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

Related repositories

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.

RepositoryAuto enrichedMDXApache-2.0Active 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

Python

Programming

General Python programming for automation, data, AI, and backend scripts.

Role: Required

SkillNeeds verificationProgrammingRequired