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MCP servers tagged qdrant
178 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.
OpenBio Intel
Open-source clinical market intelligence for biopharma — the AlphaSense/Cortellis alternative you can self-host. LangGraph agents over ClinicalTrials.gov, FDA approvals & rejectio…
Hermes Agent Harness Plus
🧸✨ Hermes Agent companion toolbox for task evidence, local recall, reusable skills, and optional Prime minion orchestration.
Knowledge Base System Oss
本地优先的 AI 知识库 · 人与 AI Agent 双端共用 · RAG + MCP · 一键 dmg 装机
Phantombot
Open-source web crawler and knowledge extraction engine for the AI agentic era. Turns the web into structured, agent-queryable knowledge.
Ultron Control Center
Memoria gobernada, AI Router y orquestacion de skills/agentes para Claude Code — cockpit Tauri 2 + React 19 + Rust. Instalable por componentes.
Repo MCP Server
MCP server that exposes an indexed codebase to AI agents as tools - semantic code search, dependency analysis, and graph queries.
Ebrain
Persistent External Brain for AI Coding Agents. 6 memory tiers, sub-100ms recall, 107K+ memories, 21 MCP tools, 85+ REST endpoints. Built in Rust.
Ops Incident Core
Collector-first engineering evidence backend for deterministic ingestion, Qdrant retrieval, cited investigation, readiness reports, workflows, evals, and Core MCP. Azure deploymen…
ErrorLogAnalyzer
AI-powered error log analyzer built with .NET 9, Semantic Kernel, and Ollama. Uses an agentic MCP loop to correlate production errors with deployment history, then retrieves relev…
Sqldbagent
Service-first database intelligence platform for safe inspection, guarded SQL, retrieval, and agent-ready context.
Enterprise Shared Memory Poc
Governed shared-memory control plane for coding agents: PostgreSQL-authoritative experience cards, replaceable vector index, and a utility-aware USE/ABSTAIN router with auditable…
1c Metadata
MCP-сервер для навигации по конфигурации 1С:Предприятие (метаданные + BSL): семантический поиск, граф вызовов, структура объектов
Jeffvato Ultimate N8n Stack
3. Description: (already filled, but verify) Production-ready n8n automation platform with AI services, MCP servers for Claude Code, RedisStack, PostgreSQL, Ollama, and compreh…
Ticktick Terminal Control
TickTick CLI Mastery 2026 - Ultimate Task Manager, MCP & Skill Hub
Portfolio V2
AI-native developer portfolio — RAG chatbot, AI agents, full-stack apps. FastAPI + Next.js, built spec-first with Claude Code.
Forgetmenot
A local harness for mem0 to persist memories from sources such as LLM context windows to durable stores (Qdrant - Vectors, Neo4j - Knowledge Graph, Postgres - Archival) via MCP
Memory Xx
memory-xx 是一套面向 AI Agent 的长期记忆框架，用来让 Codex、Claude Code、OpenClaw 等本地或多 Agent 系统安全地记录、更新和召回长期记忆。
GovPress MCP
Korean policy briefing MCP server with Markdown corpus, semantic search, and public MCP tools
RAG Knowledge Base Platform
Structure‑aware RAG platform with semantic search and citations.
A2a Superhub
Durable A2A coordination with opt-in Markdown memory, offline inboxes, knowledge graph and timeline, plus authorized Qdrant hybrid retrieval.
Mem Fusion
Memory fusion for Claude Code — across sessions, cognitive layers, and machines. Personal memory today; group memory via the bundled Constellation extension in v0.3.0.
Forja Guide
Open architecture and implementation roadmap for Forja, a governed multi-agent software factory.
Nightglass
Air-gapped SAR intelligence assistant. Detects vessels in Sentinel-1 radar imagery, correlates them with AIS in space and time, and drafts cited INTREPs behind a human-review gate…
Rah Qdrant Integration
Community add-on for RA-H OS that replaces sqlite-vec with Qdrant for vector search. Solves ARM64 and NFS compatibility issues. Includes Docker Compose setup, ingest/search CLI, a…
Knowify
Agentic RAG chatbot with hybrid retrieval (BM25 + dense), cross-encoder reranking, and a self-correcting retry loop. Long-term memory, MCP client/server support, and RAGAS-evaluat…
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…