Skill comparison
Compare agent skills before installing.
Comparing 4 skills
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
DeepResearch is the strongest overall pick here because it has a 100/100 readiness score and fits RAG and knowledge.
Strongest overall
DeepResearch
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
DeepResearch
Best first install candidate based on install readiness and adoption.
Freshest repo
Deep Research
Most recent maintenance signal among this shortlist.
| Signal | MedResearcher R1 MedResearcher-R1 is a deep research agent for medical scenarios, built on a knowledge-informed trajectory synthesis framework. | DeepResearch Tongyi Deep Research, the Leading Open-source Deep Research Agent | Deep Research An AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web scraping, and large language models. The goal of this repo is to provide the simplest implementation of a deep research agent - e.g. an agent that can refine its research direction overtime and deep dive into a topic. | ChatPaper Use ChatGPT to summarize the arXiv papers. 全流程加速科研，利用chatgpt进行论文全文总结+专业翻译+润色+审稿+审稿回复 |
|---|---|---|---|---|
| Quality | 66/100 Promising | 100/100 Excellent | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 68/100 Prototype first Prototype with this skill first; keep a fallback candidate ready. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. | 100/100 Production-ready Use this as a leading candidate, then validate the README and install path in your own agent stack. |
| Adoption | 507 stars Verified outcomes are shown on each skill page | 20K stars Verified outcomes are shown on each skill page | 19K stars Verified outcomes are shown on each skill page | 20K stars Verified outcomes are shown on each skill page |
| Freshness | Sep 1, 2025 | Feb 27, 2026 | Apr 11, 2026 | Mar 2, 2026 |
| Use-case fit | ||||
| Workflow fit | ||||
| Platform hints | Python, Research Agent, Claude Code | Python, Research Agent, Claude Code | TypeScript, Research Agent, Claude Code, OpenAI Agents | Python, Research, Claude Code, OpenAI Agents |
| Warnings | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | RAG and knowledge workflows · Claude Code teams · teams that value GitHub adoption signals | 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 | 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 | 0 views 0 install copies | 0 views 0 install copies |
| Install | $ npx skills add AQ-MedAI/MedResearcher-R1 | $ npx skills add Alibaba-NLP/DeepResearch | $ npx skills add dzhng/deep-research | $ npx skills add kaixindelele/ChatPaper |