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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.
Nora AI Knowledge Agent Harness Public
Nora Intelligence System — self-hosted knowledge assistant with MCP retrieval (BGE/Qdrant), PostgreSQL conversations, and manual versioned ingestion. Public source snapshot.
Qdrant Neo4j Crawl4ai MCP
MCP server combining Qdrant vector search, Neo4j knowledge graphs, and Crawl4AI web intelligence with agentic RAG capabilities. FastMCP 2.0 architecture with enterprise security,…
Doc Indexer MCP
Local document indexer MCP server for semantic search over PDF, Excel, SQL, Markdown, and HTML files using Qdrant and Voyage AI embeddings.
Openexp
Q-learning memory for Claude Code — your AI learns from experience. 16 MCP tools, hybrid retrieval, closed-loop rewards.
udjin-labs/mnemostack
hosted with Qdrant backend. 82.5% strict accuracy on LoCoMo benchmark. `pip install 'mnemostack[mcp]'`
renezander030/agentic-task-system
cli`
mcasdfgf/mcp-roo-memory
based deployment with Qdrant.
Dotfiles Maintainer
MCP server for semantic dotfiles management using FastMCP, mem0, and Qdrant
Obsidian Notebook MCP
MCP server to let claude connect to my obsidian notes for vector and full text search
Autonomous Anomaly Detection And Response Platform
This platform handles the entire lifecycle of an industrial anomaly detection system
Wisdomforge
A powerful knowledge management system that forges wisdom from experiences, insights, and best practices. Built with Qdrant vector database for efficient knowledge storage and ret…
Tiny Chat
This is an LLM application with chat functionality, featuring chat using RAG, a database, and MCP server capabilities. The UI is designed for Japanese users.
Ragdb MCP
MCP対応のRAGシステム。Markdownドキュメントをベクトル化し、自然言語で高速検索。LibSQL、Qdrant、PostgreSQLに対応してます。
Dag MCP Server
Documentation Augmented Generation (DAG) MCP Server - First multi-ecosystem, version-aware MCP server to reduce AI code hallucinations
Wenmai Search
Wenmai Search — self-hosted, traceable hybrid document retrieval with REST, MCP, and Web UI
Ohmyrepos
Oh My Repos: Semantic search for GitHub starred repositories.
Memoraeu MCP
Zero-knowledge persistent memory layer for Claude — AES-256-GCM encrypted, semantic search, EU hosted. MCP server for Claude Desktop.
Memoraeu Server
Zero-knowledge persistent memory layer for LLMs — AES-256-GCM encrypted, semantic search via Qdrant, MCP server for Claude Desktop / Sovereign European MCP memory layer — self-hos…
Amore
Local-first AI memory backbone for IDE/agent assistants — Claude Desktop / Claude Code / Cursor / Cline / Continue. One-click install; never leaves your machine.
Cursor Mem0
Add long-term memory to Cursor agents using the mem0 pipeline, local embeddings, and Qdrant storage.
Atlas Orchestration
Universal Multi-Agent Orchestration Platform — A2A v0.3 + LangGraph + MCP + SHA-256
Memoryhub
MCP server for persistent memory using Qdrant vector store
Senior Code MCP
MCP server giving coding agents semantic + structural search over your codebase, so they reuse proven patterns instead of guessing. Finalist - Cursor × Superteam Geor…
Rag Project
Retrieval-Augmented Generation project
Cm3588
MCP server for CM3588 NAS Kit - knowledge base, change logging
Agent MCP Rag Projects
Physical AI & Humanoid Robotics textbook (8 chapters, Docusaurus, RAG chatbot on Qdrant + Gemini, Urdu localisation) and a full-stack multi-agent todo app (OpenAI Agents SDK, 6-to…
Mcpdeck
Intelligent MCP (Model Context Protocol) router that selects tools via embeddings, semantic search, and RAG over a Qdrant vector database. Python · FastAPI · Qdrant · Docker.
AIStack MCP
MCP-first development environment with community tools
Aethria
A full-stack AI learning platform powered by a multi-agent system
Qdrant Fabric
Model Context Protocol server for Qdrant - Part of Infrastructure as a Fabric ecosystem. Provides 30+ tools for vector database operations, semantic search, and AI memory manageme…
Universal Memory
Self-hosted, markdown-first memory for LLM agents across devices and sessions
Agentory
[MOVED → arkimedehq/arkimede] Renamed to Arkimede — https://github.com/arkimedehq/arkimede
Muldro
Personal AI operating system for founders — a multi-agent runtime that perceives Gmail, Calendar, Slack and GitHub, maintains a world model, plans, and gates every external write…
Ponymemory
Autonomous 5-tier memory system for Claude Code — Qdrant semantic search + Obsidian knowledge archive + local BGE-M3 embeddings. Zero API keys, fully local.
Sloplesscode
Local-first memory, knowledge, and coordination server for AI coding agents.
Code KB
Retrieval & navigation service for a code monorepo + its docs: indexes source and docs into small, locatable "atoms" and answers with a strict cite-or-die policy. Agent-first, MCP…
AI Portfolio Manager
An autonomous LLM fund that scores its own stock predictions — Brier score, calibration curves, eval + ablation harness — and serves its full decision history over MCP. LangGraph…
Anthropic RAG
Self-hosted, always-fresh RAG pipeline over the Anthropic GitHub org — grounded, cited Q&A over docs + issues/PRs/comments, refreshed hourly and served to AI agents over an MCP se…
Obsidian Librarian
📚 A personal AI librarian for your Obsidian vault, a RAG pipeline and a LangGraph agent in one container. Answers from your notes with citations, and edits them after you confirm.
Universal File RAG
Hybrid RAG over PDFs, DOCX, spreadsheets, code repos, audio & images — explainable per-file retrieval routing (vector/hierarchical/code-graph), cited answers, and an MCP server. P…
Powerbrain
🧠 Open-source context engine that feeds AI agents with policy-compliant enterprise knowledge. MCP-native, GDPR & EU AI Act ready, self-hosted.
DevdocxAI
DevDocxAI is a production-grade multi-agent AI system that automatically generates, maintains, and updates engineering documentation by deeply understanding you…DevDocAI is a prod…
Vraksha
Vraksha remembers so you can focus on creating.
AgentWrite
Multi-Agent AI Writing Workbench — Config-driven agent assembly with Google ADK, streaming output, personalized memory (Vector + BM25 + Reranker), and async task execution. Java 1…
NexaFlow
“企业级AI原生协作平台核心架构：支持多租户隔离的向量知识库（RAG）、具备上下文感知的LLM Agent编排，以及基于MCP（模型上下文协议）的工作区级工具集成；后端采用FastAPI异步框架，前端基于Next.js 14构建高交互体验。
Agentbuilder
NOVA by Fractics — secure, multi-tenant platform for grounded Hybrid RAG, ecommerce, Shopify, Lal Kitab, and support agents.
AI Chatbot With Vector Store Memory And MCP Tools
A sophisticated AI-powered study companion chatbot that leverages advanced AI capabilities with vector store memory retention and Model Context Protocol (MCP) integration. This pr…
Daml Rag Framework
🧠 DAML-RAG: Domain-Adaptive Multi-source Learning RAG Framework | GraphRAG混合检索 + 推理时学习 + 教师-学生双模型协作 | Production-ready vertical domain AI solution
DatapizzaAI RAG
Datapizza‑AI FAQ chatbot with RAG: Streamlit front end, Qdrant vector DB, Google Gemini, MCP docs integration, and conversation memory.
Tiburcio
RAG-powered onboarding agent that indexes your codebase into a vector store and exposes MCP tools + Vue chat UI for Claude Code.