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61,330 servers. Last updated 2026-07-27 05:11

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PDF Knowledgebase MCP Server
RAG Systems Vector Databases Knowledge & Memory
juanqui
A
license
-
quality
D
maintenance
A Model Context Protocol server that enables intelligent document search and retrieval from PDF collections, providing semantic search capabilities powered by OpenAI embeddings and ChromaDB vector storage.
Last updated 2025-09-15
12
MIT
Kollektiv | Your private LLM
Knowledge & Memory RAG Systems Vector Databases
alexander-zuev
A
license
-
quality
F
maintenance
Kollektiv
Last updated 2025-10-21
61
TypeScript
Apache 2.0
Combined MCP Server
Databases Vector Databases RAG Systems
manish6007
A
license
A
quality
C
maintenance
Integrates Redshift database query capabilities with vector-based knowledgebase tools for semantic search and RAG applications. It enables users to execute SQL queries, explore database schemas, and perform hybrid semantic searches on markdown files stored in S3.
Last updated 2026-07-13
7
MIT
quick-mcp-example
RAG Systems Vector Databases
ALucek
F
license
-
quality
D
maintenance
Demonstrates an MCP server with tools, resources, and prompts for a knowledgebase chatbot that queries a ChromaDB vector database for RAG responses.
Last updated 2025-03-07
63