Review gate

Final scoring is withheld because this record is currently Needs verification. Official links, pricing, license, and publication summary need manual review before indexing.

Tool fit

Primary repository

Mapped use cases

RAG Frameworks

RAG Frameworks

Retrieval-augmented generation frameworks, vector databases, and data tooling for knowledge-connected LLM apps.

Use caseNeeds verification

Self-Hosted AI Tools

Self Hosted AI Tools

Open-source and locally controllable AI tools for builders who need privacy, portability, or reduced vendor lock-in.

Use caseNeeds verification

Related repositories

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

RepositoryAuto enrichedPythonApache-2.0High starsActive signal

Related skills

Loading, cleaning, chunking, and normalizing documents or structured data.

Role: Recommended

SkillNeeds verificationDataRequired

Evaluation

Quality

Testing LLM quality, retrieval quality, task completion, and regression behavior.

Role: Recommended

SkillNeeds verificationQualityRecommended

Connecting LLMs to external knowledge with retrieval, ranking, and grounded responses.

Role: Recommended

SkillNeeds verificationAIRequired