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MCP servers tagged qdrant
214 live MCP servers tagged "qdrant", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with qdrant.
Vaultify
Multi-tenant RAG and MCP document intelligence platform with secure PDF ingestion, tenant-isolated Qdrant retrieval, Groq-powered grounded answers, and a Flask web application.
Mainrag
Self-hosted private-code context layer for AI coding agents, with MCP tools, citations, tenant boundaries and hybrid retrieval
Job Copilot Backend
FastAPI backend that scores a resume against a job description using Claude. Agentic RAG over Qdrant (Voyage embeddings + reranking), tool calling, MCP logging, prompt caching, SS…
Blueocean Vector
Shared, persistent vector memory over MCP — give Claude Code, Cursor, Codex, and other agents a common long-term memory backed by Qdrant.
Talktable
Ask SQLite, PostgreSQL and MongoDB in plain English, from a chat UI or any MCP client. Read-only by construction.
Recall
Semantic Vector Memory for Coding Agents - Long-term memory system with vector embeddings for fuzzy retrieval
Synapse
KI-Gedächtnis & Code-Intelligenz — Semantische Code-Suche, Wissensaustausch und Projekt-Pläne über MCP (Model Context Protocol). Verbindet lokale CLIs (Claude Code, Codex) und Web…
AP RAG
AP-RAG (Academic Paper Retrieval-Augmented Generation): citation-backed retrieval over scientific papers, for people and for AI agents. Web and desktop apps, an MCP server and a C…
Memory MCP
Self-hosted MCP server for personal AI memory: a searchable episodic archive of AI sessions plus a curated, high-trust semantic facts layer.
Hybrid Rag MCP
Local-first hybrid-RAG MCP server (Qdrant + BM25 via RRF), multi-step agent, offline Ollama fallback
Generative AI
Learn Generative AI through hands-on projects using OpenAI, Gemini, Ollama, LangChain, RAG, AI Agents, MCP, Prompt Engineering, and Python. Includes interview preparation, notes,…
RepoMind
AI-powered codebase intelligence platform that combines RAG, code-aware indexing, GitHub MCP, LangGraph, and multi-provider LLM routing to understand and answer questions about re…
Sales Inventory AI Agent
Prototipo académico de un agente de IA para ventas e inventario con RAG, Qdrant, Gemini, FastAPI, Streamlit y MCP.
Papergraph MCP
Turn local and arXiv LaTeX papers into queryable theorem-proof dependency graphs for AI agents via MCP.