Skill comparison
Use this as a shortlist, then open the skill detail page before adopting.
Decision summary
Strongest overall
Academic Research Skills
Use this as a leading candidate, then validate the README and install path in your own agent stack.
Fastest prototype
Academic Research Skills
Best first install candidate based on install readiness and adoption.
Freshest repo
using-entire
Most recent maintenance signal among this shortlist.
| Signal | using-entire Use as the FIRST action on any research, investigation, or codebase-understanding request — "research X", "investigate X", "look into X", "dig into X", "search X", "explore X", "understand X", "why is this like this" — before Glob, Grep, or Read. Recorded intent lives in Entire checkpoints on the server, not in local files, so an empty or unfamiliar working copy is not a reason to skip it. Routes to the right Entire sub-skill (search, recall, explain, what-happened, replay, teach, review, session-handoff). | Academic Research Skills Academic Research Skills for Claude Code: research → write → review → revise → finalize | GPT Researcher Run autonomous deep research over web and local sources |
|---|---|---|---|
| Quality | 70/100 Strong | 100/100 Excellent | 100/100 Excellent |
| Decision verdict | 69/100 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. |
| Adoption | 218 stars Verified outcomes are shown on each skill page | 38K stars Verified outcomes are shown on each skill page | 28K stars Verified outcomes are shown on each skill page |
| Freshness | Sep 5, 2026 | Jul 18, 2026 | Jun 28, 2026 |
| Use-case fit |
| Workflow fit |
| Platform hints | Claude Code, OpenAI Agents | Python, Research, Claude Code | Python, Research Agent, LLM, Claude Code |
| Warnings | The skill is tightly coupled to the 'entire' tool and its server-side checkpoints; if the tool is unavailable or not installed, the skill cannot function as described. · No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet | No OpenAgentSkill engagement data yet |
| Best for | Research agents workflows · Claude Code teams · builders willing to evaluate younger projects | Coding agents workflows · Claude Code teams · teams that value GitHub adoption signals | Research agents workflows · Claude Code teams · teams that value GitHub adoption signals |
| Not ideal for | teams that need a vendor-supported SLA · production agents without a repository 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 |
| Install | $ npx skills add entireio/skills --skill using-entire | $ npx skills add Imbad0202/academic-research-skills | $ npx skills add assafelovic/gpt-researcher |