Discover Awesome MCP Servers

Giphy MCP Server

An MCP server that allows AI agents to search and retrieve GIFs using the Giphy API.

Fiji MCP Server

Enables AI agents to control Fiji/ImageJ for microscopy image analysis through natural language commands, supporting operations like image opening, filtering, particle analysis, and automated workflows.

Librarian

Provides AI agents with persistent knowledge storage, enabling them to store, search, and retrieve text, documents, and files using semantic and keyword search via MCP tools.

WolfTech DNS MCP Server

Provides DNS lookup and email authentication diagnostic tools (SPF, DKIM, DMARC, MX, etc.) for use with MCP-compatible clients. Enables natural language queries to check DNS records and email health.

Weather MCP Server

Provides current weather data and hourly forecasts for any location worldwide using the Open-Meteo API, accessible through HTTP transport without requiring an API key.

MCPGex

Enables LLMs to systematically develop and validate regex patterns by defining test cases with expected matches, testing patterns against them, and iteratively refining until all requirements are satisfied.

OpenAlex MCP Server

Enables AI agents to search and analyze OpenAlex scholarly database for OSINT research, including works, authors, institutions, funding, citations, and collaboration networks.

Valkey MCP Task Management Server

Enables AI agents to create, manage, and track tasks within plans using Valkey as the persistence layer. Supports plan and task management with Markdown notes, status tracking, and prioritization through multiple transport protocols (SSE, Streamable HTTP, STDIO).

Pagos Data MCP Server

Enables Claude to retrieve BIN (Bank Identification Number) data for payment cards, with options for basic or enhanced insights through the Pagos API.

Tambo Docs MCP Server

Enables AI assistants to discover, fetch, and search through Tambo documentation from docs.tambo.co. Provides intelligent content parsing with caching for improved performance when accessing technical documentation.

Daedalus MCP

A local MCP server that scans workspaces, detects projects and technologies, and creates reusable agents for planning, rules validation, performance review, and architecture review per project.

SEO MCP Connector

Local management console and permission wrapper for integrating Google Search Console, GA4, Bing Webmaster Tools, PageSpeed, and SEO analysis through a controlled MCP endpoint.

MCP Shared Services

Modular monolithic FastAPI shared AI service platform providing config center, prompt registry, LLM gateway, RAG service, secret manager, tool registry, and MCP server wrapper.

websearch-mcp

A self-hosted MCP server that gives AI agents deep internet research capabilities — no API keys required, powered by SearxNG, Playwright, and Docker.

MCP Server Markup Language (MCPML)

MCP Server Markup Language (MCPML) - Sebuah kerangka kerja Python untuk membangun Server MCP dengan dukungan CLI dan Agen OpenAI.

trainingpeaks-mcp

Enables querying workouts, fitness metrics (CTL/ATL/TSB), and power personal records from TrainingPeaks using natural language.

MCP Synth Controller

Enables LLMs to control synthesizer parameters in real-time by translating natural language commands into OSC messages sent to a JUCE synthesizer application.

Point MCP Server

MCP server for the Point Knowledge API that enables AI coding assistants to search and retrieve curated technical documentation (RFCs, framework docs, etc.) with hybrid search and precise citations.

Cypress Page Object Generator

An MCP server for automatically generating Cypress page objects from frontend components like Vue, React, or CoffeeScript.

arxiv-mcp

Enables searching ArXiv papers, fetching paper details, daily category digests, and exploring author collaboration graphs.

you-need-an-advisor-mcp

An MCP server that connects AI assistants to YNAB budgets, enabling natural language queries about finances backed by full API coverage and built-in YNAB methodology knowledge.

SQLx MCP Server

Provides comprehensive database management tools for PostgreSQL, MySQL, and SQLite databases. Enables querying table structures, executing read-only and write queries, exporting DDL statements, and managing database metadata through natural language.

MCP server for LogSeq

Interacts with LogSeq via its API.

MCPDemo - Visual SQL Chat Platform

An AI-driven data visualization and SQL chat platform that enables natural language to SQL conversion, interactive chart generation, and database querying through a comprehensive MCP interface. Supports multiple databases, intelligent chart recommendations, and secure data management with temporary link sharing.

mcp-server-redmine

Enables AI assistants to create, update, and query Redmine issues and projects directly from conversations.

Letter Counter MCP Server

Sebuah server MCP yang memungkinkan LLM untuk menghitung kemunculan huruf-huruf tertentu dalam kata-kata, dibuat sebagai contoh pembelajaran untuk Protokol Konteks Model.

MCP-Kit Developer Task Assignment System

Enables intelligent task assignment to developers using hybrid AI algorithms that match tasks based on past experience, skill sets, workload balance, and project alignment. Features enterprise-grade security with AES-256 encryption and 75% performance optimization through smart caching.

Meme MCP Server

A Model Context Protocol server for managing, searching, and retrieving local meme images. It automatically hosts memes via a built-in HTTP server to ensure images can be displayed within chat applications.

Atlassian Bamboo MCP Server

Enables AI assistants to interact with Atlassian Bamboo CI/CD, allowing natural language queries to check build status, fetch logs, trigger builds, and manage deployments.