Discover Awesome MCP Servers

Motus

Enables agents to search airports and find group meetup flights for multiple travelers with optimal pricing and arrival windows.

All-in-MCP

Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

Hooktheory MCP Server

Enables AI agents to interact with the Hooktheory API for chord progression generation, song analysis, and music theory data retrieval.

Redis Graph MCP Server

Enables LLMs and AI agents to query a biomedical knowledge graph stored in RedisGraph, with tools for concept search, synonym enrichment, and study variable discovery through semantic relationships.

Knowledge MCP Service

Enables AI-powered document analysis and querying for project documentation using vector embeddings stored in Redis. Supports document upload, context-aware Q\&A, automatic test case generation, and requirements traceability through OpenAI integration.

google-calendar-mcp

Enables reading Google Calendar events for a specific date using the getMyCalendarDataByDate tool.

mcp-kg-skills

Manages a Neo4j knowledge graph of reusable Python functions, documentation, and environment variables, enabling dynamic script composition and execution with automatic dependency management and secret protection.

gget-mcp

An MCP server for the gget bioinformatics library that enables AI assistants to perform complex genomics queries, including gene sequence retrieval, BLAST alignments, and protein structure predictions.

Credential Vault MCP

Enables secure credential storage for AI agents by encrypting secrets and providing agent-invisible references, ensuring sensitive data never leaks to the model.

PDF RAG MCP Server

A Model Context Protocol (MCP) server that provides powerful RAG (Retrieval-Augmented Generation) capabilities for PDF documents. This server uses ChromaDB for vector storage, sentence-transformers for embeddings, and semantic chunking for intelligent text segmentation.

Basecamp MCP Server

Multi-user MCP server for Basecamp 3 with 148+ tools, enabling AI clients to manage projects, todos, messages, and more via stdio or multi-tenant HTTP.

state-trace

Graph-native bounded working memory for coding agents with typed memories, causal retrieval, current-vs-stale state queries, and compact small-model briefs.

Ketchup Draw MCP Server

Enables AI image generation through Ketchup AI with automatic prompt optimization and cloud hosting via URUSAI!, supporting multiple aspect ratios and proxy configuration for accessibility.

mcp-weather-server

Enables MCP clients like Kiro and Claude to access current weather conditions and forecasts for any location using the OpenWeatherMap API.

PH Schools MCP Server

Enables querying and analyzing the Philippine schools masterlist dataset, including searching schools, listing regions and divisions, and getting school details by BEIS ID.

Zoho CRM MCP Server

Enables read-only interaction with Zoho CRM data through natural language queries, allowing users to search records, list modules, retrieve field information, and count records using secure OAuth authentication.

woollama

woollama is an MCP and OpenAI-compatible router that orchestrates AI clients with multiple backends (like Ollama, Anthropic) and MCP tools, enabling seamless composition of models, tools, and recipes.

mcp-memori

With Memori's MCP server, your agent can retrieve relevant memories before answering and store durable facts after responding, keeping context across sessions without any SDK integration. With MCP, it can: Store stable user facts and preferences after answering using the advanced_augmentation tool Recall relevant memories before answering using the recall tool Maintain context across sessions us

deep-research

Enables deep research tasks using a multi-agent architecture that integrates any LLM and MCP tools. Available via MCP stdio, streamable HTTP, and SSE transports.

Codex Bridge

Enables AI coding assistants to interact with OpenAI's Codex AI through the official CLI. Provides direct integration for code analysis, file review, and batch processing with zero API costs.

asterdex-mcp-server

A comprehensive MCP server for Aster DEX perpetual futures trading, enabling AI agents to access real-time market data, perform institutional-grade analysis, execute orders, and run automated trading strategies.

knot

Knot is a semantic and structural codebase indexer designed for AI coding agents and developers navigating large projects. It combines vector search and graph traversal to find code by meaning, analyze impact via reverse dependencies, and explore file architectures.

traders-edge-mcp

Provides a consolidated 0DTE options cockpit for SPX/SPXW, including chain, Greeks, dealer exposure, volatility term structure, and economic events, using free delayed market data.

SlimContext MCP Server

Provides AI chat history compression tools through token-based trimming and AI-powered summarization strategies to manage conversation context within token limits.

Weather MCP Server

Provides weather forecast and alert data for US locations through the National Weather Service API, enabling access to real-time weather alerts by state and detailed forecasts by coordinates.

roshan-alefba-mcp

A self-hostable MCP server that exposes Roshan AI's Alefba OCR service as tools, enabling document reading, page extraction, status polling, and export to PDF/Word/Excel for Persian, Arabic, and English text.

Advanced MCP Features

A workshop repository teaching advanced Model Context Protocol features for building AI-connected apps with deeper integration capabilities.

git-training-wheels

An MCP server that enforces safe git commits by allowing only specified files and providing fixup capabilities for earlier commits.

MCP Vertica

A Model-Context-Protocol server that provides SQL query execution and database management capabilities for Vertica databases, featuring connection pooling, schema management, and security controls.

Website Screenshot MCP

A server that allows AI agents and clients to programmatically capture screenshots of websites with options for image format and viewport selection.