Awesome MCP Servers

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.

Access personal and team knowledge repositories, including documents and Slack discussions.

An AI-powered research assistant that can investigate any topic using an interactive configuration wizard.

A research assistant powered by Perplexity AI for intelligent search, documentation retrieval, and code assistance.

Explore the Rijksmuseum's art collection using natural language.

Efficiently search Obsidian vaults using the ripgrep tool.

Find emails, phone numbers, and enrich company data using the RocketReach API.

Integrates the RSS3 API to query the Open Web.

Search for academic articles from scholarly vendors.

Search for academic articles using scholarly vendors.

Search and access academic papers from Sci-Hub by DOI, title, or keyword.