Compare skills
Pick 2–4 skills and compare what really matters: fit, risk, install effort, and community signal.
Selected skills (1/4)
cymbal-air-toolbox-demo
GoogleCloudPlatform/cymbal-air-toolbox-demo · Score 82
Search to add skills, or paste 2–4 comma-separated slugs.
Select at least two skills for the matrix.
Use search or compare on a skill page; selection stays in the URL.
Suggested baseline
Repository: rag_demos
Author: dappros · Source status: Clear source
Examples of RAG (Retrieval-Augmented Generation) with Ethora, LangChain, and OpenAI.
Score basis：Clear source · Low risk signals · Universal
Repository: openclaw/skills
Author: cinience · Source status: Clear source
Use when working with OpenSearch vector search edition via the Python SDK (ha3engine) to push documents and run HA/SQL searches.
Score basis：Clear source · High risk signals · Claude
Repository: AI-QA-Retrieval-Assistant-API
Author: mvsaran · Source status: Clear source
A complete, end-to-end **Retrieval-Augmented Generation (RAG)** API server built with **Python**, **FastAPI**, **LangChain**, and **ChromaDB**.
Score basis：Clear source · Low risk signals · Universal
Repository: openclaw/skills
Author: lookupmark · Source status: Clear source
Semantic search over local files using all-MiniLM-L6-v2 embeddings and ms-marco-MiniLM-L-6-v2 cross-encoder reranking with ChromaDB and parent-child chunking.
Score basis：Clear source · High risk signals · OpenClaw
Repository: agent-starter-pack
Author: GoogleCloudPlatform · Source status: Clear source
Ship AI Agents to Google Cloud in minutes, not months.
Score basis：Clear source · Risk needs review · Universal
