Awesome RAG Production

Yigtwxx/Awesome-RAG-Production

A curated collection of battle-tested tools, frameworks, and best practices for building, scaling, and monitoring production-grade Retrieval-Augmented Generation (RAG) systems. Covers frameworks, vector databases, retrieval & reranking, evaluation, observability, deployment, and security.

  • python
  • rag
  • awesome
  • awesome-list
  • curated-list
  • generative-ai
  • llm
  • llmops

More in MLOps and tooling

Awesome Hugging Face ModelsJehoshuaM/awesome-huggingface-models Archived

Curated list of top Hugging Face models for NLP, vision, and audio tasks with demos and benchmarks.

Learning
23 archived

milvusmilvus-io/milvus

Milvus is open source vector database for production AI, written in Go and C++, scalable and blazing fast for billions of embedding vectors.

LLMs
46.5k updated 1d ago

Qdrantqdrant/qdrant

Qdrant is open source vector similarity search engine with extended filtering support, written in Rust.

Deep learningLLMs
35.2k updated 1d ago

Netronlutzroeder/netron

Visualizer for machine learning models.

JavaScriptGeneralDeep learning
33.6k updated today

Chromachroma-core/chroma

Open-source search and retrieval database for AI applications. Vector, full-text, regex, and metadata search. Self-host or Cloud available.

LLMs
29.6k updated 1d ago

MLFlowmlflow/mlflow

Platform to manage the ML lifecycle, including experimentation, reproducibility and deployment. Framework and language agnostic, take a look at all the built-in integrations.

LLMs
28.5k updated today

promptfoopromptfoo/promptfoo

Open-source LLM evaluation and red teaming framework. Test prompts, models, agents, and RAG pipelines. Run adversarial attacks (jailbreaks, prompt injection) and integrate security testing into CI/CD.

LLMs
26.4k updated today
W

Weaviatesemi-technologies/weaviate

Weaviate is an open source vector search engine and vector database. Weaviate uses machine learning to vectorize and store data, and to find answers to natural language queries. With Weaviate you can also bring your custom ML models to production scale.

LLMsNLP
16.9k updated today
All 98 in MLOps and tooling
Esc

Type to search every entry. ↑↓ to move, Enter to open.