Skill comparison

Compare agent skills before installing.

Put high-signal skills side by side and inspect quality, adoption, freshness, install readiness, use-case fit, and warnings in one place.

Comparing 2 skills

Use this as a shortlist, then open the skill detail page before adopting.

Add more skills

Decision summary

peft-fine-tuning is the strongest overall pick here because it has a 98/100 readiness score and fits RAG and knowledge.

Strongest overall

peft-fine-tuning

Use this as a leading candidate, then validate the README and install path in your own agent stack.

Fastest prototype

peft-fine-tuning

Best first install candidate based on install readiness and adoption.

Freshest repo

peft-fine-tuning

Most recent maintenance signal among this shortlist.

Signal	Loong [EMNLP 2024 (Oral)] Leave No Document Behind: Benchmarking Long-Context LLMs with Extended Multi-Doc QA	peft-fine-tuning Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when you need to train <1% of parameters with minimal accuracy loss, or for multi-adapter serving. HuggingFace's official library integrated with transformers ecosystem.
Quality	61/100 Promising	87/100 Excellent
Decision verdict	51/100 Needs manual review Do a manual repository review before adding this to an agent workflow.	98/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack.
Adoption	154 stars Verified outcomes are shown on each skill page	13K stars Verified outcomes are shown on each skill page
Freshness	Dec 22, 2025	Oct 11, 2026
Use-case fit	RAG and knowledge Document processing Testing and QA	RAG and knowledge Research agents Customer support
Workflow fit	RAG knowledge base Content growth agent	Research report agent RAG knowledge base
Platform hints	Python, RAG, Claude Code	Claude Code, OpenAI Agents
Warnings	No OpenAgentSkill engagement data yet	No OpenAgentSkill engagement data yet
Best for	RAG and knowledge workflows · Claude Code teams · builders willing to evaluate younger projects	RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals
Not ideal for	teams that need a vendor-supported SLA · high-compliance environments without internal security review	teams that need a vendor-supported SLA · high-compliance environments without internal security review
OpenAgentSkill engagement	0 views 0 install copies	0 views 0 install copies
Install	`$ npx skills add MozerWang/Loong`	`$ npx skills add Orchestra-Research/AI-Research-SKILLs --skill peft-fine-tuning`