"Wish" matching MCP servers:

• MCP Memory Server with Qdrant

  delorenj

  A

  license

  -

  quality

  D

  maintenance

  Facilitates knowledge graph representation with semantic search using Qdrant, supporting OpenAI embeddings for semantic similarity and robust HTTPS integration with file-based graph persistence.

  Last updated 2025-03-02

  68

  24

  MIT

• MCP RAG with ChromaDB

  CyprianFusi

  A

  license

  -

  quality

  D

  maintenance

  Provides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.

  Last updated 2025-12-07

  1

  MIT

• RAG Database with Model

  Human-center

  F

  license

  -

  quality

  D

  maintenance

  Enables AI assistants like Claude, ChatGPT, and Gemini to search and query local PDF documents using natural language through vector embeddings and the MCP protocol.

  Last updated 2025-09-14

• MCP Qdrant Server with OpenAI

  amansingh0311

  F

  license

  -

  quality

  D

  maintenance

  This server enables semantic search capabilities using Qdrant vector database and OpenAI embeddings, allowing users to query collections, list available collections, and view collection information.

  Last updated 2025-07-17

  7