qdrant

From data to vector database effortlessly

Production RAG System Course

Generative AI concepts to hands on projects

🐊 Snappy's unique approach unifies vision-language late interaction with structured OCR for region-level knowledge retrieval. Like the project? Drop a star! ⭐

VerifAI initiative to build open-source easy-to-deploy generative question-answering engine that can reference and verify answers for correctness (using posteriori model)

Framework for benchmarking fully-managed vector databases

Official n8n node for interfacing with Qdrant

RAG boilerplate with semantic/propositional chunking, hybrid search (BM25 + dense), LLM reranking, query enhancement agents, CrewAI orchestration, Qdrant vector search, Redis/Mongo sessioning, Celery ingestion pipeline, Gradio UI, and an evaluation suite (Hit-Rate, MRR, hybrid configs).

Collaborative Multi-Agent RAG with CrewAI

Automated Deep Research with LLMs, web search, paper parsing, and didactic summarization.

MCP client for AutoMem — give Claude, Cursor, Codex, and other MCP tools durable graph+vector memory across conversations.

Find your files with natural language and ask questions.

Medical RAG QA App using Meditron 7B LLM, Qdrant Vector Database, and PubMedBERT Embedding Model.

🚀 100% local RAG system with one-command setup. Your data never leaves your server. Apache-2.0

A Multi Agent Memory MCP That Connect Agents Across Systems and Machines

A community-driven dictionary that simplifies software, engineering and tech terms for all levels.

A Web app stack written in FastAPI, Qdrant, and React for creating AI projects

Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-language support (Go, PHP/Laravel/WP, JS/TS/React, Python), 100% local LLMs (Ollama), and vector search (Qdrant) for AI IDEs like Cursor, Windsurf, Copilot, and Claude.

A virtual agent for your virtual books📚

Drop-in AI memory layer with 2x faster response and 10x lower cost. Fully compatible with Mem0 API. Migrate in 5 minutes without any code changes. Self-host for free.