reflect-and-improve
ShaishavMaisuria/research-paper-lifecycle-skillsThe reflection agent. Use it right after another skill produces an artifact such as a rewrite from polish-prose, a rebuttal, an abstract, a preflight fix, or…
Scores out of 100 · grade B+
2026-08-15Works
40% of the score100/100
- Loads cleanly: valid frontmatter, required fields present, no dangling references.
Maintained
25% of the score82/100
- no commits in the last 12 weeks
Adopted
20% of the score20/100
- 29 stars on the source repo.
Documented
15% of the score100/100
- 1,369 words with worked examples.
- Ships 3 bundled files.
Install
npx skills add ShaishavMaisuria/research-paper-lifecycle-skills/reflect-and-improveWhat it says it does
The reflection agent. Use it right after another skill produces an artifact such as a rewrite from polish-prose, a rebuttal, an abstract, a preflight fix, or a tailored draft to critique that output against the stated goal, the paper's .paper-memory/profile.yml, the relevant rubric, and past .paper-memory/lessons.md, then decide whether it actually improved. Trigger words include reflect, self-critique, did this get better, did my edit help, regression check, review my own output, iterate, refine, second pass, sanity-check the rewrite, and "is the new version actually better". Runs a bounded self-refine / Reflexion loop, guards against regressions, and appends durable, deduplicated, dated lessons to .paper-memory/lessons.md via a stdlib script so the toolkit gets sharper each paper. Reflection adds cost; it only pays off when there is a measurable target.
Also in ShaishavMaisuria/research-paper-lifecycle-skills
| Artifact | Score | What the check found | Type | Reach | Last commit |
|---|---|---|---|---|---|
| write-abstractShaishavMaisuria/research-paper-lifecycle-skills | clean | Skill | 29 stars | 2 months ago | |
| add-venue-profileShaishavMaisuria/research-paper-lifecycle-skills | clean | Skill | 29 stars | 2 months ago | |
| draft-related-workShaishavMaisuria/research-paper-lifecycle-skills | clean | Skill | 29 stars | 2 months ago | |
| find-papersShaishavMaisuria/research-paper-lifecycle-skills | clean | Skill | 29 stars | 2 months ago | |
| make-slidesShaishavMaisuria/research-paper-lifecycle-skills | clean | Skill | 29 stars | 2 months ago | |
| orchestrate-paperShaishavMaisuria/research-paper-lifecycle-skills | clean | Skill | 29 stars | 2 months ago |
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