GitHub Chat MCP
Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and retrieving…
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Apify RAG Web Browser
Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
Docs RAG
Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.
Inkeep
Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and…
Shared Knowledge RAG
Enables AI systems to access and retrieve information from multiple vector store backends including HNSWLib and Weaviate, providing a unified interface for…
ArcKnowledge (Custom RAG)
Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image sources with configurable authentication and…
brandguide/AI MCP
Agents are taking over execution. When they write copy, generate visuals, or adapt messaging, they need structured brand knowledge — not PDFs and guesswork…
Minima
Search and retrieve context from local files for RAG.
LlamaIndex Documentation
Provides a RAG-powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service
HR Policy Chatbot
Enables HR departments to provide workplace policy information through a RAG-based chatbot that indexes, retrieves, and generates answers from PDF…
GroundX RAG
Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct access to…
AWS Knowledge Base
Integrates with AWS Knowledge Bases to retrieve information using Bedrock Agent Runtime, enabling RAG operations with structured metadata for organizational…
Grok MCP Plugin
Provides direct integration with Grok AI's language and vision capabilities, exposing chat completion, image understanding, and function calling tools for…
Gemini AI
Provides a robust interface to Google's Gemini AI models with specialized tools for content generation, chat functionality, function calling, and file/cache…
Glean
Integrates Glean's search and chat APIs to enable natural language interactions with organizational knowledge bases and chatbots.
GitHub Agentic Chat
Integrates with GitHub's API to enable natural language interaction with repositories, offering tools for searching, creating issues, and performing semantic…
MCPunk (Roaming RAG)
Explore and understand codebases through conversation by breaking files into logical chunks for searching and querying without embeddings.
Qdrant Docs Rag
Retrieve and process documentation using vector search to provide context for AI assistants.
PDF Search
Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings.
Chronulus AI
Integrates with Chronulus AI's forecasting API to enable time series analysis, prediction generation, and visualization of forecasting data through natural…
Globestudio
Globestudio is an open-source, designer-first tool for creating dotted maps and animated 3D globes. Choose any region from a single country to the whole world…
Bucket
Flag features directly from chat in your code editor, including VS Code, Cursor, Windsurf, Claude Code - any IDE with MCP support.
privateGPT
Integrates privateGPT with MCP-compatible applications, providing chat management, knowledge source organization, and group-based permissions for diverse…
Run Shell Command
Enables direct execution of shell commands from chat interfaces, creating a bridge between natural language prompts and local system operations for quick…