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ccf-idea-reviewer
Assess research ideas for value, novelty, insight, and mechanism. Use for 思路审核, 靠谱吗, 值得做吗, 创新够不够, idea review, scoring, and ranking; no numeric-score request is needed. Default to concept-only review without experiment assessment, including ideas extracted from manuscripts. Developing an idea belongs to ccf-idea-optimizer; evaluating manuscript evidence or writing belongs to ccf-paper-reviewer.
Why this score
This repo hosts 10 skills, so its 3,145 stars are split between them (about 315 each) for scoring.
Popularity score: 72/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit b8c9716016dd, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneccf-idea-reviewer mikubaka88/CCFA-Skills · Skill | 72 | ★ 3.1k | ≈104 always | 16d ago |
| idea-reviewer AutoResearch-Factory/Agon · Subagent Both about idea and reviewer | 52 | ★ 54 | ≈26 in chat | 29d ago |
| reviewer cat-xierluo/SuitAgent · Subagent Both about reviewer | 57 | ★ 206 | ≈28 in chat | 3mo ago |
| referee2-reviewer flonat/flonat-research · Subagent Both about reviewer and manuscript | 51 | ★ 147 | ≈23 in chat | 1mo ago |
| growth-ideas mergisi/awesome-openclaw-agents · Skill Both about idea | 71 | ★ 4.0k | ≈27 always | 1mo ago |
| research-reviewer galdawave/pickle-rick-extension · Skill Both about reviewer and evidence | 55 | ★ 453 | ≈39 always | 6mo ago |