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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.
NotedThat
A markdown-first knowledgebase you can hit from your editor, your AI agent, or any WebDAV client — one shared store, semantic + keyword search.
Sessionweft
SessionWeft Runtime Platform
MCPulse RAG
Self-hosted RAG stack with Qdrant, MCP over SSE, automatic indexing, file watching, scheduled health checks, and email reporting.
Orbyntiq
Local-first multi-agent AI platform with LangGraph, RAG, MCP, FastAPI, Angular, Ollama, Qdrant, Redis, MongoDB, and production observability.
Quickcontext
Provide fast local code search, indexing, and retrieval using Rust and Python tools with AI-assisted context and symbol analysis.
AI Eng Prep
Hands-on AI-engineering repo: a Python RAG pipeline that grows into a model-decided agent — with retrieval & trajectory evals, an MCP server, and per-run cost/token/latency observ…
JINXUS
A hyper-personalized multi-agent AI assistant with a virtual pixel office.
Finora
Production-grade AI equities intelligence for NRI and global investors.
Org Mind
Persistent organizational memory MCP server for Claude Code. Eliminates the context cold-start problem — one knowledge graph, every developer, every session.
Agent Coding Harness
Arnes para agentes de IA con múltiples proveedores y modelos, ejecución segura en sandbox, memoria vectorial con Qdrant, HITL, skills, herramientas HTTP y MCP, observabilidad, gob…
PlaudBlender
Local-first Plaud recording pipeline and personal knowledge timeline with Python, SQLite, Qdrant, RAG, 3D graphs, MCP tools, and a SwiftUI companion.
Give Obsidian A Memory
Claude forgets you. Your notes don't. — Local memory for Claude, built on Obsidian + Ollama. One-file installer for macOS / Windows / Linux.
Luna AI
🌙 Luna AI — AI-Powered Mental Health Counseling & Emotional Well-Being Companion. Features real-time voice call counseling (VAD + TTS), automated daily AI diary synthesis, mood tr…
Chatbot With Vector Store Memory MCP Tools And Voice Mode
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…
SIP MCP Connector
Model Context Protocol server for Luxembourg government news from SIP, semantic search, RSS, Docker, Helm and Kubernetes.
Vaultspec Rag
Search code and feature records by meaning through the command line or Model Context Protocol (MCP). Inference runs on your GPU.
Ollqd
📚 Index codebases and docs into Qdrant with Ollama embeddings, enabling AI assistants to search code via Model Context Protocol (MCP).
Kokomi
🌊 Kokomi AI: A premium multi-agent orchestration platform featuring isolated Docker sandboxing, Model Context Protocol (MCP) integration, real-time voice/chat capabilities, and au…
Annal
Semantic memory server for AI agent teams. MCP server, ChromaDB or Qdrant, local ONNX embeddings.
Semantic Knowledge Base
Multi-user MCP server for semantic search over personal document collections. Built with FastMCP, FastAPI, Qdrant, and React — features per-user isolation and measurable retrieval…
Rag Eval Pipeline
Retrieval-augmented QA over a PDF corpus, built around a from-scratch recall@k / hit-rate@k / MRR evaluation harness — exposed as MCP tools and orchestrated as a LangGraph agent (…
Akopia
Plug. Sync. Serve. — headless retrieval plane for your AI stack. Self-hosted RAG infra with Qdrant + Meilisearch + Redis, plugin-first, MCP-native.
Kernelmind MCP
(WIP) Evidence-based MCP server for Linux kernel engineering — indexes git history, LKML/lore, Patchwork, and Documentation/ so AI agents answer with citations, not hallucinations…
Zileo Docs
MCP server for RAG indexing, hybrid search, and generation of PDF/Excel/Word documents — powered by Mistral (OCR + embeddings) and Qdrant.
Alcuin
Intelligence, composed — an extensible platform for building and operating AI agents.
Contextcortex
High-performance Model Context Protocol (MCP) server providing syntax-aware Code RAG, hybrid retrieval (Dense + BM25), Tree-sitter AST chunking, and multi-repo Git indexing.
Agent Code Intel
Local-first code intelligence for AI coding agents on macOS. One command wires semantic code search (GrepAI + Ollama + Qdrant) and a call-graph index (GitNexus) into Claude Code a…
Sentinel Automation DevAgent
Self-healing dev automation stack (n8n + MCP executor + memory + Qdrant) that runs a command, asks an LLM for a fix, applies a deterministic patch, and retries.
Vector Core
Shared vector search infrastructure for MCP servers — embeddings, hybrid search, Qdrant storage, and more
Spidey
Production-oriented autonomous coding agent: multi-agent workflows, sandboxed execution, code intelligence, and human approval gates.
LLM Agent Production Architecture
Production-style multi-agent LLM stack: orchestrator + specialists over A2A, LangGraph, MCP, Qdrant, LiteLLM, Langfuse. Human-designed (decisions in ADRs), AI-implemented.
Reg AI Engine
Air-gapped, zero-egress AI execution & evaluation engine for audited enterprise environments. Async-first multi-tenant RAG, agentic DAG routing, and offline DeepEval CI/CD gates.
Leowiki
🎓 ⊰ Diploma Thesis ⊱ : 🧰 MCP Server for Semantic Search within HTL Leonding's DokuWiki ("LeoWiki") – Serving content via Role-Based Access Control (RBAC) (Teacher/Student/Admin) a…
Project AI
Self-hosted second brain for a codebase: Neo4j knowledge map built by AI, RLM task briefs from meeting notes, generated Claude Code plugins
Christian Doctrine
Personal-use theological GraphRAG engine — Bible interlinear + archaeology + church history + curated doctrinal teaching notes, built to triangulate denominational claims against…
Engram Docs
Technical documentation for the engram AI agent immune system architecture
Nanosistant
Sovereignty-first personal AI OS. Deterministic routing, four-tier memory, ruflo orchestration, 840+ tests. Hub: nstn.dev
Medical AI Assistant V0.2
AI ENGINEER PROJECTS
Nivara AI
The AI support layer for Nivara Desk: answers what it can safely answer, asks when a request is ambiguous, and escalates the rest to a human. Python, FastAPI and Qdrant, with hybr…
Dexicon
Semantic search over your own code, documents and git history, for coding agents over MCP. One container on your machine: local embeddings with Ollama, hybrid search with Qdrant,…
Github Analyzer
CLI and web tool that analyzes any public GitHub repository and produces a technical report on its stack, architecture, technical debt, and documentation quality. Includes natural…
Vault Rag
Local hybrid RAG service for Obsidian vaults - MCP + REST, fail-closed secrets gate
Nexus Rag
Hybrid RAG system with MCP server — 0.90 RAGAS faithfulness, 0.96 context precision, 91 tests
Agentforge AI
Enterprise Multi-Agent AI Operations Platform with RAG, MCP, long-term memory, governed business agents, and workflow orchestration.
Zime Memory
Qdrant + MinIO + SQLCipher 기반 Multi-Store 개인 메모리 MCP 서버
Sovereign Mini Datacenter
Self-powered solar micro-datacenter stack for complete data & compute sovereignty. Features local AI inference, multi-agent copilots, space DTN (RFC 9171), post-quantum security,…
Shopware Upgrade Intelligence
Local-first RAG-MCP server for every Shopware 6 version. Ask Claude Code about breaking changes, deprecations, CSS classes and upgrade paths across 6.4–6.7.
Flight Report Agent
Multi-provider LLM travel recommendation agent with RAG-enhanced suggestions, Qdrant vector search, MCP server, and Claude Code integration. Generates comparative PDF reports with…
Qwen Local Guide
Interactive, 100% local build guide: run Qwen on a Mac mini M4 (16GB) → RAG + multi-agent shared memory. One self-contained, offline HTML file.
Reviewform
AI-Powered Code Review Agent built with LangGraph, FastAPI, MCP, and RAG (Qdrant). Multi-step workflow with human-in-the-loop, eval framework, and structured logging.