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

Open-Source AI Agents

Open Source AI Agents

Agent frameworks and projects for building autonomous or semi-autonomous software workflows.

Use caseNeeds verification

RAG Frameworks

RAG Frameworks

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

Use caseNeeds verification

Related repositories

Get up and running with Kimi-K2.6, GLM-5.1, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.

RepositoryAuto enrichedGoMITHigh starsActive signal

Related skills

API Literacy

Engineering

Understanding authentication, rate limits, request shapes, errors, and source attribution.

Role: Recommended

SkillNeeds verificationEngineeringRequired

Running open-source tools locally or on controlled infrastructure.

Role: Recommended

SkillNeeds verificationOpsOptional

Python

Programming

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

Role: Required

SkillNeeds verificationProgrammingRequired