suite of tools for function analysis, metadata retrieval, and code manipulation.
codacy/codacy-mcp-server: Codacy's MCP Server provides comprehensive tools for repository management, code quality analysis, and security assessments, integrating seamlessly with the Codacy API.
fkesheh/code-context-mcp: Facilitates semantic search and code context retrieval from local git repositories using embeddings.

💻 Code Execution

Servers designed to execute code snippets or scripts in various languages, often in sandboxed environments.

shreyu258/Jupyter_MCP_Server: Facilitates AI-assisted code execution and data analysis by integrating Jupyter Notebooks with Claude AI via the Model Context Protocol.
connectwithprakash/mcp-servers: Enhance AI assistants with custom capabilities through a collection of Model Context Protocol servers, including semantic search and course comparison for Great Learning's educational content.
torohash/firecrawl-sse-mcp: Integrates Firecrawl web scraping API with AI assistants, offering automated web crawling, data extraction, and deep research capabilities.
harshal-14/mcp_server_101: A practice repository for setting up Claude MCP protocol servers, including a weather app and SQLite database integration.
CTND/mcp_zhitou_server: Facilitates real-time access to China A-Share stock market data for AI agents using the Zhitou HS Data API.
Novakiki/mcp-gemini-server: Facilitates seamless integration of Google's Gemini model capabilities into MCP-compatible systems, enabling AI interoperability and enhanced application development.
aki-kii/mcp-uuid: Provides a simple service for generating UUIDs through an MCP server.
naotaka3/mcp-proxy-hub: A central hub that aggregates and serves multiple MCP resource servers through a unified interface, enabling efficient resource management and tool aggregation.
p1atdev/sherlock-mcp: Facilitates the search for social media accounts across various platforms using the Sherlock tool.
ikekou/hello-world-sayer-mcp: A TypeScript-based MCP server that returns personalized 'Hello World' messages, designed for integration with Claude Desktop.
miyamo2/mcp-restaurant-order: A playful MCP server implementation for simulating restaurant order scenarios with multilingual support.
t-shiratori/mcp-server-example-random-num: A TypeScript-based MCP server example that generates random numbers for integration with Claude for Desktop.
sunmer/node-simple-mcp-example: Facilitates interaction between Claude and a local JSON server using MCP for executing commands and data manipulation.
jigarbhoye04/MatlabMCP: Facilitates the execution of MATLAB code from Python using the MATLAB Engine API, enabling seamless integration with LLMs.
yzfly/mcp-python-interpreter: Facilitates LLM interaction with Python environments for code execution, file management, and development workflows.
ktrysmt/mcp-script-runner: Facilitates the execution of shell scripts as tools within a designated directory using MCP server capabilities.
EarthlingAI/command: Facilitates AI agents in executing commands within specified directories, enhancing command-line automation capabilities.
ankur106/LLDB_MCP: Facilitates LLDB debugging sessions via MCP for seamless integration with AI assistants like Claude.
HappyAny/secure-command-executor-mcp-server: A secure MCP service for executing system commands with safety checks, command management, and daily log rotation.
WilliamSuiself/remote-mcp: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
nyanta012/mcp-think-server: A customizable MCP server setup for integration with Claude Desktop, facilitating seamless server execution via JSON configuration.
chrishayuk/chuk-mcp: A Python client for interacting with MCP servers, facilitating protocol negotiation, resource management, and tool execution.
ivanmolanski/local-rag-mpc: A local MCP server implementing a RAG-like web search model for context retrieval without relying on external APIs.
landmaster135/mcps-go: A Go-based MCP server facilitating arithmetic, datetime calculations, HTTP requests, and Brave web searches.
WesleyMFrederick/rocket-countdown-mcp-server: Facilitates a rocket countdown timer with start, stop, and reset functionalities, culminating in a 'BLAST OFF!' announcement.
stoneskin/MyMCPServer: A demo MCP server and client setup showcasing message communication using the MCP protocol.
davidshtian/Q-2001: Q-2001 is an agentic command-line AI assistant leveraging AWS Bedrock and MCP integration for enhanced task automation and intelligent agent capabilities.
dnakov/frida-mcp: Facilitates AI-driven interaction with applications via Frida's dynamic instrumentation toolkit, leveraging the MCP protocol.
maxim-saplin/mcp_safe_local_python_executor: Facilitates secure local execution of Python code generated by LLMs without the need for Docker or VMs, using Hugging Face's LocalPythonExecutor.
entanglr/laravel-artisan-mcp: Facilitates secure execution of Laravel Artisan commands via AI assistants like Claude, bridging natural language interactions with Laravel projects.

💬 Communication & Messaging

Servers for interacting with email, chat platforms, SMS, or notification services.

gravix-db/docketbird-mcp: Access DocketBird's court case data and document management through a dedicated MCP server.
jeroensmink98/telegram-mcp: Facilitates AI-driven Telegram messaging through a Model Context Protocol server.
YCloud-Developers/ycloud-whatsapp-mcp-server: Facilitates seamless interaction between AI models and YCloud WhatsApp API by automatically generating MCP tools from OpenAPI specifications.
rexanity/quickvoice_mcp: Facilitates communication with QuickVoice AI Voice agents for initiating and managing voice calls.
hrishi0102/spotifyyy-mcp: Interact with Spotify through Claude to search for songs, create playlists, and get personalized recommendations using your Spotify account.
winterjung/mcp-korean-spell: Facilitates Korean spell checking through an MCP server interface.
hexbee/mcp-chat: MCP-Chat is a modern AI chat application built with Next.js, offering dynamic MCP server configuration and integration for enhanced functionalities like file management and web search.
aimino/notify-mcp: Facilitates AI assistants in sending Windows desktop notifications via a Model Context Protocol server using win10toast.
pinkpixel-dev/blabber-mcp: Blabber-MCP enables LLMs to produce high-quality spoken audio using OpenAI's Text-to-Speech API, with customizable voice and format options.
wizd/airylark-mcp-server: AiryLark MCP server offers high-precision translation services with seamless integration for AI assistants, supporting multi-language translation and comprehensive quality assessment.
Yakirbe/just-my-kids: A WhatsApp bot that uses face recognition to notify parents when their children appear in group photos, reducing the need to scroll through numerous images.
cool-man-vk/google-meet-mcp-server: Facilitates AI-driven management of Google Meet meetings via the Google Calendar API.
tomekkorbak/voice-status-report-mcp-server: Facilitates voice status updates for task progress using OpenAI's TTS API, enhancing user interaction with language models through audio feedback.
maiphong0411/user-management-via-chat: Facilitates user management through chat interactions with Claude Desktop, leveraging MCP server capabilities.
Takeshi1998/noschool-member: Facilitates employee data retrieval from NoSchool's website via MCP with web scraping capabilities.
acro5piano/yagms: Facilitates interaction with Gmail accounts via the Model Context Protocol, offering tools for email management and search.
Muhammad18557/telegram-mcp: Facilitates seamless interaction with Telegram through Claude by enabling message search, contact management, and communication via a Model Context Protocol server.
wolderufael/telegram-mcp-server: A robust server for integrating Telegram functionalities, offering tools for contact management, messaging, and channel information retrieval via MCP.
navayuvan-gallabox/gallabox-mcp-server: Facilitates seamless WhatsApp messaging through Gallabox APIs by acting as a middleware MCP server.
ymello/mcp-google-calendar-server: Facilitates interaction with Google Calendar events via CLI or SSE, enabling seamless calendar management.
ronniemh/phrases-MCP-server: An elegant and efficient MCP server for managing inspirational phrases, seamlessly integrating with Claude for Desktop and other MCP clients.
jespino/mmctl-mcp: Facilitates AI-driven administration of Mattermost servers through a structured interface, leveraging Claude for enhanced management capabilities.
allenbijo/gemini-live-mcp: Gemini Live MCP enables voice-based interaction with Gemini using the Gemini Live API and supports integration with multiple MCP servers for enhanced functionality.
vakharwalad23/google-mcp: Integrate Google-native tools like Gmail and Calendar with AI clients using the MCP protocol.
ClickSend/clicksend-mcp-server: Facilitates SMS and MMS messaging through ClickSend for AI assistants like Claude.
ssqdoit/email-mcp-server: Facilitates email communications by supporting multiple protocols and features through an MCP server.
miguelangaranocurrents/currents-mcp: Currents MCP server facilitates seamless integration and configuration for enhanced project workflows.
highlight-ing/gmail-mcp-server: Facilitates programmatic email management through the Gmail API using the Model Context Protocol.
shehdrbs123/mcp-server-discord-webhook: Facilitates real-time notifications to Discord channels using MCP server integration with customizable event messages.
gaddobenedetti/mcp_email: Enhances AI agents with email capabilities through POP3 and SMTP integration.

📝 Content Management Systems

Servers specifically designed to interact with CMS platforms.

jpollock/wordpress-mcp: Facilitates comprehensive management of WordPress sites through the REST API, offering tools for site, content, user, taxonomy, plugin, and theme management.
calafate40/MCP-FileMaker: Facilitates access to FileMaker databases via the Model Context Protocol with token-based authentication and record search capabilities.
abdallah-abdelsabour/mcp_odoo: Integrates Odoo ORM methods with Claude Desktop using an MCP server for prompt processing.
burnworks/microcms-api-mcp-server: Enables access to microCMS API through an MCP server, offering content retrieval, search, and filtering capabilities.
edwinbernadus/nocodb-mcp-server: Facilitates CRUD operations on Nocodb databases using the Model Context Protocol.
Leonelberio/the-wordpress-mcp-server: Facilitates seamless interaction with WordPress sites via JSON-RPC 2.0, enabling post creation, retrieval, and updates through the WordPress REST API.
tsainte/wordpress-automation-mcp: Automate WordPress post management with a Python-based MCP server, offering CRUD operations and post status handling.
mbcrosier/canvas-mcp: Facilitates interaction with Canvas courses and assignments directly from your LLM, enabling retrieval and summarization of assignment details and deadlines.
granthooks/Nocodb-MCP-Server: Facilitates CRUD operations on Nocodb databases via the Model Context Protocol, ensuring seamless integration and management of database records.
rijkvanzanten/directus-mcp-server: Facilitates AI tool integration with Directus APIs, enabling seamless interaction and data retrieval.
harlley/storyblok-mcp: Manage Storyblok components using natural language descriptions with this MCP implementation.
starbuck93/tandoor-mcp-server: Facilitates seamless interaction with Tandoor Recipe Manager, enabling recipe creation, meal planning, and shopping list management.
theWDY/office-editor-mcp: Enhance productivity by seamlessly integrating comprehensive Microsoft Office document processing capabilities into MCP Clients, enabling creation, editing, and management of Word, Excel, and PowerPoint documents without leaving the client environment.
mrwyndham/pocketbase-mcp: Facilitates rapid development of PocketBase applications with advanced database operations and schema management.
mmokarzel/brand-to-theme-mcp-server: Automates the transformation of brand identity PDFs into fully functional Shopify themes, ensuring brand consistency.
SpringMT/microcms-mcp-server: Facilitates content search and retrieval from microCMS using the Model Context Protocol, enabling seamless integration with LLM clients.
LaubPlusCo/mcp-webdav-server: Facilitates CRUD operations on WebDAV endpoints through natural language commands, integrating seamlessly with Claude Desktop.
Jon-Vii/canvas-student-mcp: Facilitates interaction between Canvas LMS and LLM clients using the MCP standard, enabling course content retrieval and assignment management.
devhub/devhub-cms-mcp: Facilitates content management in DevHub CMS through seamless integration with Large Language Models using the Model Context Protocol.
tejedamiguel6/MCP-server-Contenful: Facilitates direct interaction between Claude and Contentful CMS data, enabling seamless content retrieval and management.
RoyDGerkoeter/ghost-mcp: Interact with Ghost CMS using LLM interfaces like Claude, offering secure access and management of blog entities through a comprehensive MCP server.
h4ck4life/mcp-docx-server: Facilitates the creation and editing of DOCX files through an MCP server interface.
mikecreighton/mikecreighton-dot-com-content-mcp: Facilitates collaboration and content management for Mike Creighton Consulting by providing website pages as accessible resources to MCP clients.
peancor/moodle-mcp-server: Facilitates LLM interactions with Moodle for managing courses, students, assignments, and quizzes.
l33tdawg/strapi-mcp: Facilitates seamless interaction with Strapi CMS by providing CRUD operations and media management through the MCP protocol.
tbshiki/wp-mcpy: Facilitates MCP server configuration for Claude for Desktop to interact with WordPress sites.
sanity-io/sanity-mcp-server: Facilitates seamless interaction between AI models and Sanity's CMS, offering document management, GROQ querying, and semantic search capabilities.
kapilduraphe/webflow-mcp-server: Facilitates interaction between Claude and Webflow's APIs, enabling site management and data retrieval.
MFYDev/ghost-mcp: Interact with Ghost CMS using LLM interfaces like Claude, managing posts, users, and newsletters securely via a Model Context Protocol server.
Cleversoft-IT/drupal-modules-mcp: A TypeScript-based server for retrieving detailed Drupal module information from drupal.org, enhancing AI and tool integration with accurate module data.

📊 Data Analysis & Business Intelligence

Servers connecting to data warehouses, data query engines, analytics platforms, or specific data APIs.

HZreal/mcp-weather-server: Provides weather data integration for Claude using the MCP protocol.
pws-pm/MCP-ArmoniaPlus: Enables Claude AI to control ArmoníaPlus audio devices via a local MCP server.
TuanKiri/weather-mcp-server: Facilitates AI assistants in accessing and interpreting real-time weather data through a lightweight MCP server.
jlfwong/food-data-central-mcp-server: Facilitates API access to USDA's FoodData Central, enabling food searches and nutrient information retrieval through MCP protocol.
zen4ever/steampipe-mcp-server: Facilitates natural language queries to Steampipe PostgreSQL databases, enabling seamless data analysis across cloud providers.
samefarrar/mcp-pdb: MCP-PDB integrates Python's debugger with Claude and other LLMs, enabling enhanced debugging capabilities through the Model Context Protocol.
unravel-team/mcp-analyst: Empowers Claude to efficiently analyze large local CSV or Parquet datasets without uploading full files.
CoderiGenius/math-all-mcp: Facilitates precise mathematical computations via SSE for seamless integration with large language models.
silviorodrigues/amplitude-mcp: Facilitates interaction with Amplitude Analytics API for querying and segmenting event data.
SiamHas/MCP_TO_PC_ENTITIES: Facilitates querying DNO APIs for catalog entities and pricing rules via Claude integration.
jt-atan/Acess-mdb-MPC: Facilitates seamless interaction with 32-bit Microsoft Access databases through a Model Context Protocol interface, offering enhanced querying and schema management capabilities.
yuki9541134/mcp-redash: Facilitates SQL query execution and data source management through Redash API integration.
vscruz/mcp_sqpix: Facilitates interaction with PIX system tags through SQL script generation and data querying tools.
bjpadhy/clickhouse-mcp-server: Facilitates natural language data exploration and analysis on ClickHouse databases using LLMs like Claude.
abhirockzz/mcp_kusto: Facilitates data exploration and querying in Azure Data Explorer using an MCP server built with the Go SDK.
MindsightsAI/aya-tabular-research: AYA Tabular Research orchestrates AI-driven research processes using the Model Context Protocol to deliver structured insights from tabular data.
XD3an/python-sequential-thinking-mcp: Facilitates a detailed, step-by-step thinking process for problem-solving and analysis using the official MCP Python SDK.
yzfly/mcp-excel-server: Facilitates natural language interaction with Excel files for comprehensive data management and analysis.
jwaxman19/qlik-mcp: Facilitates interaction with Qlik Cloud applications, enabling data extraction from visualizations via the Qlik Cloud API.
Pomilo-AI/annual_report_mcp_server: Facilitates the analysis of Swedish annual reports and organizational data using MCP tools, integrating with Bolagsverket and OpenAI APIs.
fern-api/2025-04-02-mcp-server: A MongoDB MCP server utilizing the Fern API for seamless integration and deployment.
kaygee/rev-mcp: Fetches transcripts from Rev.com using their API, integrating seamlessly with MCP clients like Claude for Desktop.
fbeawels/excel-mcp-server: Facilitates reading and writing of data and formulas in MS Excel files through a Model Context Protocol server.
ekzhu/mcp-server-sparql: Facilitates querying SPARQL endpoints through a Model Context Protocol server, enabling seamless data retrieval from sources like Wikidata.
pinnaclesoft-ko/seoul_data_mcp: Facilitates access to Seoul's public data through an MCP server, offering insights into subway usage and cultural events.
datafe/quick-chart-mcp: Facilitates seamless interaction with Quick Chart through a standardized interface for AI agents.
HosakaKeigo/spreadsheet-mcp-server: Facilitates direct access to Google Spreadsheet data for LLMs through a Model Context Protocol server.
hasura/promptql-mcp: Facilitates natural language data queries and analysis by bridging Hasura's PromptQL with AI assistants via the Model Context Protocol.
PaulieB14/Subgraph-Finder: An AI-powered MCP server that helps users discover relevant subgraphs in The Graph ecosystem based on their specific requirements.
ANewProfile/gbif-custom-mcp: Facilitates access to GBIF datasets via MCP servers, integrating with Claude Desktop for enhanced LLM context and BigQuery data retrieval.

🗄️ Databases

Servers providing interfaces to various database types like SQL, NoSQL, Vector Databases, Graph Databases, Time-Series, etc.

fee-mendes/scylla-mcp: Facilitates integration of ScyllaDB with Model Context Protocol using Python uv for seamless data management.
fkdevsoft/mssql-mcp-server-copy: Facilitates SQL query execution and database management for Microsoft SQL Server through MCP integration.
gkvsanjeev/DBMCPServer: Facilitates database access and querying through MCP integration, leveraging Legion Query Runner for seamless AI-driven data interactions.
cpenniman12/semantic-postgres-mcp: Enables AI assistants to perform semantic search on PostgreSQL databases using vector embeddings for natural language queries.
nabid-pf/mongo-mongoose-mcp: Facilitates seamless interaction between Claude and MongoDB databases with optional Mongoose schema support for enhanced data management.
jparkerweb/mcp-sqlite: Facilitates seamless interaction with SQLite databases through comprehensive CRUD operations and custom SQL query execution.
AndresHerrera/mcp_postgis: Facilitates SQL queries on a PostgreSQL database with PostGIS, leveraging geographic data from Univalle for spatial analysis.
OpenLinkSoftware/mcp-pyodbc-server: A lightweight server utilizing FastAPI and PyODBC to facilitate ODBC connections with Virtuoso and other DBMS backends.
gevans3000/supabase-mcp: Facilitates database operations for LLMs by providing MCP-based interaction with Supabase databases.
snahmod/mcp-server-redshift: Facilitates AI model interactions with PostgreSQL databases via a standardized interface, supporting secure and efficient database operations.
blanplan-ai/ai2mysql-mcp-server: Facilitates SQL query and data operations on MySQL databases via MCP protocol with flexible configuration and permission control.
mongodb-labs/atlas-mcp-server: Facilitates interaction with MongoDB Atlas through a Model Context Protocol server, enabling seamless integration with tools like VSCode and Claude.
xwb602625136/mysql_mcp_server_pro: Facilitates SQL execution and database querying with SSE and STDIO support in a MySQL environment.
harish876/Resilient-MCP: Facilitates interaction between Large Language Models and ResilientDB, a high-performance blockchain platform, using the Model Context Protocol.
comonetso/mysql-mcp-server: Facilitates interaction with MySQL databases within Cursor IDE using the Model Context Protocol.
erenaslandev/mcp-duckdb: Facilitates SQL query execution and result retrieval on DuckDB databases with support for stdio and SSE transports.
Mukabony/mcp_sql: Facilitates secure interaction with Microsoft SQL Server databases, enabling AI assistants to list tables, read data, and execute SQL queries through a controlled interface.
Tibiritabara/postgres-mcp: Facilitates LLM interaction with PostgreSQL databases through schema exploration, table inspection, and SQL querying capabilities.
TonyMugwump/mcpo: mcpo transforms MCP server commands into OpenAPI-compatible HTTP servers, enhancing security and interoperability with AI tools.
dpk83/graphmcpserver: Facilitates seamless integration with Microsoft Graph via REST API using MCP.
rileylemm/graphrag_mcp: Facilitates seamless integration between large language models and a hybrid graph-vector database system for advanced semantic and graph-based document retrieval.
tuyentran4992/supabase-mcp: Facilitates seamless interaction between LLMs and Supabase databases, enabling data querying and management via the MCP protocol.
cbuitragoh/customRedis: A Dockerized Redis server with integrated MCP support for streamlined Redis operations and enhanced error handling.
Aenterhy/clickhouse: Facilitates SQL query execution and database management on ClickHouse clusters through an MCP server interface.
tylerstoltz/mcp-mirror: Facilitates seamless data transfer from ODBC data sources to SQLite, enabling efficient database mirroring for Claude Desktop.
awesimon/elasticsearch-mcp: Facilitates natural language interactions with Elasticsearch data through the Model Context Protocol, enabling seamless index management and search operations.
shengshengshengbuxi/mysql_mcp_server: Facilitates SQL query execution via the MCP protocol on a MySQL server.
michael7736/postgres-mcp-server: Facilitates SQL query execution on a PostgreSQL products database via MCP protocol.
littledivy/mcp-deno-kv: Facilitates integration with Claude Desktop by leveraging Deno's key-value storage capabilities.
Byskov-Soft/autonomous-data-manager: Empowers AI agents with autonomous CRUD operations and persistent data management across conversations.
googleapis/genai-toolbox: Open source MCP server specializing in easy, fast, and secure tools for Databases.

🛠️ Developer Productivity & Utilities

Servers enhancing developer workflows, integrating with IDEs, accessing documentation, API exploration, code generation helpers, or general dev utilities.

yamitzky/spreadsheet-mcp: Facilitates seamless interaction with Google Spreadsheets, enabling data retrieval, manipulation, and CSV uploads through an MCP server.
TNEP4/Asteria: Asteria orchestrates productivity tools like Notion, Airtable, and Qdrant through Claude AI using MCP integrations for seamless project and task management.
sifue/mcp-study: A tutorial implementation of an MCP server using Node.js, designed to provide weather information through Claude Desktop integration.
mystique920/mcp-pandoc-ts: Facilitates document conversion across multiple formats using a TypeScript-based MCP server and a Python Flask host service for executing Pandoc commands.
chr0n1x/golang-mcp-playground: A minimalistic Golang-based MCP server template designed to run in a Docker container.
nCrom/readme-updater-mcp: Enhances README.md files by analyzing semantic conflicts using Ollama and updating content accordingly.
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
gabrieldsguilherme/mcp-server: Integrates Claude AI models with a fully functional MCP server for context-aware request processing and streamlined AI interactions.
FrankGoortani/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
cjavier/McpServerBasic: Facilitates AI assistants' interaction with external services and data sources through a Model Context Protocol server compatible with Claude.
Alex-air/mcp_viterbit: Connects Viterbit ATS to Claude, offering candidate metrics and funnel insights via a FastAPI server and MCP interface.
StanNieuwmans/mcp-bridge: Facilitates communication between Claude Desktop and MCP-compatible backends by bridging STDIO and SSE protocols.
Xiawpohr/mcpilot: MCPilot empowers LLMs to securely interact with blockchains via MetaMask, ensuring private keys remain protected while enabling seamless Web3 experiences through natural language commands.
colygon/agglayer-mcp-server: Facilitates cross-chain interactions and liquidity management using the Agglayer settlement layer.
hloiseaufcms/mcp-gopls: Facilitates AI assistants' interaction with Go's Language Server Protocol for enhanced code analysis and navigation.
Qwinty/anytype-mcp: Facilitates interaction with Anytype data through an MCP server, enabling AI assistants and other clients to manage spaces, objects, and templates.
jakesimonds/mcpleasework: Demonstrates the use of the Model Context Protocol SDK for Python with installation and configuration guidance for Claude.
totto2727-org/mcp: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
BTankut/MCP_Revit: Facilitates AI-driven BIM automation by integrating Autodesk Revit with AI clients through a Node.js MCP server and a Revit plugin.
James-Leslie/mcp-servers: A suite of local Python MCP servers designed for seamless integration with Cursor.
TakahashiIkki/devin-mcp-uuid-sample: Facilitates UUID generation and validation through an MCP server using TypeScript.
mat-griffin/jamf-mcp: Integrates with Jamf Pro to query computer information using Cursor AI, allowing for detailed management and security insights.
sujal862/MCPTester: A web application designed to test MCP servers locally using JSON or NPX command formats, offering real-time response monitoring and error detection.
peakacom/peaka-mcp-server: Facilitates LLMs in executing SQL queries and inspecting schemas on Peaka projects using the Model Context Protocol.
tyson-tx/mcp-server-cursorshare: A TypeScript-based MCP server implementing a simple notes system with resources, tools, and prompts for note management and summarization.
nodetec/nostr-code-snippet-mcp: Facilitates the execution of code snippets via a node-based MCP server.
shtse8/NexusTools: NexusTools provides a secure and efficient toolkit for AI agents to perform essential filesystem operations within a defined project root using the Model Context Protocol.
KartikeyM18/mcp-server-tester: A web application for testing MCP server configurations, featuring a Node.js backend and React frontend.
xlengelle-sf/agentforce-reliable-tool: A reliable MCP-compliant client tool for connecting to Salesforce AgentForce API via the AgentForce Reliable Server.
cephalization/mcp-ts-quickstart: A build-less TypeScript MCP server that fetches top stories from Hacker News using stdio transport.
hamstershleter7/promised: Markdownify transforms diverse file types and web content into Markdown format, enhancing readability and shareability.
TencentEdgeOne/edgeone-pages-mcp: A MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

📁 Filesystems

Servers focused on interacting with local or remote file systems for reading, writing, editing, listing, or managing files and directories.

sebastianbachmaier/save-filesystem-mcp: A filesystem MCP server enabling secure file operations within a designated root directory, preventing unauthorized access beyond specified boundaries.
Do-Boo/MCP-SynoLink: Facilitates file operations on Synology NAS devices through AI assistants using Node.js.
sylphlab/filesystem-mcp: Node.js server offering secure and efficient filesystem access for AI agents, ensuring operations are confined to a project root.
alexbakers/mcp-ipfs: Facilitates seamless interaction with storacha.network via the w3 CLI, enabling language models and MCP clients to manage spaces, data, and delegations.
gabrielmaialva33/mcp-filesystem: Provides secure filesystem access for AI models with strict path validation and predefined directory constraints.
RIKTESH89/mcp_cli_filesystem: A command-line interface for interacting with Model Context Provider servers, enabling seamless communication with LLMs through the CHUK-MCP protocol library.
calebmwelsh/file-system-mcp-server: Facilitates file system operations across platforms, enabling AI assistants to interact with local files and directories through a structured API.
linimbus/go-mcp-file-server: A Go-based MCP server for local file system management with APIs for querying and opening files, utilizing SQLite3 for file indexing and supporting remote calls via MCP client.
Priyonuj/mcp-file-navigator: Facilitates secure file system operations and Git command execution through a standardized MCP interface, enhancing AI assistant capabilities.
DenizkarayusufogluGit/mcp-filesys: Facilitates secure filesystem access for AI models via JSON-RPC requests, adhering to the MCP specification.
AleksanStark/mcp-ipfs-server: A server leveraging IPFS for decentralized data storage and retrieval, integrated with Claude AI for enhanced MCP interactions.
0kenx/filesystem-mcp: A Python-based MCP server for secure and efficient filesystem operations, featuring advanced file manipulation, directory management, and search capabilities.
mateicanavra/mcp-filesystem: Node.js server for secure and controlled filesystem operations using the Model Context Protocol.
stephanj/MCPJavaFileSystem: Facilitates LLM agents' interaction with local filesystems and web resources through a Java-based MCP server.
SDILogin/filesystem-android: A Claude MCP server facilitating secure access to Android project files for AI-assisted code navigation and analysis.
randomm/files-db-mcp: A local vector database system enabling fast and efficient semantic search for software projects through the Message Control Protocol.
isaacphi/mcp-filesystem: Facilitates file management in a workspace by exposing each file as an MCP resource with change notifications and MIME type detection.
qiangmzsx/mcp-filesystem-server: Facilitates seamless integration between LLM applications and external data sources using a Go-based MCP server.
Albiemark/dbx-mcp-server: Integrates Dropbox with MCP-compatible clients for seamless file operations and account management.
QuantGeekDev/mcp-filesystem: A filesystem MCP server with SSE capabilities, designed for seamless integration with Claude Desktop.
vim-zz/zed-file-context-server: A command-line tool enabling AI assistants to edit and analyze files through the Model Context Protocol, ensuring secure interaction with local filesystems.
alxspiker/mcp-server-ftp: Facilitates FTP operations such as listing, downloading, uploading, and managing directories through a Model Context Protocol server.
fabienvauchelles/mcp-filesystem-extended: Node.js server enabling comprehensive filesystem operations through the Model Context Protocol, including file manipulation, directory management, and content searching.
HardCoreDevMachine/FileFinderMcp: Facilitates file searching in the filesystem by path fragment, returning results in JSON format.
uncle-light/alioss-mcp: Facilitates direct interaction with Alibaba Cloud OSS for AI coding tools, enabling seamless file management without manual intervention.
MarcusJellinghaus/mcp_server_filesystem: Facilitates secure file operations for AI assistants within a designated project directory, ensuring robust path validation and security controls.
hexitex/MCP-Backup-Server: Facilitates quick and context-aware file backups and restorations for AI agents and code editors, enhancing safety during critical changes.
tomoya10/folder-access-server: A TypeScript-based MCP server implementing a simple notes system with resources, tools, and prompts for note management and summarization.
Legaltime/filesystem: Node.js server for filesystem operations using Model Context Protocol, enabling file manipulation, directory management, and metadata retrieval.
safurrier/mcp-filesystem: A robust MCP server for filesystem operations, offering intelligent interaction with large files through smart context management and token-efficient partial reading/editing.

💰 Finance & Crypto

Servers dealing with financial data, stock markets, cryptocurrency exchanges/data, trading bots, banking APIs, accounting software, or blockchain interactions.

janswist/mcp-dexscreener: Enables AI agents to access on-chain price data via Dexscreener's API.
kukapay/crypto-news-mcp: Provides real-time cryptocurrency news for AI agents, sourced from NewsData, with tools for fetching and searching headlines.
sakura-ku/grobal_mcp_stock_server: Facilitates real-time access to global stock market data and analysis for AI assistants.
weerofun/kaiafun-mcp: Facilitates token listing, trading, and blockchain interaction on KaiaFun using the MCP protocol.
huahuayu/etherscan-mcp-server: A Go-based server enabling LLM applications to access multi-chain Etherscan blockchain data via the Model Context Protocol.
Eneswunbeaten/MarketPricesMCP: A .NET-based server application that provides real-time grocery price comparisons across Turkish markets, integrating seamlessly with MCP-compatible clients.
onori/yfinance-mcp-server: Access Yahoo Finance stock data effortlessly with this TypeScript-based MCP server.
ikhyunAn/MCP_InvestmentPortfolio: Facilitates investment portfolio management and analysis with real-time market data and personalized recommendations.
arberiii/mcp-ethereum: Facilitates Ethereum blockchain interactions through an MCP server setup with Claude Desktop integration.
esurovtsev/mcp-finance-server-py: A Python-based MCP server that converts company names to stock symbols and retrieves financial data from Yahoo Finance.
kriuchkov/ton-mcp: Facilitates interaction with the TON Blockchain through MCP, enabling operations like transactions and balance checks.
karacurt/blockscout-mcp-server: Facilitates AI model interactions with Blockscout API endpoints for blockchain data retrieval and analysis.
Hott-J/coingecko-mcp-server: Facilitates cryptocurrency data retrieval from CoinGecko via an MCP server interface.
kukapay/crypto-portfolio-mcp: Facilitates real-time cryptocurrency portfolio management and optimization through AI agent interactions.
smhnkmr/realtime-crypto-mcp-server: Provides real-time cryptocurrency data integration for MCP servers using the CoinCap API.
Giri-Aayush/finix-ethtaipei-2025: Facilitates seamless interaction between Claude AI and the Celo blockchain ecosystem, enabling operations like balance checks, transactions, and DeFi interactions with Aave, all within a secure environment.
markusj9x/coingecko-price-server: A TypeScript-based MCP server implementing a notes system with resources, tools, and prompts for note management and summarization.
Dbillionaer/polygonmcp: Facilitates AI-driven interactions with the Polygon blockchain, enabling wallet operations, smart contract deployment, and DeFi activities through a standardized interface.
sydowma/crypto_exchange_mcp: Facilitates seamless interaction with cryptocurrency exchanges like Bybit, OKX, and Binance through an MCP server interface.
Jaldekoa/mcp-fredapi: Integrates FRED economic data with MCP for seamless AI-driven data retrieval.
antonkulaga/tokens-mcp: Facilitates access to comprehensive cryptocurrency market data and strategy development through a standardized MCP server interface for the TokenMetrics API.
tooyipjee/yahoofinance-mcp: Provides real-time and historical financial market data from Yahoo Finance for integration with MCP-compatible assistants like Claude.
Lunatix01/fib-pay-mcp: Facilitates secure interactions with First Iraqi Bank's Online Payment API using a lightweight MCP server.
laukikk/alpaca-mcp: Facilitates seamless interaction with the Alpaca trading API for managing stock and crypto portfolios, executing trades, and accessing market data.
techflavors/paypal-invoice-mcp-server: Facilitates the creation of PayPal invoices through LLMs using the Model Context Protocol.
ordiscan/ordiscan-mcp: Facilitates access to Ordinals and Runes data on Bitcoin through a model context protocol server.
bsv-blockchain/bsv-mpc: Facilitates Bitcoin SV development by providing tools and prompts for LLMs to interact with BSV codebases through MCP-compatible clients.
ciri/ibkr-mcp-ts: An MCP server that retrieves account positions from IBKR using TypeScript.
albertma/blockchain-mcp: Facilitates blockchain interactions by providing balance and transaction details for Ethereum and VeChain through an MCP server.
KBThree13/mcp_espn_ff: Facilitates interaction between LLMs and the ESPN Fantasy Football API for accessing league data and player statistics.

🧰 Frameworks

Toolkits, SDKs, starter templates, or code frameworks designed to help developers easily build MCP-compliant servers or applications.

zhuzhoulin/dify-mcp-server: A TypeScript-based server that dynamically connects MCP Clients to Dify applications, exposing them as tools for seamless integration.
conao3/python-mcp-nrepl: A Python-based MCP server utilizing nREPL for seamless integration and development.
skylight-ai/skylight-ts-sdk: A developer-friendly TypeScript SDK that serves as an MCP server, enabling AI applications to interact with Windows instances via Skylight API.
sebsto/mcpserverkit: A Swift framework offering a high-level API for building MCP servers, simplifying tool creation and server setup.
rsprudencio/binja_mcp: Facilitates interaction and automation with Binary Ninja using Large Language Models through the Model Context Protocol.
3mdistal/css-mcp-server: A Node.js and TypeScript-based server that acts as a CSS Tutor, offering personalized CSS updates to AI clients via the Model Context Protocol.
kenrollins/langchain-mcp-client: A framework that connects LangChain with MCP servers, optimized for local LLMs through Ollama.
gdbelvin/rlang-mcp-server: Facilitates AI-driven data visualization and R script execution using the ggplot2 library within a secure, containerized MCP server environment.
moekiorg/active_mcp: Integrate Model Context Protocol capabilities into Rails applications, enabling seamless AI tool connectivity.
MJunKWON/multiplication-teacher-mcp: Facilitates multiplication table calculations through an MCP server with Claude Desktop integration.
elmozapanta/thousand: Markdownify transforms various file types and web content into Markdown format, offering tools for converting PDFs, images, audio, and more.
whoesli/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
Vuong/actually: Markdownify transforms diverse file types and web content into Markdown format, enhancing readability and shareability.
SongJunSub/SpringMCP: Facilitates context-aware prompting by integrating external data sources with LLM applications using the Model Context Protocol.
thanhvinh199700/MCP-SERVER: A comprehensive collection of reference implementations for the Model Context Protocol, showcasing secure and controlled access to tools and data sources for LLMs.
glows/mcp-server-template-: A template for setting up MCP servers with customizable command configurations.
langjihao/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
lukaskai/mcp-new: Facilitates AI-driven voice calls using Twilio and OpenAI for real-time audio processing and interaction.
antoinebou12/uml-mcp: UML-MCP Server enables seamless generation of diverse UML diagrams through natural language or code, leveraging the Model Context Protocol for integration with AI assistants.
QuantGeekDev/mcp-framework-starter: A starter template for building MCP servers using the mcp-framework, featuring customizable tool development and seamless integration with Claude Desktop.
morphik-org/morphik-mcp: Facilitates AI-driven interactions with the Morphik multi-modal database for document ingestion, retrieval, querying, and management.
elienaibh/mcp-clone-c: A proxy MCP server facilitating integration between Claude and JetBrains IDEs, enabling seamless client request redirection.
hakxel/mantine-ui-server: Facilitates interaction with Mantine UI components through documentation, generation, and theme utilities.
7nohe/adonis-mcp: An AdonisJS package enabling the creation of remote MCP servers using Server-Sent Events.
jianliao/create-swc-vite-react-app: A CLI tool for creating React applications with Vite and Spectrum Web Components, featuring MCP support for seamless AI assistant integration.
DrSatyr/openapi-diff-mcp-server: Facilitates AI integration by providing an MCP server interface for comparing OpenAPI specifications using the openapi-diff tool.
ReAPI-com/mcp-openapi: Facilitates LLM-powered IDE integrations by serving multiple OpenAPI specifications through the MCP protocol.
automation-ai-labs/mcp-link: Effortlessly transform any OpenAPI V3 API into a fully functional MCP server, enabling seamless integration with AI-driven applications.
yasunoritani/v8ui: A custom MCP server enabling natural language control of Max environments through Claude Desktop, enhancing creative workflows in music and multimedia production.
InnoGE/laravel-mcp: A Laravel package facilitating the development of MCP servers, enabling seamless communication between Laravel applications and AI assistants through a standardized API.

🎮 Gaming

Servers interacting with game engines, game platforms/APIs, or providing game-related tools.

sinsunsan/blender-bonsai-bim-mcp: Facilitates interaction between Claude AI and Blender for BIM element creation and floor plan generation using natural language commands.
weekitmo/mcp_godot_rag: Facilitates access to Godot documentation for the Godot RAG model through an MCP server.
indroneelray/pokemon-mcp-server: Fetch Pokémon data using a Model Context Protocol server integrated with the official PokéAPI.
jessiqa1118/factorio-mcp: Facilitates querying the state of a Factorio game server using the Model Context Protocol, enabling retrieval of server status, player lists, and in-game time.
Rayato159/persona-4-golden-mcp-real-time-hacking: A Rust-based tool for real-time memory manipulation in Persona 4 Golden, allowing users to adjust in-game money using MCP technology.
opgginc/esports-mcp: Connects OP.GG Esports data with AI agents for retrieving League of Legends match schedules.
th3w1zard1/mcp-panda3d: Facilitates seamless integration of Claude with Panda3D documentation by enabling efficient search and retrieval through a Model Context Protocol server.
willvelida/mcp-afl-server: Provides AFL data from the Squiggle API, enabling retrieval of game results, standings, and team information.
Saunved/mcp-server-clash-of-clans: Enhance your Clash of Clans gameplay with advanced analytics and insights through this MCP server.
akiojin/playfab-mcp-server: Middleware server enabling AI models to interact with PlayFab services for item search, player profile lookups, and inventory management.
johnnyinlee/lol-client-mcp: Access real-time League of Legends client data using a FastMCP server integrated with the Live Client Data API.
asingh228/AbletonMCP-Cursor: Facilitates natural language-driven music composition in Ableton Live through a socket-based API, leveraging MCP-compatible Python commands generated from user prompts.
DanWahlin/marvel-mcp: Enables interaction with Marvel's API to fetch data on characters and comics, demonstrating MCP server capabilities.
pab1it0/chess-mcp: Facilitates AI-driven analysis of Chess.com data through standardized MCP interfaces, enabling seamless access to player profiles, game records, and club information.
largeorbitalobject/mcss-mcp-server: Facilitates seamless control and management of Minecraft servers through the MCSS API, enabling server actions, backups, and task scheduling via MCP clients like Claude Desktop.
Mgomez-01/mcpoke-server: Connects to the Pokémon API to provide comprehensive Pokémon information for AI assistants like Claude.
chongdashu/unreal-mcp: Facilitates AI-driven control of Unreal Engine through natural language commands using the Model Context Protocol.
wai-imyen/tamagotchi-mcp-server: Simulates a Tamagotchi game using a simple MCP server implementation.
ritza-co/racing-lap-counter-typescript: A TypeScript SDK that provides a developer-friendly interface for managing racing drivers and their lap times, with MCP server capabilities for AI tool integration.
freshlife001/mcp_poker: Facilitates Texas Holdem poker games for MCP client agents using Node.js and TypeScript.
Tokeii0/ctf-mcp-server: Facilitates AI-driven CTF problem-solving and creation through specialized MCP servers.
Dokujaa/Godot-MCP: Facilitates modular communication between external processes and the Godot engine using Claude integration.
grandmastr/chronos-mcp: Chronos empowers AI assistants with on-chain tools for seamless interactions with the Stellar blockchain, offering wallet connectivity, token management, and fund transfers.
manjutabetai/mcp-dice: A TypeScript-based MCP server implementing a simple notes system with tools for note creation and summarization.
VR-Jobs/UnityMCPbeta: Facilitates seamless communication between Unity and large language models using the Model Context Protocol, enabling automation and programmatic control of Unity workflows.
dunward/unity-mcp-visualscripting: Demonstrates interaction between a TypeScript-based MCP server and Unity for visual scripting.
dend/halo-infinite-mcp: Connects users to Halo Infinite data through a local MCP server, enabling access to player stats, match history, and customization options.
dunward/unity-mcp-template: Facilitates interaction between a TypeScript-based MCP server and Unity for tool development and expansion.
AIGODLIKE/GenesisCore: GenesisCore seamlessly integrates multiple LLM providers into Blender, offering a modular automation addon with built-in MCP client capabilities.
AlexKissiJr/unreal-mcp-server: Facilitates GitHub API interactions with advanced file operations, repository management, and search capabilities.

⚙️ Hardware & IoT

Servers controlling hardware devices, interacting with embedded systems, serial communication, 3D printers, or smart home systems.

shelwyn/mcp_control_table_lamp: Control a table lamp remotely using a NodeMCU and MQTT communication through HiveMQ cloud service.
Guidogl/device-info-mcp: Facilitates device information retrieval and troubleshooting through a Model Context Protocol server.
ConAcademy/buttplug-mcp: Facilitates interaction with Buttplug.io devices using the Model Context Protocol, enabling LLMs to query and control connected devices.
apache/iotdb-mcp-server: Facilitates database interaction and business intelligence through IoTDB with SQL query execution capabilities.
alecf/airtop-mcp: Facilitates interaction with Airtop's browser automation service through a Model Context Protocol server.
omni-mcp/isaac-sim-mcp: Enables natural language control of NVIDIA Isaac Sim for dynamic robot simulations and scene manipulation.
JackieTien97/iotdb_mcp_server: Facilitates secure and structured AI-driven exploration and analysis of IoTDB databases through a controlled MCP interface.
github-hewei/mcp-android-adb-server: Facilitates Android device management through ADB commands, enhanced with visual model integration for screen content description.
wolfcoming/adb_mcp_server: Facilitates remote control of Android devices via ADB using the MCP protocol, enabling device management, screen operations, input actions, app management, and more.
coffeenmusic/altium-mcp: Facilitates interaction with Altium Designer for PCB design manipulation and querying through a Python-based MCP server.
kukapay/opcua-mcp: Connects AI agents to OPC UA-enabled industrial systems for real-time data monitoring and control.
horw/esp-mcp: Facilitates project builds and automatic issue resolution for esp-idf using MCP integration.
radial-hks/mcp-wdpcameracontrol-server: A TypeScript-based MCP server implementing a simple notes system with resources, tools, and prompts for note management and summarization.
amanasmuei/mcp-server-nodemcu: Manage and control NodeMCU IoT devices with real-time communication and AI integration using the Model Context Protocol.
zerubeus/elektron-mcp: Facilitates interaction between LLMs and Elektron synthesizers via MIDI for real-time sound control and design.
hvkshetry/autocad-mcp: Facilitates natural language-driven engineering drawing creation in AutoCAD LT via AutoLISP code generation and execution.
noboru-i/nature-remo-mcp-server: Facilitates automation and management of Nature Remo devices through the Model Context Protocol SDK.
lamaalrajih/kicad-mcp: Facilitates seamless integration of KiCad projects with MCP-compliant clients for enhanced project management and PCB design analysis.
voska/hass-mcp: Facilitates seamless interaction between AI assistants and Home Assistant for device control and automation management.
Oliver0804/arduino-cli-mcp: Facilitates seamless integration of Arduino CLI with VSCode and Claude, enabling natural language interaction with Arduino boards for compiling, uploading, and managing sketches and libraries.
ykhli/mcp-light-control: Control Philips Hue lights and send Morse code messages through them using an MCP server.
planetarium/mcp-agent8: Facilitates Agent8 SDK development with optimized prompts and game resource search capabilities.
ThingsPanel/thingspanel-mcp: Integrates ThingsPanel IoT platform with AI models for natural language device control and real-time data analysis.
kmwebnet/MCP-Server-for-sensor-device: A Node.js application simulating a CO2 sensor device with JSON-RPC server capabilities, supporting both simulation and real-mode operations with Raspberry Pi Pico.
beyarkay/chat-with-arduino: Enable seamless control of Arduino microcontrollers using LLMs like Claude, eliminating the need for manual code writing or uploading.
Taxuspt/garmin_mcp: Connects to Garmin Connect to expose fitness and health data to MCP-compatible clients like Claude.
scald/tesla-mcp: Facilitates AI-driven control of Tesla vehicles via the Tesla Fleet API, enabling real-time updates and vehicle management through AI assistants.
atom2ueki/mcp-server-ios-simulator: Facilitates programmatic control of iOS simulators using the Model Context Protocol for seamless integration with MCP-compatible clients.
minhalvp/android-mcp-server: Facilitates programmatic control over Android devices using ADB, enabling device management through MCP clients.
DMontgomery40/mcp-3D-printer-server: Facilitates seamless interaction between Claude and various 3D printer APIs, enabling advanced STL operations and comprehensive printer management.

❤️ Healthcare & Life Sciences

Servers integrating with healthcare standards, medical literature databases, bioinformatics resources, or specific healthcare platforms.

jesegher/EduMCPServer: Facilitates AI-driven management of Microsoft Education classes, assignments, and rubrics through integration with Microsoft Graph API.
jmandel/health-record-mcp: Facilitates secure AI access to Electronic Health Records using SMART on FHIR, enabling comprehensive data retrieval and analysis through MCP tools.
pankaj-knit/MCP-SV: Provides weather information from the National Weather Service API for integration with AI assistants like Claude.
codingaslu/PubMed-MCP-Server: Leverages the FastMCP framework to asynchronously search PubMed for article abstracts using BioPython's Entrez module.
AgentDank/dank-mcp: A specialized MCP server for querying and analyzing cannabis datasets, designed for integration with LLMs like Claude Desktop.
PsychArch/caiyun-mcp-tools: Access real-time weather data, forecasts, and alerts through the Caiyun Weather API using this MCP server.
genomoncology/biomcp: BioMCP enables LLMs to access and interact with critical biomedical databases using the Model Context Protocol, facilitating advanced searches and data retrieval.
BioMCP-Hub/PubTator-MCP-Server: Facilitates AI-driven biomedical literature annotation and relationship mining via the PubTator3 system using the MCP interface.
AojdevStudio/open-dental-mcp: Facilitates natural language querying of OpenDental documentation using a Qdrant vector database.
JackKuo666/PubTator-MCP-Server: Facilitates AI-driven biomedical literature annotation and relationship mining via the MCP interface, leveraging PubTator3.
uh-joan/cortellis-mcp-server: Facilitates drug search and ontology exploration within the Cortellis database, offering comprehensive drug development insights and financial data.
amanasmuei/mcp-server-malaysia-prayer-time: Provides real-time Islamic prayer times for Malaysia, integrating seamlessly with Claude Desktop via MCP.
ryoureddy/medadapt-content-server: Enhances AI-assisted medical learning by integrating Claude Desktop with medical knowledge sources for comprehensive content retrieval and analysis.
MediFinderBot/medifinder-mcp: Facilitates secure communication for medicine inventory queries with AI assistants, offering location-based searches and WhatsApp integration.
jagan-shanmugam/climatiq-mcp-server: Facilitates real-time carbon emission calculations and climate impact insights for AI assistants using the Climatiq API.
elizabethtrykin/8sleep-mcp: Access and control Eight Sleep Pod data and settings through a Model Context Protocol server.
elizabethtrykin/oura-mcp: Access and manage Oura Ring data through a Model Context Protocol server, integrating seamlessly with Claude Desktop.
sukhrobyangibaev/mcp_hemis_student: Facilitates seamless access to student academic data from HEMIS through Claude, enabling retrieval of grades, schedules, and university statistics.
ChristianHinge/dicom-mcp: Facilitates AI-driven interactions with DICOM servers for querying and analyzing medical imaging metadata.
Props-Labs/fireflies-mcp: Facilitates transcript retrieval, search, and summary generation via the Fireflies.ai API.
manolaz/emergency-medicare-planner-mcp-server: Integrates with Google Maps to locate and evaluate medical facilities in emergencies, offering real-time routing and availability checks.
acashmoney/bio-mcp: BioMCP enhances language models with protein structure analysis capabilities, enabling detailed examination of protein active sites and disease-related protein searches.
EduBase/MCP: Facilitates seamless interaction between EduBase's e-learning platform and LLMs like Claude through the Model Context Protocol.
tomekkorbak/oura-mcp-server: Facilitates querying sleep, readiness, and resilience data from the Oura API for language models.
TerminallyLazy/MCP-on-FHIR: An interactive FHIR application leveraging MCP Knowledge Graph capabilities for healthcare data visualization and interaction.
Kartha-AI/agentcare-mcp: Facilitates seamless integration with EMRs like Cerner and Epic, offering healthcare tools and FHIR data interaction capabilities.
catalystneuro/mcp: CatalystNeuro's MCP servers facilitate semantic search and other functionalities with customizable configurations.
GBA-BI/bioos-mcp-server: Facilitates workflow and Docker image management for Bio-OS platforms using MCP protocols.
xraywu/mcp-wegene-assistant: Leverage LLM to analyze genetic test results from WeGene through a dedicated MCP server.
terilios/smartsheet-server: Facilitates intelligent healthcare analytics and document management on Smartsheet through seamless AI integration.

🏗️ Infrastructure

Servers or systems that deliver core runtime functionalities for MCP, such as proxying, aggregation, orchestration, hosting, routing, or acting as gateways.

kappaexpress/docker-mcp: Facilitates MCP server integration with Claude Desktop using a Docker image built with Playwright.
jaw9c/awesome-remote-mcp-servers: A curated list of high-quality remote MCP servers for developers seeking reliable and production-ready services for AI applications.
FrankGoortani/cv-mcp: A specialized MCP server offering structured access to Frank Goortani's CV data for AI assistants and MCP-compatible clients.
mobilehackinglab/jadx-mcp-plugin: Facilitates decompiler access for Claude by bridging Jadx API over HTTP using MCP, enabling live interaction with decompiled code.
bertvanbrakel/mcp-cadquery: Facilitates CadQuery script execution and model management via MCP, offering both HTTP SSE and Stdio modes for client integration.
gunpal5/QuickMCP: QuickMCP enables rapid creation and deployment of MCP servers using OpenAPI, Swagger, or Google Discovery specifications with .NET.
199-bio/occams-razor-mcp: Guides LLMs through a structured, simplicity-focused problem-solving process for coding tasks, enhancing code quality and alignment with user intent.
urbushey/ts_mcp: A TypeScript-based MCP server designed for integration with Claude Desktop, facilitating seamless tool management and execution.
MeirKaD/SBR-MCP: Facilitates browser automation tasks such as navigation, form filling, and data retrieval through an MCP server integration with Claude Desktop.
alan-meigs/MCP_EXP: A terminal-based chat client with MCP server integration, featuring OpenAI API connectivity and a weather service using the National Weather Service API.
uoky5217/Mcp-Server-Study: A learning project implementing an MCP server with stdio and SSE transport methods for basic arithmetic operations.
joon1251ai/smithery-mcp-server-test: Facilitates GitHub API interactions for file operations, repository management, and advanced search capabilities.
guolisen/ts_mcp_client: A TypeScript-based client for testing MCP servers with support for multiple LLM providers and tool calling capabilities.
easy-apis/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool invocation.
stuartshay/coredatastore-swagger-mcp: Facilitates AI interaction with NYC landmarks data by dynamically generating MCP tools from the CoreDataStore API's Swagger specification.
aerugo/kolada-mcp: Facilitates seamless integration between LLMs and Kolada's statistical database for advanced data analysis and exploration of Swedish municipal and regional KPIs.
samith2002/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool invocation.
edgee-cloud/mcp-server-edgee: Facilitates organization, project, component, and user management through the Edgee API using the Model Context Protocol.
meethuhu/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
Laity624/my-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
d-gangz/mcp-sse: A Model Context Protocol server utilizing Server-Sent Events for real-time communication and dynamic prompt generation.
GeLi2001/tft-mcp-server: Access Team Fight Tactics game data, including match history and detailed match information, through a Model Context Protocol server.
minimind-org/mcp-server-typescript-template: A TypeScript template for building MCP servers with custom tools and operations, facilitating communication between AI models and external tools.
campfirein/byterover-mcp: Facilitates collaborative coding with AI agents by providing shared long-term memory through the Model Context Protocol.
nekokuro2nya/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
nkulavic/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
langhai8045/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
gomcpgo/api-wrapper-mcp: A versatile API wrapper server that transforms REST APIs into accessible MCP tools for seamless integration with Claude and other MCP clients.
jasondsmith72/tpc-mcpv2: Empower your desktop automation with precise control over screen, mouse, and keyboard operations using nut.js.
openeuler-mirror/mcp-servers: A repository for hosting various MCP Servers focused on enhancing the openEuler operating system's interaction capabilities.

🧠 Knowledge Management & Memory

Servers connecting to personal knowledge bases, flashcard apps, building/querying knowledge graphs, or providing persistent memory for LLMs.

rsym/how-person: A TypeScript-based MCP server implementing a simple notes system with tools for note creation and summarization.
moritalous/mermaid-doc-mcp-server: Facilitates the generation and retrieval of Mermaid diagram documentation through an MCP server interface.
cer12u/growi-mcp: Repository classified as category 19
Jacobinwwey/Notemd-mcp: A TypeScript-based MCP server enabling a notes system with multi-client AI support, including Claude and Cline integrations.
da1z/docsmcp: Facilitates LLMs in accessing and querying documentation from various sources using the Model Context Protocol.
vyahhi/hyperskill-mcp-server: Facilitates searching and accessing educational content on Hyperskill through an MCP server.
r-huijts/strava-mcp: Connects to Strava API, enabling LLMs to access and manage Strava data and activities.
cer12u/wikimcp: Facilitates interaction between Claude Desktop and Wiki.js by enabling page listing, reading, creation, and updating.
PhiloSolares/roam-mcp: Connects AI assistants like Claude to Roam Research for seamless data interaction and management.
chaso-pa/mcp-server-template: A template for setting up MCP servers with customizable command configurations for GitHub, PyPI, and local environments.
mbcrawfo/KnowledgeBaseServer: Facilitates LLMs in storing and retrieving conversational memories using SQLite's full-text search capabilities.
ruliana/mcp-pkm-logseq: Facilitates interaction with Logseq's Personal Knowledge Management system through customizable instructions.
BaoxingZhang/mcp-server-notion-prompt: Access and manage prompts stored in Notion databases using the Model Context Protocol (MCP) standard.
phkus/tinderbox-mcp: Facilitates AI-driven interactions with Tinderbox, enabling natural language control and integration with other services through AppleScript.
BangyiZhang/xmind-generator-mcp-server: Facilitates the creation of Xmind mind maps through a standardized API, supporting both stdio and HTTP server modes for seamless integration with AI assistants and applications.
199-bio/better-thinking-mcp: Facilitates structured, multi-step reasoning inspired by LLM computational mechanisms, enhancing transparency and robustness in decision-making processes.
p-funk/FEGIS: FEGIS empowers LLMs with structured, persistent memory through customizable cognitive tools, enabling dynamic schema-defined cognition and semantic retrieval.
wstcpyt/mcp-node-template: A Node.js and TypeScript template for building MCP servers with integrated resources, tools, and prompts for LLM interaction.
ihiteshsharma/figma-mcp-server: Facilitates design creation and editing in Figma through Claude integration, enabling seamless UI/UX development.
fdmocho/MCP_Quick_Resources: A repository offering quickstart resources for building MCP servers and clients, including a weather server and LLM-powered chatbot client.
shaunliew/weather_mcp: A tutorial and implementation of a weather forecasting MCP server with LangChain and SmolAgents integration.
JackKuo666/Crossref-MCP-Server: Facilitates AI-driven searches and metadata retrieval of academic papers via Crossref using MCP.
t-j-thomas/jama-mcp-server: Facilitates read-only interactions with Jama Connect using the Model Context Protocol.
sylphlab/pdf-reader-mcp: Empowers AI agents to securely extract text, metadata, and page counts from PDF files using Node.js/TypeScript.
terrytaylorbonn/348_mcp_github: A comprehensive collection of reference implementations for the Model Context Protocol, showcasing secure and controlled access to tools and data sources for LLMs.
flyer103/notion-mcp: Facilitates AI model interactions with Notion documents and data through a Model Context Protocol server.
JckHoe/python-mcp-client: A command-line interface tool for interacting with various AI models through MCP servers.
Siedrix/hello-mcp-server: A Model Context Protocol server enabling AI assistants to interact with external services and data sources, compatible with Claude and other MCP-compatible AI assistants.
closerbrasil/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
RedSiamese/local-knowledge-mcp: Local Knowledge manages and provides a local knowledge base for dynamic storage, updating, and querying of knowledge, tailored for large language models to access workspace-relevant information.

🗺️ Location & Maps

Servers using mapping APIs, providing geolocation services, address lookups, or geospatial data.

aldotestino/weather-mcp: Provides real-time weather and geolocation data for seamless integration with AI-native environments using the OpenWeather API.
hiroaqii/jp-weather-mcp-server: Provides weather forecasts for Japan using a compatible API.
overstarry/qweather-mcp: Provides weather information query capabilities through the QWeather API using Model Context Protocol.
tonykonst/mcp-gmaps: A versatile collection of reference implementations for the Model Context Protocol, showcasing secure and controlled access to tools and data sources for LLMs.
yhwancha/mylocation-mcp: Provides location services through coordinate and IP-based lookups using TypeScript.
qianyan/weather-mcp-server: A weather query server built on FastMCP, offering global city weather information with temperature and humidity details.
Cyreslab-AI/satellitetracking-mcp-server: Access real-time satellite tracking data and predictions using the N2YO API.
Cyreslab-AI/marinetraffic-mcp-server: Provides real-time vessel tracking and detailed information access through MarineTraffic data.
marcusbai/caiyun-weather-mcp: Provides real-time and forecast weather data using the Caiyun Weather API with MCP integration.
rvibek/mcp_weather: A weather-focused MCP server utilizing the mcp-framework for tool development and integration.
jikime/mcp-weather: Provides real-time weather information for Korea, including detailed forecasts and conditions, through an MCP server.
puran1218/arcgis-location-services-mcp: Facilitates geocoding, reverse geocoding, and location-based services using ArcGIS Location Services.
zxypro1/amap-maps-mcp-server: Facilitates seamless integration with AMap's mapping services through a dedicated MCP server.
yqx-wlb/weather-mcp: Provides weather forecasts and alerts through an MCP server for integration with Cursor.
caiyunapp/mcp-caiyun-weather: Provides real-time, hourly, and weekly weather forecasts and alerts using Caiyun Weather API.
kevinkelin/mcp-gaodeweather-server: Provides real-time weather updates using Gaode Map's API for integration with Claude Desktop.
kicker315/deepseek_qgis_mcp: Integrates QGIS with Claude AI via MCP for seamless project and layer management, code execution, and processing within QGIS.
szypetike/weather-mcp-server: Provides global weather information via a Model Context Protocol server, with support for real-time data and mock fallback.
michael7736/weather-mcp-server: Provides real-time USA weather information via the National Weather Service API for MCP-compatible AI assistants.
CodeByWaqas/weather-mcp-server: Provides real-time weather data using the OpenWeatherMap API through a Modern Code Protocol server.
nakamurau1/weather-mcp: Provides real-time weather forecasts and alerts via the National Weather Service API for integration with MCP-compatible clients.
baidu-maps/mcp: Baidu Maps MCP Server offers comprehensive mapping services with 10 MCP-compliant APIs, including geocoding, route planning, and real-time traffic updates.
KyrieTangSheng/mcp-server-nationalparks: Provides real-time access to U.S. National Parks information via the NPS API, including park details, alerts, and activities.
swonixs/weatherapi-mcp: Provides real-time weather and air quality data through an MCP server using WeatherAPI.
juhemcp/jweather-mcp-server: Facilitates real-time weather forecast queries across China for large language models.
juhemcp/jmobile-location-mcp-server: Enables LLMs to retrieve mobile phone number location details, including province, city, and carrier information.
QiYuOr2/anitabi-mcp-server: Facilitates the integration of pilgrimage maps with the MCP server for seamless geographic data access.
2re1million/barentswatch-mcp: Facilitates real-time maritime vessel tracking and analysis in Norwegian waters using the Barentswatch AIS API.
kukapay/nearby-search-mcp: Facilitates nearby place searches using IP-based location detection and Google Places API integration.
DLYZZT/china-weather-mcp-server: Provides real-time weather data for Chinese cities via the AMap Weather API, enabling AI assistants to access current weather conditions.

📈 Marketing, Sales & CRM

Servers integrating with CRM platforms, marketing analytics, customer data platforms, or advertising platforms.

jusFood/jusfood-mcp: A specialized MCP server for deploying and managing local applications with integration support for the Claude app.
rlopes2-ops/-MCP-Businessmap: Facilitates card management and search on Businessmap (Kanbanize) with full API integration and structured JSON data return.
ajthinking/hubspot-download: Facilitates the download of HubSpot CRM objects into JSON files using the Model Context Protocol.
SolynAI/Dynamic_CRM_MCP_Server: Facilitates interaction with Microsoft Dynamics 365 through a Model Context Protocol server, enabling operations like user information retrieval and account management.
v4lheru/hubspot-mcp: Facilitates AI model interactions with Hubspot CRM for managing contacts, companies, deals, and engagements.
tenacl/naver-shopping-insight-mcp: Provides shopping trend data from Naver Shopping Insight in MCP format, enabling trend analysis by category, device, gender, age, and keyword.
sdrshn-nmbr/mailchimp-cp: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
0xDAEF0F/job-searchoor: Facilitates job search with filtering options for remote work and keyword inclusion/exclusion.
kw510/strava-mcp: Integrates Strava OAuth with MCP clients using Cloudflare Workers for secure authentication and tool access.
codingaslu/Linkedin_Mcp_Server: Fetch LinkedIn profile data using the Fresh LinkedIn Profile Data API with asynchronous HTTP requests.
Ayesha0300/linkedin-profile-mcp: Fetch LinkedIn profile data asynchronously using the Fresh LinkedIn Profile Data API.
kkeeling/zoho-mcp: Facilitates AI-driven interactions with Zoho Books through a versatile MCP server supporting multiple transport modes.
atlasvrm-chris/hostaway-mcp: Enables LLMs to access and manage Hostaway vacation rental data through a standardized protocol.
shopwareLabs/shopware-mcp: A specialized MCP server designed for integrating and managing tools within the Shopware ecosystem using the mcp-framework.
TrueClicks/google-ads-mcp-dotnet: Facilitates seamless integration of GPTs with Google Ads via GAQL.app, eliminating complex setup requirements.
ramakay/ShopifyMockMCP: A secure and transparent MCP server for Shopify development, enabling safe interactions with the Storefront API via mock.shop.
opestro/woocommerce-mcp-server: Facilitates AI assistants' interaction with WooCommerce stores by fetching and retrieving order details through MCP protocol.
x51xxx/osp-marketing-tools-mcp: A TypeScript-based MCP server offering a suite of tools for technical marketing content creation and optimization, leveraging Open Strategy Partners' methodologies.
Tisik79/MCP-Facebook: Facilitates the management and analysis of Facebook ad campaigns through MCP, leveraging Claude AI for optimization and insights.
DealExpress/mcp-server: Facilitates LLM interactions with the DealX platform for ad searches using the Model Context Protocol.
lkm1developer/smartlead-mcp-server: Facilitates Smartlead campaign management by providing tools for creating, updating, and managing campaign sequences.
Fewsats/amazon-mcp: Facilitates seamless Amazon product searches and purchases through AI integration with Claude, leveraging secure transactions via Fewsats.
GeLi2001/shopify-mcp: Facilitates seamless interaction with Shopify store data via GraphQL API, supporting product, customer, and order management.
jindalsaj/product-description-mcp: Transforms spreadsheets by analyzing product images to generate detailed descriptions using vision AI.
pamaybg/crm-mcp-server: Facilitates CRM campaign management through Docker-deployed MCP server with Spring AI integration.
virtualGain/freshdeskmcp: Connects to the Freshdesk API to enable LLMs to retrieve and search solution articles.
rakeshgangwar/erpnext-server: Facilitates seamless integration between AI assistants and ERPNext systems using the Model Context Protocol.
roma-mgcom/wildberries-mcp: Facilitates interaction with the Wildberries API through a configurable MCP server setup.
Cyreslab-AI/crunchbase-mcp-server: Facilitates AI assistants in accessing and retrieving detailed Crunchbase data, including company details, funding rounds, and acquisitions.
srikanth-paladugula/mcp-dynamics365-server: Facilitates seamless interaction with Microsoft Dynamics 365 through a robust MCP server, enabling operations like account management and opportunity retrieval.

📡 Monitoring & Observability

Servers connecting to monitoring systems, logging platforms, or providing system/application performance metrics.

majie1993/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
ggilligan12/kibana-mcp: Facilitates AI-driven interaction with Kibana Security alerts by tagging, adjusting status, and retrieving alerts.
PovedaAqui/suzieq-mcp: Facilitates interaction with SuzieQ network observability via MCP tools for querying and summarizing network state data.
naveen09/mcp_pagerduty: Facilitates PagerDuty integration for on-call management queries via an MCP server, compatible with Claude.
gkhays/mcp-sbom-server: Generates a Software Bill of Materials (SBOM) using Trivy scans, outputting in CycloneDX format.
GeLi2001/datadog-mcp-server: Facilitates seamless interaction with Datadog's API for monitoring, dashboards, metrics, events, logs, and incidents.
co0ontty/rivers-radar-mcp: Leverage large language models to query, analyze, and manage website security monitoring data via MCP Tools.
weekitmo/mcp-sentry: Node.js and TypeScript-based server integrating with Sentry for error tracking and monitoring via MCP and SSE protocols.
Gaffx/volatility-mcp: Integrates Volatility 3's memory analysis capabilities with FastAPI and MCP for seamless AI-assisted memory forensics.
tgeselle/bugsnag-mcp: Facilitates LLM tools like Cursor and Claude to efficiently manage and resolve Bugsnag issues through a Model Context Protocol server.
mottibec/otelcol-mcp: Facilitates dynamic configuration of OpenTelemetry Collectors through MCP tools, enabling efficient management of receivers, processors, and exporters.
zereight/sentry-mcp: Facilitates interaction with the Sentry API to retrieve issue and event details using the Model Context Protocol.
kitakou0313/grafana-tempo-mcp: A TypeScript-based MCP server implementing a simple notes system with tools for note creation and summarization.
prashantjha/mcp-datadog: Integrates Datadog with MCP for enhanced monitoring and observability.
Hexix23/shodan-mcp: SHODAN-MCP provides a robust interface to the Shodan API, enabling security professionals to efficiently explore and analyze internet-connected devices using the MCP protocol.
ducduyn31/nr-mcp: Facilitates AI-driven incident debugging by querying New Relic data through an MCP server.
getsentry/sentry-mcp: Middleware MCP server enabling seamless interaction with Sentry through LLMs, supporting both remote and stdio transport.
Cyreslab-AI/nessus-mcp-server: Facilitates AI-driven vulnerability scanning and analysis using the Tenable Nessus scanner via the MCP protocol.
serkanh/cloudwatch-logs-mcp: Facilitates AI-driven access to AWS CloudWatch logs, enabling listing and retrieval of log entries through an MCP server.
QAInsights/k6-mcp-server: Facilitates running k6 load tests through a Model Context Protocol server with customizable test parameters and real-time execution output.
tay3223/mcp-server-prometheus: Integrate Prometheus monitoring data into the Cursor code editor for real-time insights and historical trends.
DynamicEndpoints/mesh-scanner: A TypeScript-based MCP server implementing a simple notes system with resources, tools, and prompts for note management and summarization.
besthand/mcp-server-taiwan-aqi: Provides real-time and historical air quality data from Taiwan's monitoring stations via an MCP server.
last9/last9-mcp-server: Enables AI agents to integrate real-time production context into local environments for faster code auto-fixing.
0xKoda/WireMCP: WireMCP empowers LLMs with real-time network traffic analysis using Wireshark's tshark for threat detection and diagnostics.
RayYokoyama/qase-mcp-server: Facilitates integration with Qase's test management platform by managing test case creation, retrieval, and execution.
besthand/mcp-server-taiwan-aqi--: Access real-time and historical air quality data from Taiwan's monitoring stations via an MCP server.
dortegau/mcp-proxy-sidecar: Enhances the JetBrains MCP Server with real-time WebSocket monitoring for all MCP interactions.
getsentry/sentry-mcp-stdio: Facilitates interaction with Sentry's API for AI-driven error analysis and project management.
gitsoufiane/mcp-launchdarkley: Facilitates querying and managing LaunchDarkly feature flags and resources through MCP integration.

🖼️ Multimedia Processing

Servers focused on generating or manipulating images, processing video, audio transcription, text-to-speech, or document conversion.

GoatWang/YTTranscipterMultilingualMCP: Transcribe YouTube videos into multiple languages using a multilingual MCP server.
tubone24/midi-mcp-server: Enables AI models to generate MIDI files from text-based music data, facilitating programmatic musical composition through a standardized interface.
grafikogr/freepik-mcp-server: Generates images from text descriptions using Freepik's Flux AI service, integrated with Claude Desktop.
diivi/aseprite-mcp: Facilitates interaction with the Aseprite API through an MCP server, enabling automated graphic manipulations.
Henry-The-Yang-101/spotify_mcp: Connects to the Spotify Web API to provide playback and search functionalities to AI clients via MCP.
fl0w1nd/grok2-image-mcp-server: Facilitates image generation using the Grok-2 model via the MCP protocol for chat assistants.
x007xyz/image-process-mcp-server: Facilitates image manipulation tasks such as resizing, format conversion, cropping, and rotation using the Sharp library.
demon24ru/video-transcribe-mcp: Integrates with optivus to provide video transcription capabilities for LLMs, supporting platforms like YouTube, Facebook, and Tiktok.
demon24ru/fish-speech-mcp: Facilitates text-to-speech synthesis for LLMs with FishSpeech integration.
R-lz/mcp-video-digest: Facilitates video transcription and summarization from platforms like YouTube and Bilibili using multiple transcription services.
longbowzz/svg2png_mcp: Facilitates SVG to PNG conversion using CairoSVG or Inkscape, integrated with MCP protocol for seamless client interaction.
MCPJam/mcpjam-spotify: Facilitates seamless integration with Spotify through an MCP server developed by the MCPJam team.
madpharmy/dalle: Facilitates image generation, editing, and variation creation using OpenAI's DALL-E API.
richbai90/spotify-mcp: Integrates with Spotify API to manage and create playlists through Claude.
wilsonchenghy/ShaderToy-MCP: Connects LLMs with ShaderToy to generate complex GLSL shaders by leveraging the Model Context Protocol.
wheattoast11/mcp-video-gen: Facilitates video and image generation using RunwayML and Luma AI APIs, with capabilities to enhance prompts via OpenRouter LLMs.
cpecf/mcp-pdf: Facilitates the extraction of content from PDF files using a dedicated MCP server with support for OCR and page-specific extraction.
IA-Entertainment-git-organization/youtube-video-summarize: Summarizes YouTube videos by extracting and analyzing transcripts using various algorithms, including OpenAI's API for high-quality summaries.
MaikoCode/YourAIPhotographer-MCP: Enables MCP clients to generate custom images using YourAIPhotographer's trained models.
jlevy/deep-transcribe: Facilitates deep transcription of video and audio content with speaker identification and annotations, operable as an MCP server.
vidau-ai/asr_mcp_server: Provides ASR capabilities using the whisper engine and exposes TTS functionality for seamless speech synthesis integration.
redblock-ai/imgflip-mcp: Facilitates meme creation and sharing for AI assistants using the Imgflip API.
MathFrenchToast/mcp-draw: Facilitates interaction between a drawing application and an MCP server using a REST interface for canvas operations.
abhiemj/manim-mcp-server: Facilitates the execution of Manim animation scripts and returns the generated video through an MCP server interface.
ddhar1/lastfm_mcp: Facilitates interaction with Last.fm data, enabling Claude to retrieve user-specific and global top tracks.
katha-begin/houdini-mcp: Integrates Houdini with Claude AI for interactive 3D modeling and scene manipulation using the Model Context Protocol.
ScuffedEpoch/TINS-MCP: A Model Context Protocol server that generates software applications from README.md files using the Zero Source specification, enabling code generation on demand through LLMs.
kaichen/mcp-tts-server: A Text-to-Speech server leveraging the Groq API for generating lifelike audio via the Model Context Protocol.
tkoba1974/mcp-kroki: Transforms various diagram formats into images using Kroki.io, supporting formats like Mermaid and PlantUML.
Nazruden/mcp-openvision: Leverage OpenRouter vision models to enable AI-driven image analysis within the MCP ecosystem.

🖥️ Operating System & Command Line

Servers providing access to the host operating system's command line/shell, executing OS commands, or managing system information.

egoist/shell-command-mcp: Facilitates the execution of shell commands through an MCP server with configurable command restrictions.
Wh0am123/MCP-Kali-Server: A lightweight API bridge enabling AI-driven offensive security testing by connecting MCP clients to a Kali Linux machine for executing terminal commands and solving CTF challenges.
andresthor/cmd-line-mcp: A secure MCP server enabling AI assistants to execute Unix/macOS terminal commands with interactive permission management and command chaining support.
natsukium/mcp-servers-nix: A Nix-based framework for configuring and deploying modular MCP servers with reproducible builds and security-focused features.
jhead/macos-screen-mcp: Enables LLMs to capture and control macOS window screenshots and interactions.
t-suganuma/ssh-connect-mcp-server: Facilitates SSH connections and file operations through a robust MCP server interface.
yansircc/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
niwaip/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
joe960913/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
RIKTESH89/mcp_client: A TypeScript bridge connecting local LLMs to MCP servers, enabling open-source models to utilize advanced tools for tasks like filesystem operations, web search, and email management.
Pleasurecruise/linux-do-mcp: Facilitates interaction with the Linux DO community through a comprehensive MCP server, offering APIs for accessing and managing forum topics, notifications, and user-specific data.
sangcnguyen/gridly-mcp-server: Facilitates project, grid, and database management through the Gridly API with comprehensive MCP server functionalities.
stevearagonsite/PythonServerMcp: Provides real-time cryptocurrency price information via an MCP server built with Python and Docker, integrating CoinMarketCap API for seamless data retrieval.
yhwancha/mcp_server_starter_typescript: A TypeScript starter template for building customizable Model Context Protocol servers with sample tool implementations.
yava555/mcp-server-adb: A TypeScript-based server enabling AI assistants to control Android devices via ADB commands for device management and diagnostics.
younggeeks/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
miludeerforest/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login, enabling seamless integration with tools like Claude Desktop.
eschnou/gepetto: Gepetto is a CLI-based AI agent that automates browser tasks using MCP for seamless integration with third-party tools.
CorrectRoadH/ZimaOS-MCP: ZimaOS-MCP leverages the mcp-framework to provide a robust server environment for Model Context Protocol operations.
jasondsmith72/total-pc-control: Control your screen, mouse, and keyboard programmatically using nut.js for seamless automation.
rajyraman/genaiscript-pac-az-mcp: Facilitates interaction with Azure CLI and Power Platform CLI through MCP tools, enabling seamless integration with AI models.
sankhodeep/android-adb-controller: Facilitates AI-driven control of Android devices through ADB commands, enabling functionalities like device listing and screen tapping.
Lewin671/shell-mcp: Enables LLMs to securely execute and manage shell commands through a structured MCP interface.
nguyenvanduocit/script-mcp: Facilitates the execution of command line scripts across multiple platforms with safety and error handling features.
yannbam/simple-bash-mcp: A secure Bash command execution server with multiple security layers, including command and directory whitelists, designed for safe and controlled command execution.
21st-dev/cli: Enhance AI IDEs with MagicMCP configuration for seamless integration and functionality.
yoi-hibino/mcp-ssh-server: A Model Context Protocol (MCP) compatible SSH server designed for seamless integration with Windsurf IDE, supporting full MCP protocol for SSH operations.
allenbijo/mcp-sysinfo: Provides real-time system information for monitoring and diagnostics.
rishabkoul/iTerm-MCP-Server: Facilitates AI assistant interactions with iTerm2 terminals via the Model Context Protocol.
shuakami/mcp-ssh: Facilitates AI-driven SSH management through a standardized MCP interface, enabling seamless remote operations without manual command input.

✅ Project & Task Management

Servers integrating with project management and task tracking tools.

katoiek/mcp-server-wrike: Facilitates interaction with the Wrike API through MCP clients, enabling seamless task and project management.
chuan-khuna/jira-mcp: Facilitates querying and summarizing Jira tasks for specific assignees with pagination support.
torohash/ai-scheduler-mcp: Integrates Google Tasks and Calendar APIs for scheduling via an SSE-enabled MCP server.
sebastien-le-paris/project-rules: Facilitates the integration of external tools and data sources with Cursor through the Model Context Protocol, enhancing AI project rule management and tool execution.
Napster13Nord/google-calendar-mcp: Facilitates interaction with Google Calendar through Claude, enabling event management and scheduling.
ownlytics/mcptix: A Kanban board system with AI assistant integration, leveraging MCP for task management and collaboration.
Jackson88/google-calendar-mcp: Facilitates seamless integration between Claude Desktop and Google Calendar, enabling event management and synchronization through secure OAuth2 authentication.
acebaggins/taskwarrior-mcp: Enhance task management with real-time updates and smart prompts using Taskwarrior MCP.
stuartsy-asana/asana-mcp: A prototype middleware MCP server facilitating integration with the Asana API.
rollsmorr1/google-calendar-mcp: Facilitates seamless integration with Google Calendar, enabling LLMs to manage events and attendees through a secure and standardized interface.
watanka/schedulia-mcp: Schedulia MCP facilitates seamless meeting scheduling and management through an intuitive API and integration with popular platforms.
themotionmachine/OmniFocus-MCP: Integrate AI assistants with OmniFocus to manage tasks and projects through natural language commands.
wuhuangjia/azure-devops-mcp-server: Facilitates natural language interaction with Azure DevOps Work Items using a TypeScript-based MCP server.
spences10/mcp-n8n-builder: Facilitates AI-driven creation and management of n8n workflows through a comprehensive MCP server interface.
Bushidao666/mcp-trello-meunomeok: Facilitates seamless interaction with Trello boards through a Model Context Protocol server, ensuring type safety, rate limiting, and robust error handling.
alexarevalo9/ticktick-mcp-server: Facilitates task and project management through the TickTick API with comprehensive OAuth authentication and error handling.
mwickett/blitzer-mcp: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
Sofias-ai/mcp-monday-server: Facilitates seamless interaction with Monday.com resources through a lightweight MCP server, offering efficient management of boards, items, and more.
kompallik/ATLASSIAN-MCP: Facilitates seamless integration with Atlassian JIRA and Confluence through the Model Context Protocol.
petrsovadina/mcp-atlassian: Facilitates seamless integration of Atlassian's Confluence and Jira with Model Context Protocol for efficient content and issue management.
mrSingh007/jira-mcp-example: Facilitates interaction with Jira tickets through an MCP server setup using the Atlassian API.
stanislavlysenko0912/todoist-mcp-server: Integrates AI assistants with Todoist for natural language task management using the full Todoist REST and Sync APIs.
yodakeisuke/mcp-micromanage-your-agent: Facilitates detailed task management for coding agents with commit-level tracking and interactive visualization.
bun913/mcp-testrail: Facilitates seamless interaction with TestRail for managing test cases and projects directly from AI conversations.
siliconuy/mcp-trello-client: Facilitates interaction with Trello through Atlassian's API, enabling board, list, and card management.
andrewyun0403/jira-9.12.14-mcp-server: Facilitates secure interactions between AI models and Jira through a Model Context Protocol server, enabling JQL queries and issue retrieval.
TerraCo89/mcp-server-github-projects: Facilitates management of GitHub Project views, priorities, dependencies, and metrics through a Model Context Protocol server.
markoinla/build-together: A lightweight, self-hosted project management tool with native MCP and API functionality for seamless AI assistant integration.
nguyenvanduocit/jira-mcp: A Go-based connector enabling AI assistants to perform Jira operations like issue management and sprint planning.
adamjbird2/mcp-atlassian-sprint: Integrates Confluence and Jira for seamless project management across Atlassian Cloud and Server/Data Center environments.

🔬 Science & Research

Servers accessing scientific databases, research platforms, or providing tools for scientific computation/simulation.

takashiishida/arxiv-latex-mcp: Facilitates precise interpretation of mathematical expressions in arXiv papers by processing LaTeX sources for Claude Desktop.
marron-b/paperMate: PaperMate enhances academic research by integrating MCP server capabilities for paper search, recommendation, and PDF conversion through the Claude Desktop app.
Darkroaster/pubmearch: Facilitates rapid insights into medical research dynamics through advanced PubMed literature analysis.
cnosuke/mcp-wolfram-alpha: Facilitates high-precision computational queries and scientific data retrieval via Wolfram Alpha API for LLMs.
Kryzo/mcp-europeana: Generate comprehensive research documents using Europeana's digital library sources, integrating with AI tools via MCP.
GDAmitha/chimerax-alphafold-mcp: ChimeraX-AlphaFold-MCP facilitates seamless integration between ChimeraX, AlphaFold, and Claude AI, enabling advanced molecular visualization and structural analysis through natural language commands.
vitamin3615/uniprot-mcp-server: Facilitates language models in retrieving protein data from the UniProt database, supporting integration with Claude Desktop and other MCP-compatible AI applications.
podaac/cmr-mcp: Integrates AI retrievals with NASA's Earthdata Catalog using the Model Context Protocol.
KunihiroS/google-patents-mcp: Facilitates Google Patents searches using SerpApi through an MCP server interface.
jkingsman/qanon-mcp-server: Facilitates sociological research by providing AI-driven access to a dataset of Q-Anon posts for analysis and exploration.
kargarisaac/Hekmatica: Hekmatica is a deep research agent that uses BAML and LangGraph to answer questions by leveraging web search, external tools, and LLMs.
oOo0oOo/lean-lsp-mcp: Facilitates agentic interaction with the Lean theorem prover using the Language Server Protocol.
wheattoast11/openrouter-deep-research-mcp: Orchestrates AI-powered research using Claude and various OpenRouter models for comprehensive and adaptive research capabilities.
pathintegral-institute/mcp-servers: Open source MCP servers designed to facilitate scientific research through customizable server configurations and tool integrations.
JackKuo666/semanticscholar-MCP-Server: Facilitates interaction with the Semantic Scholar API, enabling paper searches, author details retrieval, and citation management.
adamrtalbot/mcp-nextflow: Facilitates Nextflow development and testing with a suite of tools for building, testing, and managing Nextflow environments.
robinong79/mcp-cosmos: Facilitates seamless interaction between LLMs and Azure Cosmos DB by translating natural language queries into database operations.
laurengarcia/weather: Provides weather forecasts and alerts through MCP integration using a free API.
JackKuo666/Sci-Hub-MCP-Server: Facilitates AI-driven access and analysis of academic papers via Sci-Hub using an MCP interface.
halllo/McpExperiments: A dotnet MCP server and client setup for local LLM integration, featuring time retrieval and OAuth server middleware experiments.
reading-plus-ai/mcp-server-deep-research: Facilitates in-depth research by transforming questions into structured, well-cited reports using an MCP server.
marcopesani/think-mcp-server: A minimal MCP server that enhances Claude AI's reasoning capabilities using the 'think' tool for complex problem-solving tasks.
YuChenSSR/symbolica-mcp: Facilitates symbolic computation and quantum computing analysis within a containerized environment, integrating with AI for scientific and engineering applications.
YuChenSSR/quantum-simulator-mcp: A Docker-based quantum circuit simulator implementing MCP for seamless integration with clients like Claude, featuring noise models and OpenQASM 2.0 support.
tejpalvirk/quantitativeresearch: Facilitates the management of quantitative research knowledge graphs, enabling structured representation and analysis of research data, hypotheses, and results.
tejpalvirk/qualitativeresearch: Facilitates the management of qualitative research knowledge graphs, enabling structured representation and analysis of research data.
zhaoyouj/mcp-slicer: Facilitates seamless interaction between 3D Slicer and model clients for medical image processing and scene manipulation using natural language.
egtai/gmx-vmd-mcp: Facilitates molecular dynamics simulations and visualization by integrating GROMACS with VMD through a microservice architecture.
clssck/researcher-mcp: A research assistant server that integrates with Cline and Claude Desktop, utilizing Perplexity AI for intelligent search, documentation retrieval, API discovery, and code modernization assistance.
ChatMol/molecule-mcp: Facilitates molecule modeling by integrating molecule science tools with Claude AI through the Model Context Protocol.

🔎 Search

Servers providing web search capabilities or interfacing with specialized search APIs/platforms.

guchey/mcp-server-google-search-console: Facilitates access to Google Search Console data through an MCP server, enabling detailed search analytics and customizable reporting.
AshlynnLu/search-linkedin-mcp: Facilitates LinkedIn company profile verification through search, web crawling, and content validation using MCP.
torohash/brave-search-sse-mcp: Facilitates web and local searches via Brave Search API using an SSE-based MCP server.
joaomj/openrouter-search-server: Facilitates web search capabilities through the OpenRouter API using the MCP protocol.
mvkvc/kagi_mcp_local: Facilitates Kagi Search through a local browser interface, enhancing personal search efficiency.
narumiruna/serpapi-mcp: A template for setting up MCP servers with customizable command configurations.
garymengcom/serper-mcp-server: Facilitates Google Search integration for LLMs using the Serper API.
ChristianSch/openrouter-websearch-mcp: Facilitates web searches using OpenRouter's online models to deliver concise, fact-based answers.
danimal141/arxiv-search-mcp: Facilitates searching and retrieving academic papers from arXiv.org with customizable parameters.
openags/paper-search-mcp: Facilitates seamless academic paper search and download from multiple sources, enhancing LLM workflows with MCP integration.
jonathan-politzki/search-rag: A robust MCP server utilizing Apify's RAG Web Browser Actor for web content extraction, enhancing retrieval-augmented generation workflows with LLMs.
hieu-blackbox/mcp-brave-search: Integrates the Brave Search API to provide comprehensive web and local search capabilities with smart fallbacks and flexible filtering.
tonykonst/brave-search: Integrates the Brave Search API for comprehensive web and local search capabilities with smart fallback mechanisms.
traylinx/traylinx-search-engine-mcp-server: Facilitates intelligent search capabilities for MCP clients by bridging with the Agentic Search API, offering rich content types and time-filtered results.
tuningsearch/tuningsearch-mcp-server: Facilitates multilingual web searches with real-time news and article retrieval using the TuningSearch API.
zbkm/mmnt-mcp-server: Facilitates search queries and cache retrieval for the Mamont search engine.
Sacode/searxng-simple-mcp: SearxNG MCP Server enables privacy-focused web search for AI assistants by integrating with the SearxNG metasearch engine.
co0ontty/chaitin-ip-intelligence-search-tool: Provides IP profiling and threat alerts using Chaitin's global honeypot network for Mobile Content Providers.
bradleygolden/hexdocs-mcp: Enhance your AI applications with semantic search capabilities for Hex package documentation using a TypeScript MCP server and Elixir package.
egoist/exa-mcp: Facilitates seamless integration with Exa Search API through a robust MCP server, sponsored by ChatWise.
Evilran/baidu-mcp-server: Provides web search capabilities through Baidu with advanced content fetching and parsing, optimized for large language models.
captainChaozi/search-intent-mcp: Analyze search keywords to determine user intent and support SEO analysis.
PsychArch/jina-mcp-tools: Integrates Jina AI Search Foundation APIs for web content extraction, search, and fact-checking.
chick-p/algolia-search-mcp-server: Facilitates text search within Algolia indexes using MCP server capabilities.
baranwang/mcp-deep-research: MCP Deep Research leverages the Tavily API to facilitate web searches through the Model Context Protocol, optimized for prompt-based MCP clients.
chenxilol/perplexity-mcp-go: A Go-based server enabling LLMs to access Perplexity's search API via MCP, supporting advanced search parameters and real-time results.
habuvo/google-search: Facilitates web searches for LLM applications using Google's Custom Search API.
Tex76/mcp-websearch: Enables LLMs to perform web searches and extract dynamic content using Google and Puppeteer.
gulihua10010/mcp-mianshiya-server: A Java-based MCP server for searching interview questions on Mianshiya, compatible with various intelligent assistants.
seohyunjun/opensearch-mcp-server: Facilitates document search, index analysis, and cluster management for Opensearch environments.

🔒 Security

Servers interacting with security tools and platforms, vulnerability databases, security scanning, network security tools, or identity management.

MorDavid/ExternalAttacker-MCP: ExternalAttacker integrates automated reconnaissance tools with a natural language interface for comprehensive external attack surface management.
MorDavid/BloodHound-MCP-AI: BloodHound-MCP-AI enables security professionals to analyze Active Directory attack paths using natural language through AI integration with BloodHound via the Model Context Protocol.
stoyky/mitre-attack-mcp: Facilitates querying and visualizing the MITRE ATT&CK knowledge base, enabling threat actor and malware attribution through a Model-Context Protocol server.
stevenyu113228/BloodHound-MCP: BloodHound MCP enables LLMs to interact with and analyze Active Directory environments using natural language queries, enhancing the BloodHound tool's capabilities.
PortSwigger/mcp-server: Integrates Burp Suite with AI clients using the Model Context Protocol, featuring automatic installation for Claude Desktop and a packaged Stdio MCP proxy server.
Kirandawadi/volatility3-mcp: Volatility3 MCP Server enables seamless memory forensics through natural language interfaces, allowing LLMs to analyze memory dumps and detect malware efficiently.
darrenjrobinson/HIBP-MCP-Server: Enables natural language queries to the Have I Been Pwned API for checking email breaches, specific breach details, password exposures, and pastes.
refuse1993/mandiant-mcp: Integrates Mandiant API with Claude Desktop for threat intelligence and vulnerability analysis.
bookmd/Secure-Coding-MCP: Enhances AI-generated code security by integrating security guidelines into Cursor's code generation process.
jamiesonio/defectdojo-mcp: Connects LLMs to DefectDojo for AI-driven security workflows, enabling natural language interaction with vulnerability data and automating reporting.
pullkitsan/mobsf-mcp-server: Utilizes MobSF's API to scan and analyze APK and IPA files through an MCP-compatible interface.
ccq1/awsome_kali_MCPServers: Empowers AI agents in Kali Linux environments with advanced reverse engineering and security testing capabilities through a suite of MCP servers.
Castrozan/token-info-mcp: Facilitates OAuth token validation and detailed information retrieval for Betha Systems using the MCP protocol.
Ta0ing/MCP-SecurityTools: A comprehensive collection of security tools and techniques for enhancing AI capabilities in network security through MCP integrations.
bornpresident/Volatility-MCP-Server: Integrates Volatility 3 memory forensics with Claude, enabling natural language-driven memory analysis for digital forensic investigations.
N0el4kLs/BurpMCP: Facilitates data retrieval from Burp Suite's proxy history for enhanced security testing and analysis.
arsolutioner/secure-annex-mcp: A specialized server for evaluating and enhancing the security of browser extensions through comprehensive analysis and vulnerability detection.
Cyreslab-AI/burpsuite-mcp-server: Facilitates AI-driven web security testing by interfacing with Burpsuite Professional for vulnerability scanning and proxy analysis.
0xPratikPatil/NmapMCP: Integrates Nmap scanning capabilities with MCP for seamless network analysis in compatible environments.
JerryR7/gitlab-zero-leak-mcp: A security-focused GitLab API MCP Server designed to prevent source code leakage while maintaining full functionality for LLM-based agents.
kzk-maeda/mcp-guardrail: A secure MCP server that executes only pre-authorized commands, ideal for high-security environments.
shinzo-labs/heimdall: Heimdall acts as a guardian proxy to manage and authorize MCP server tools for multiple clients on a single device.
atamaplus-public/mcp-guardrail: MCP Guardrail Server provides a secure environment for executing pre-authorized commands, ideal for high-security applications.
cmsparks/mcp-bearer-auth-test: Deploy and manage a remote MCP server on Cloudflare Workers with OAuth login and integration with Claude Desktop.
securityfortech/secops-mcp: A comprehensive security testing toolbox integrating popular open source tools via a unified MCP interface for tasks like pentesting and threat hunting.
MCPPhalanx/binaryninja-mcp: Facilitates advanced binary analysis and manipulation through Binary Ninja integration.
suidpit/ghidra-mcp: Facilitates AI-driven reverse engineering by exposing Ghidra functionalities through an MCP server.
rand-tech/pcm: A reverse engineering MCP server leveraging IDA for disassembly, decompilation, and memory analysis.
ZeroPathAI/zeropath-mcp-server: Facilitates querying and managing ZeroPath security issues and patches through AI-assisted tools, enhancing security workflows with natural language interactions.
Cyreslab-AI/hibp-mcp-server: Integrates with the Have I Been Pwned API to check for compromised accounts and passwords in data breaches.

📱 Social Media & Content Platforms

Servers interacting with social networks, content platforms, or feed aggregators.

Oliviergg/boring-news-mcp: A Python server library enabling interaction with the Boring News API to fetch and summarize daily news through a MCP server.
the0807/GeekNews-MCP-Server: Facilitates the retrieval of articles and weekly news from GeekNews using BeautifulSoup for web scraping.
mzkrasner/twitter-client-mcp: Securely integrates Twitter functionalities with the ElizaOS agent-twitter-client library, offering operations like tweeting, profile management, and relationship handling.
xincmm/twitter-screenshot-mcp-server: A remote MCP server deployed on Cloudflare Workers with OAuth login, enabling seamless integration with Claude Desktop and MCP Inspector.
recordlydata/yle-news-mcp: Fetches and organizes news from Yle RSS feeds, supporting multiple topics and easy integration with Claude Desktop.
handoing/ig-download-mcp-server: Facilitates programmatic downloading of Instagram videos using FastMCP and btch-downloader.
deencat/youtube-transcript-server: Fetch and format YouTube video transcripts with language selection and timestamped output.
hetaoBackend/mcp-github-trending: Provides a simple API interface to access GitHub's trending repositories and developers data, with filtering options by language and time period.
niyonabil/blogger-mcp-server: Facilitates AI models like Claude to interact with Google's Blogger API for managing blogs and posts.
sumukhipandey/reddit-mcp: Facilitates Reddit data access and interaction through LLMs, enabling subreddit browsing, post viewing, and trending topic analysis.
anurag-dhamala/news-mcp-server: Facilitates real-time news retrieval using newsdata.io through an MCP server interface.
sligter/mcp_newsnow: Aggregates trending news and topics from over 14 platforms using the Newsnow API, supporting both Chinese and English sources.
diasm3/serpapi-youtube-mcp-server: Facilitates extraction and analysis of YouTube video transcripts and comments using SerpAPI.
DynamicEndpoints/social-media-automation-mcp: A TypeScript-based server that automates social media note management by creating, accessing, and summarizing text notes using MCP protocols.
tiroshanm/facebook-mcp-server: Facilitates automated Facebook Page management, including posting, comment moderation, and content retrieval.
0xGval/twitter-X-mcp-server: A toolkit enabling Claude to perform advanced Twitter searches using natural language and syntax, with options for raw data or AI-driven analysis.
rakeshgangwar/freshrss-server: Facilitates AI interaction with FreshRSS feeds via the Fever API, enabling feed management and item retrieval.
GridfireAI/reddit-mcp: A plug-and-play server for browsing, searching, and reading Reddit content using the MCP protocol.
sundai-club/error-meme: Enhance your debugging experience with automatic meme generation for error messages in Cursor IDE using MCP.
Kirill812/GPlay_reviews_MCP_server: Access and analyze Google Play Store reviews with advanced filtering, search, and reply management capabilities.
leciami/YouTube-MCP-help: A request for assistance in integrating YouTube API functionality into an existing MCP server configuration.
krish858/x-mcp-ctrls: Facilitates control of X accounts via LLM agents like Claude-desktop and Cursor.
qinyuanpei/mcp-server-weibo: Facilitates the extraction of user information, posts, and search functionalities from Sina Weibo.
baryhuang/mcp-twitter-noauth: Facilitates Twitter API interactions without local credential setup, enabling core operations like searching, posting, and replying to tweets in a headless, remote environment.
brianellin/bsky-mcp-server: Facilitates interaction with Bluesky's ATProtocol through natural language, enabling LLM-based applications to fetch, analyze, and post content.
yuna0x0/anilist-mcp: Interface with the AniList API to access and interact with anime, manga, and user data through a Model Context Protocol server.
huccihuang/bilibili-mcp-server: Facilitates interaction with the Bilibili API, enabling video search and future operations.
Nocodeboy/youtube-mcp-server: Facilitates AI assistants like Claude to interact with YouTube's API for video and channel data retrieval.
Greg-Swiftomatic/substack-mcp-server: Facilitates AI-driven interactions with Substack newsletters, enabling content retrieval, search, and discovery across multiple publications.
mosesblxk/instagram_mcp: Provides tools for analyzing Instagram engagement metrics, extracting demographic insights, and identifying potential leads from Instagram posts and accounts.

✈️ Travel & Transportation

Servers providing data or services related to flights, trains, transportation APIs, or travel planning.

opspawn/Google-Flights-MCP-Server: Interact with Google Flights data using the fast_flights library to fetch and analyze flight information.
hrishabhn/flight-mcp: Facilitates flight queries and bookings using the RapidAPI Skyscanner API through the Model Context Protocol.
birariro/agoda-review-mcp: Facilitates LLMs in retrieving and aggregating Agoda hotel reviews for enhanced decision-making.
AnkitPatel12/StravaMCP: Connects to Strava's API to enable AI assistants like Claude to access and analyze fitness data.
arjunkmrm/sg-lta-mcp: Access real-time transportation data from Singapore's Land Transport Authority via an MCP server.
Cyreslab-AI/flightradar24-mcp-server: Provides real-time flight tracking data from Flightradar24 via a Model Context Protocol server.
kennyckk/mcp_hkbus: Provides real-time access to Hong Kong's KMB and Long Win Bus route information and arrival times for Language Models.
hedon-ai-road/mcp-weather: Provides weather information for US states via a RESTful API.
shunk031/my-weather-mcp-server: A TypeScript-based MCP server that implements a simple notes system with resources, tools, and prompts for managing and summarizing text notes.
pab1it0/tripadvisor-mcp: Facilitates AI-driven exploration of Tripadvisor's location data, reviews, and photos via standardized MCP interfaces.
Cyreslab-AI/flightradar-mcp-server: Provides real-time flight tracking and status information using the AviationStack API.
r-huijts/firstcycling-mcp: Access comprehensive professional cycling data from FirstCycling, including rider performance, race results, and historical insights.
Abiorh001/mcp_ev_assistant_server: Facilitates efficient management of EV charging stations and trip planning with robust APIs and interactive tools.
smamidipaka6/flights-mcp-server: Connects AI agents to Google Flights data for retrieving comprehensive flight information, finding the cheapest options, and filtering by time constraints.
openbnb-org/mcp-server-airbnb: Facilitates Airbnb listing searches and detailed information retrieval without requiring an API key, while respecting robots.txt rules.
prakashsanker/flights-mcp-server: Facilitates complex travel planning by integrating flight, hotel, and future car rental and taxi services using Booking.com and Google Maps APIs.
salamentic/google-flights-mcp: Facilitates travel agent-level flight planning using the fast-flights API, offering seamless integration with Claude Desktop.
piddlingtuna/tfnsw-realtime-alerts-mcp-server: Facilitates AI-driven access to real-time transport alerts from Transport for NSW, enhancing LLM capabilities with up-to-date disruption information.
tomekkorbak/strava-mcp-server: Access Strava athlete activities data via a Model Context Protocol server, enabling language models to query recent and historical activity details.
mrchi/caiyun-weather-mcp-server: Provides seamless access to the Caiyun Weather API through an MCP server.
lumile/lumbretravel-mcp: Facilitates seamless integration with the LumbreTravel API for managing travel programs and activities.
MariyaFilippova/mcp-strava: Facilitates seamless integration between Strava APIs and Claude for Desktop, enabling efficient interaction with Strava activity data.
amysatterlee/nps_mcp: Facilitates access to National Park Services data through an MCP server interface, enabling retrieval of park lists and detailed information via the NPS API.
ben4mn/amadeus-mcp: Integrates Amadeus flight search capabilities with Claude Desktop for seamless travel planning.
sarunasdaujotis/vilnius-transport-mcp-server: Enables LLMs to access real-time Vilnius public transport data for enhanced query responses.
delorenj/mcp-server-ticketmaster: Facilitates event, venue, and attraction searches via the Ticketmaster Discovery API with flexible filtering and output options.
fortran01/smarttour: SmartTour optimizes tourist itineraries by integrating real-time crowd and traffic data to enhance sightseeing experiences in Toronto.
mfukushim/map-traveler-mcp: Facilitates virtual travel experiences on Google Maps through an MCP server, allowing avatars to explore and report journeys with integrated SNS capabilities.
GongRzhe/TRAVEL-PLANNER-MCP-Server: Facilitates travel-related tasks by integrating with Google Maps for location search, place details, and route calculations.
sunsetcoder/flightradar24-mcp-server: Track flights in real-time using Flightradar24 data with this Claude Desktop MCP server, ideal for aviation enthusiasts and travel planners.

🔧 Utilities & Helpers

Servers providing simple, general-purpose tools like time/date information, calculators, dice rollers, formatters, unit converters, UUID generation, etc.

ma3u/weather: Provides a TypeScript-based weather service for integration with Claude Desktop using MCP.
phpmac/fetch_mcp: Fetch web content in various formats using an MCP server, supporting HTML, JSON, plain text, and Markdown outputs.
jtwirly/weather-mcp-server: Provides weather forecasts and alerts for US locations by integrating with the National Weather Service API.
ioehub/ioehub-mcp-time-server: Provides reliable and comprehensive time information to AI models via the MCP protocol, ensuring seamless integration with platforms like Claude and Cursor.
daigo38/g-shell-mcp: G-Shell MCP facilitates efficient execution and management of Google Apps Script projects, enabling seamless interaction with Google services through natural language operations.
nozo-moto/my-uuid-mcp: Facilitates UUID generation through a customizable MCP server setup.
soren-olympus/amadeus-mcp: Facilitates AI-driven hotel searches and bookings via Amadeus APIs.
everbove/remote-mcp-server-test: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
fulfilio/mcp-utils: A Python utility package offering synchronous tools and helpers for building MCP-compliant servers using Flask and Redis.
0xkohe/mcp-gen-uuid: A Deno-based server that generates Version 4 UUIDs using the Model Context Protocol.
jonathanhecl/helperpro-mcp: A TypeScript-based MCP server facilitating code analysis by enabling LLMs to interact with codebases, offering tools to retrieve functions and classes.
jonathanhecl/helperpro-mcp-temp: A TypeScript-based MCP server offering code analysis capabilities across multiple programming languages, with endpoints to extract functions and classes while respecting project-specific exclusions.
SunwangX/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
opqrapp/sapling-mcp: A Node.js implementation of the Model Context Protocol server tailored for Sapling SCM integration.
tanker327/md5-mcp: MD5-MCP provides tools for calculating MD5 hashes from strings, JSON data, and base64-encoded binary data, with easy integration into MCP-compatible clients.
ddunddan/mcp-test: A repository for testing the interaction capabilities of the Model Code Protocol (MCP) between AI models and code.
iFeyz/mcp-exemple: A demonstration of MCP's transformative capabilities through a user management API, enabling seamless interaction with Claude for executing user-related actions.
bestK/tiny-ser-mcp-server: A remote MCP server designed for deployment on Cloudflare, utilizing Durable Objects for enhanced functionality.
fbehrens/mcp_wheather: A quickstart MCP server for weather data integration using Claude's configuration.
quarkus-mcp/jbang-catalog: A community-curated catalog of Quarkus MCP Servers, accessible via JBang, UVX, and NPM commands.
stareing/MCP_Calculator: A versatile MCP server offering a calculator module with extensive decorator support for tool, prompt, and resource registration.
windwhinny/whatismyip: A lightweight service for retrieving public IP addresses via MCP server commands.
mahalel/mcp-ipcalc-go: A Go-based MCP server offering IP address calculation and subnet information akin to the ipcalc tool.
AlexanderVTr/cursor-mcp-file-organizer: Organizes files in the Downloads folder by type using Cursor IDE with real-time monitoring and customizable rules.
rawatadit/remote-mcp-server: Deploy a remote MCP server on Cloudflare Workers with OAuth login and connect it to Claude Desktop for seamless tool integration.
mvavassori/calculator-mcp-server: A TypeScript-based server offering extensive mathematical functions as MCP tools for seamless integration with language models.
automation-ai-labs/mcp-wait: Provides waiting functionality with progress reporting, suitable for integration with Claude Desktop and other applications via CLI or HTTP SSE.
a2c-j1/server-7-zip: Facilitates file compression using 7-Zip through a Model Context Protocol server.
JackXuyi/env-mcp: A cross-platform MCP toolkit for retrieving detailed system information, easily integrable into MCP-supported applications with TypeScript support.
carlhannes/boom2: Boom2 is an autonomous coding agent that leverages MCP servers for filesystem access, memory persistence, and shell execution, providing AI-powered coding assistance with multiple LLM support.

🔄 Version Control

Servers interacting with version control systems and platforms for repository management, issues, pull requests, etc.

KarakuriAgent/karakuri_git_mcp: Facilitates Git repository interaction and automation through a Model Context Protocol server, enabling operations like reading, searching, and manipulating repositories via Large Language Models.
kwanLeeFrmVi/mcp-git: Facilitates Git repository interaction and automation through a Model Context Protocol server, enabling operations like reading, searching, and manipulating repositories via Large Language Models.
rahul-roy-glean/github-mcp-server: Facilitates seamless integration with GitHub's API for file operations, repository management, and search functionalities within CI workflows.
bmeyer99/github-mcp-server-go: Facilitates seamless GitHub CLI integration for AI assistants, enabling comprehensive repository, issue, and pull request management.
wjessup/github-mcp-server-review-tools: Enhance GitHub pull request review processes with extended MCP server tools for managing comments and threads.
wty0512/git-mcp-server: Facilitates AI-driven Git repository management by exposing Git operations as MCP resources and tools, ensuring secure and standardized interactions.
mjwegenka/gitlab-snippet-mcp: Facilitates interaction with GitLab Snippets through MCP, supporting both personal and project snippets with comprehensive operations.
piyushgIITian/github-enterprice-mcp: Facilitates seamless integration with GitHub Enterprise APIs for efficient file operations, repository management, and advanced search capabilities.
ZephyrDeng/gitlab-mcp-server: A robust GitLab integration server built on the MCP framework, enabling secure RESTful API access to GitLab resources for large language models like Claude.
coreycao/mcp-server-gist: Facilitates the creation of GitHub gists through an MCP server interface.
gtnao/github_deep_blame_mcp: Provides comprehensive analysis of GitHub file history by retrieving detailed pull request information, including comments and reviews, beyond standard git blame.
ttekun/bitbucket-cloud-mcp-server: Facilitates read-only interactions with Bitbucket Cloud Pull Requests via the Model Context Protocol.
minimind-org/github-mcp-server: Facilitates GitHub operations such as file management, repository creation, and advanced search through the GitHub API.
nguyenvanduocit/github-mcp: Facilitates interaction with GitHub API for managing repositories, pull requests, and issues via MCP.
nguyenvanduocit/gitlab-mcp: Facilitates interaction with GitLab API for project management and analysis through MCP.
jayy1809/cursor-github-mcp-integration: Facilitates GitHub repository management through Cursor using the GitHub MCP integration.
kopfrechner/gitlab-mr-mcp: Facilitates AI-driven management of GitLab merge requests and issues through a Model Context Protocol server.
rifqi96/mcp-gitlab: Facilitates comprehensive interaction with GitLab repositories, enabling code analysis, project management, and CI/CD configuration through AI assistant integration.
aashari/mcp-server-atlassian-bitbucket: Node.js/TypeScript server enabling AI systems to interact with Atlassian Bitbucket workspaces, repositories, and pull requests through the MCP interface.
ddukbg/github-enterprise-mcp: Facilitates seamless integration with GitHub Enterprise API, enabling efficient management of repositories, issues, pull requests, and user accounts.
tuanle96/mcp-github: Facilitates comprehensive GitHub repository management and search operations through an MCP server interface.
oghenetejiriorukpegmail/github-mcp: Facilitates seamless GitHub API interactions using the Model Context Protocol, enabling repository management and user data retrieval.
shibdad/github-mcp-server: Enhance Claude Desktop with GitHub integration for seamless repository management and git operations through natural conversation.
owayo/gitlab-mcp-server: Facilitates AI-driven analysis and feedback on GitLab projects by retrieving pipeline failures, unresolved MR comments, and code changes.
bsreeram08/git-commands-mcp: A Node.js server for browsing Git repositories using the Model Context Protocol, offering features like directory structure visualization, file content retrieval, and branch comparison.
shuakami/mcp-github: Empower AI models to perform GitHub operations seamlessly through a standardized MCP interface, enhancing automation capabilities for the Cursor Editor.
yoda-digital/mcp-gitlab-server: A robust server facilitating seamless AI-driven interactions with GitLab resources, supporting comprehensive API integration and standardized response formatting.
DivyanshKushwaha/GitHub-MCP-Server-Claude: An API-based tool leveraging the MCP framework to interact with GitHub for fetching user and repository data using asynchronous API calls.
vti-training-d5/vti-training-gitlab-mcp: Enhances GitLab integration by providing a robust MCP server with improved functionality and bug fixes.
cyanheads/github-mcp-server: A TypeScript-based MCP server that integrates with GitHub's API, enabling AI assistants to manage repositories, issues, pull requests, and more through a structured interface.

Reviews

5 (1)

user_HVT4WEKC

2025-04-17

The "awesome-mcp-servers" by TensorBlock is an outstanding solution for managing Minecraft servers. The ease of use and comprehensive functionality have significantly streamlined my server management tasks. The extensive documentation and active community support make it a valuable resource for both beginners and experienced users. Highly recommended!