Engineering paper auditor
Skill 169884902hzl/engineering-paper-skills/skills/engineering-paper-auditor
Audit English engineering manuscripts like a strict reviewer without drafting final prose. Use when the user asks to review, diagnose, critique, find paper weaknesses, check claim-evidence logic, inspect section boundaries, identify overclaims, assess figures/tables against claims, or produce a paper-quality action list before writing, polishing, response drafting, or validation.From its SKILL.md
npx -y skills add 169884902hzl/engineering-paper-skills --skill engineering-paper-auditorAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 1 stars1 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
SKILL.md
5.8 KB, ~1.2k tokens by cl100k_base, as published. Nobody here has run it
Engineering Paper Auditor
Use this skill to find manuscript weaknesses before rewriting. It does not produce final paper prose; it produces a prioritized audit and repair plan.
Core Stance
- Audit before rewriting.
- Findings must be tied to manuscript text, source evidence, figures/tables, or explicitly missing inputs.
- Do not invent missing experiments, references, mechanisms, line numbers, or completed edits.
- Separate paper-quality blockers from style notes.
- If the user asks whether the manuscript is ready, hand off to
engineering-validationfor build, citation, and final-readiness checks.
Boundaries
- Use
engineering-writingafter audit findings have been turned into section rewrite tasks. - Use
engineering-polishingonly after claim/evidence structure is stable. - Use
engineering-figure-tablefor detailed caption, table, or visual redesign. - Use
engineering-responsefor reviewer/advisor comment replies. - Use
engineering-validationfor readiness, build, reference, and final status.
When to Open Extra Files
| File | Open when |
|---|---|
| references/audit-rubric.md | Running a full manuscript or section audit |
| references/examples.md | Needing concrete audit output examples |
| references/failure-modes.md | Avoiding audit overreach, rewriting, or unsupported conclusions |
| references/story-continuity-audit.md | Auditing whether paper sections form a coherent story |
| references/paragraph-to-paragraph-transition-audit.md | Paragraphs are individually plausible but the section feels jumpy |
| references/claim-resurrection-audit.md | Abstract, Discussion, or Conclusion may revive unsupported claims |
| references/scored-audit-mode.md | The user explicitly asks for scores, a review panel, or reviewer simulation |
| ../_shared/story-spine.md | Full-paper or multi-section audit needs story dependency checks |
| ../_shared/evidence-boundary.md | Any claim may exceed available evidence |
| ../_shared/claim-strength.md | Auditing novelty, robustness, causality, or generalization language |
| ../_shared/citation-boundary.md | Related Work, citations, or source support are part of the audit |
| ../_shared/ai-assisted-writing-policy.md | The audit may need to flag AI-smell, disclosure, or author-verification risk |
| ../_shared/list-to-argument.md | A section reads like a list rather than an argument |
| ../_shared/sentence-role-and-story-flow.md | A paragraph may contain redundant, misplaced, missing, or disconnected sentences |
| ../_shared/terminology-ledger.md | Terms, metrics, categories, or method names drift across sections |
Workflow
- Identify the audit scope: full paper, section, figure/table set, response package, or claim-evidence map.
- Extract the paper's one-sentence thesis and stated contributions if present.
- Build a story-spine audit before local style findings.
- Build a claim-evidence audit table.
- Check section jobs: Abstract, Introduction, Related Work, Methods, Experiments, Discussion, Conclusion.
- Check figure/table responsibility against the claims they are asked to support.
- Audit sentence roles when a paragraph is unclear: every sentence must be necessary, placed correctly, connected to neighboring sentences, and bounded by evidence.
- Flag overclaims, missing anchors, section drift, table narration, caption overreach, sentence redundancy, terminology drift, and unsupported readiness claims.
- Produce a prioritized action list and route each action to the correct skill.
Scored Audit Mode
Off by default. Use it only when the user explicitly asks for scores, a review panel, or reviewer simulation; otherwise keep the unscored verdict vocabulary. The protocol, lens table, and band anchors are in references/scored-audit-mode.md.
- Three reviewer lenses pass independently: method rigor, experimental evidence, contribution and positioning.
- Bands are heuristic triage anchored to listed findings, not acceptance predictions; no weighted total is produced.
- Material that was not inspected is
CANNOT_DETERMINE, not a low band.
Default Output
Audit verdict
- Overall status: PASS / PASS_WITH_BLOCKERS / CANNOT_DETERMINE
- Highest-risk issue:
- Not verified:
Claim-evidence audit
| Claim | First stated | Method anchor | Experiment anchor | Figure/table anchor | Status | Repair route |
Story-spine findings
| Node | Present? | Evidence anchor | Break risk | Repair route |
Section-boundary findings
| Location | Symptom | Why it matters | Repair route |
Sentence role findings
| Sentence/span | Job | Needed because | Connection issue | Evidence boundary | Action |
Figure/table findings
| Item | Claim requested | Evidence visible/tabulated | Must not claim | Repair route |
Prioritized action list
| Priority | Action | Owner skill | Required input | Stop condition |
What ships with it: 8 files
11.7 KB alongside SKILL.md
agents/
- openai.yaml313 B
references/
- audit-rubric.md2.2 KB
- claim-resurrection-audit.md582 B
- examples.md1.5 KB
- failure-modes.md808 B
- paragraph-to-paragraph-transition-audit.md3.6 KB
- scored-audit-mode.md2.2 KB
- story-continuity-audit.md717 B