Awesome MCP Servers

Search and read PortOne documentation, including API schemas and product guides.

Search the Powertools for AWS Lambda documentation across multiple runtimes to find documentation and examples.

Discover and search for the latest products and tech using the Product Hunt API.

Search and analyze nonprofit organizations' Form 990 data using ProPublica's Nonprofit Explorer API.

Extracts basic chemical information about drugs and compounds from the PubChem API.

Search and access chemical compound information from the PubChem database.

Search and download scientific articles from PubMed's E-utilities API.

A server for searching, retrieving, and analyzing articles from the PubMed database.

Search for biomedical literature from the PubMed database.

A server for biomedical literature annotation and relationship mining, based on PubTator3.

Discover and explore MCP servers and integrations using the PulseMCP API.

Semantic code search using the Qdrant vector database and OpenAI embeddings.

A semantic search server for codebases using Qdrant, featuring intelligent GitHub issue and project management.

Semantic search using the Qdrant vector database.

An MCP server for intelligent search and retrieval of QuantConnect PDF documentation.

Converts QuantConnect PDF documentation into searchable markdown, enabling fast, context-aware search.

Retrieve and process documentation using vector search to provide context for AI assistants.

Retrieve and process documentation using vector search to provide relevant context for AI assistants.

A server for RAG-based document search and management using Qdrant vector database with Ollama or OpenAI embeddings.

An MCP server for accessing Ragie's knowledge base retrieval capabilities.

Search for hotels and check their availability using the Rakuten Travel API.

Query supervisor evaluation data with fuzzy matching for Chinese and Pinyin names.

A web search server that integrates with the Exa API to perform basic and advanced searches.

An MCP server for advanced research assistance, configurable via environment variables.

Search and retrieve content from the Xiaohongshu (Red Book) platform.

Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows

Discover related blockchain addresses and domain names for web3 identities across different platforms.

Releasebot finds and watches release note sources from hundreds of products and companies.

Provides semantic search and retrieval for internal company knowledge bases, including documents and Slack discussions.

Access and search personal or team knowledge repositories, including documents and Slack discussions, using semantic search and retrieval tools.