Skill Quality Gap Report

This report checks required sections and textual contract markers in content/skills/. It does not measure installed-Plugin behavior, answer accuracy or research acceptance. Flagged sections and markers need source review; a missing phrase is not proof of missing behavior. See quality evidence levels.

Summary

Total skills scanned: 82
Structurally complete skills: 70/82

Required Section Coverage

Section	Coverage
Purpose	82/82 (100.0%)
Inputs	81/82 (98.8%)
Process	82/82 (100.0%)
Output Contract	82/82 (100.0%)
Quality Bar	79/82 (96.3%)
Common Pitfalls	78/82 (95.1%)

Stage Coverage

Stage	Complete Coverage
A_framing	5/6 (83.3%)
B_literature	8/9 (88.9%)
C_design	9/9 (100.0%)
D_ethics	3/3 (100.0%)
E_synthesis	4/5 (80.0%)
F_writing	6/8 (75.0%)
G_compliance	3/3 (100.0%)
H_submission	4/8 (50.0%)
I_code	10/10 (100.0%)
J_proofread	3/4 (75.0%)
K_presentation	4/4 (100.0%)
L_coursework	4/4 (100.0%)
M_dissertation	4/4 (100.0%)
Z_cross_cutting	3/5 (60.0%)

First Batch Priority

Prioritize A/B/F/J/I stages, then sort by missing coverage count.

Skill	Stage	Missing Sections	Missing Constraints
`content/skills/B_literature/fulltext-fetcher.md`	B_literature	Inputs, Common Pitfalls	insufficient-input behavior, claim strength rules
`content/skills/F_writing/effect-size-interpreter.md`	F_writing	Quality Bar, Common Pitfalls	claim strength rules, no hallucinated citations/data
`content/skills/F_writing/analysis-interpreter.md`	F_writing	Quality Bar, Common Pitfalls	-
`content/skills/A_framing/venue-analyzer.md`	A_framing	-	insufficient-input behavior
`content/skills/J_proofread/human-voice-rewriter.md`	J_proofread	-	insufficient-input behavior
`content/skills/E_synthesis/evidence-synthesizer.md`	E_synthesis	Quality Bar, Common Pitfalls	no hallucinated citations/data
`content/skills/H_submission/fatal-flaw-detector.md`	H_submission	-	insufficient-input behavior, claim strength rules
`content/skills/H_submission/journal-fit-recommender.md`	H_submission	-	insufficient-input behavior, claim strength rules
`content/skills/H_submission/peer-review-simulation.md`	H_submission	-	insufficient-input behavior, claim strength rules
`content/skills/H_submission/submission-packager.md`	H_submission	-	insufficient-input behavior, claim strength rules
`content/skills/Z_cross_cutting/model-collaborator.md`	Z_cross_cutting	-	platform-neutral wording
`content/skills/Z_cross_cutting/self-critique.md`	Z_cross_cutting	-	insufficient-input behavior

Full Matrix

`content/skills/A_framing/contribution-crafter.md`

Stage: A_framing
Missing sections: -
Missing constraints: -

`content/skills/A_framing/gap-analyzer.md`

Stage: A_framing
Missing sections: -
Missing constraints: -

`content/skills/A_framing/hypothesis-generator.md`

Stage: A_framing
Missing sections: -
Missing constraints: -

`content/skills/A_framing/question-refiner.md`

Stage: A_framing
Missing sections: -
Missing constraints: -

`content/skills/A_framing/theory-mapper.md`

Stage: A_framing
Missing sections: -
Missing constraints: -

`content/skills/A_framing/venue-analyzer.md`

Stage: A_framing
Missing sections: -
Missing constraints: insufficient-input behavior

`content/skills/B_literature/academic-searcher.md`

Stage: B_literature
Missing sections: -
Missing constraints: -

`content/skills/B_literature/citation-formatter.md`

Stage: B_literature
Missing sections: -
Missing constraints: -

`content/skills/B_literature/citation-snowballer.md`

Stage: B_literature
Missing sections: -
Missing constraints: -

`content/skills/B_literature/concept-extractor.md`

Stage: B_literature
Missing sections: -
Missing constraints: -

`content/skills/B_literature/fulltext-fetcher.md`

Stage: B_literature
Missing sections: Inputs, Common Pitfalls
Missing constraints: insufficient-input behavior, claim strength rules

`content/skills/B_literature/literature-mapper.md`

Stage: B_literature
Missing sections: -
Missing constraints: -

`content/skills/B_literature/paper-extractor.md`

Stage: B_literature
Missing sections: -
Missing constraints: -

`content/skills/B_literature/paper-screener.md`

Stage: B_literature
Missing sections: -
Missing constraints: -

`content/skills/B_literature/reference-manager-bridge.md`

Stage: B_literature
Missing sections: -
Missing constraints: -

`content/skills/C_design/data-dictionary-builder.md`

Stage: C_design
Missing sections: -
Missing constraints: -

`content/skills/C_design/data-management-plan.md`

Stage: C_design
Missing sections: -
Missing constraints: -

`content/skills/C_design/dataset-finder.md`

Stage: C_design
Missing sections: -
Missing constraints: -

`content/skills/C_design/prereg-writer.md`

Stage: C_design
Missing sections: -
Missing constraints: -

`content/skills/C_design/rival-hypothesis-designer.md`

Stage: C_design
Missing sections: -
Missing constraints: -

`content/skills/C_design/robustness-planner.md`

Stage: C_design
Missing sections: -
Missing constraints: -

`content/skills/C_design/study-designer.md`

Stage: C_design
Missing sections: -
Missing constraints: -

`content/skills/C_design/variable-constructor.md`

Stage: C_design
Missing sections: -
Missing constraints: -

`content/skills/C_design/variable-operationalizer.md`

Stage: C_design
Missing sections: -
Missing constraints: -

`content/skills/D_ethics/deidentification-planner.md`

Stage: D_ethics
Missing sections: -
Missing constraints: -

`content/skills/D_ethics/ethics-irb-helper.md`

Stage: D_ethics
Missing sections: -
Missing constraints: -

`content/skills/D_ethics/statement-generator.md`

Stage: D_ethics
Missing sections: -
Missing constraints: -

`content/skills/E_synthesis/effect-size-calculator.md`

Stage: E_synthesis
Missing sections: -
Missing constraints: -

`content/skills/E_synthesis/evidence-synthesizer.md`

Stage: E_synthesis
Missing sections: Quality Bar, Common Pitfalls
Missing constraints: no hallucinated citations/data

`content/skills/E_synthesis/publication-bias-checker.md`

Stage: E_synthesis
Missing sections: -
Missing constraints: -

`content/skills/E_synthesis/qualitative-coding.md`

Stage: E_synthesis
Missing sections: -
Missing constraints: -

`content/skills/E_synthesis/quality-assessor.md`

Stage: E_synthesis
Missing sections: -
Missing constraints: -

`content/skills/F_writing/analysis-interpreter.md`

Stage: F_writing
Missing sections: Quality Bar, Common Pitfalls
Missing constraints: -

`content/skills/F_writing/discussion-writer.md`

Stage: F_writing
Missing sections: -
Missing constraints: -

`content/skills/F_writing/effect-size-interpreter.md`

Stage: F_writing
Missing sections: Quality Bar, Common Pitfalls
Missing constraints: claim strength rules, no hallucinated citations/data

`content/skills/F_writing/figure-specifier.md`

Stage: F_writing
Missing sections: -
Missing constraints: -

`content/skills/F_writing/manuscript-architect.md`

Stage: F_writing
Missing sections: -
Missing constraints: -

`content/skills/F_writing/meta-optimizer.md`

Stage: F_writing
Missing sections: -
Missing constraints: -

`content/skills/F_writing/proposal-writer.md`

Stage: F_writing
Missing sections: -
Missing constraints: -

`content/skills/F_writing/table-generator.md`

Stage: F_writing
Missing sections: -
Missing constraints: -

`content/skills/G_compliance/prisma-checker.md`

Stage: G_compliance
Missing sections: -
Missing constraints: -

`content/skills/G_compliance/reporting-checker.md`

Stage: G_compliance
Missing sections: -
Missing constraints: -

`content/skills/G_compliance/tone-normalizer.md`

Stage: G_compliance
Missing sections: -
Missing constraints: -

`content/skills/H_submission/credit-taxonomy-helper.md`

Stage: H_submission
Missing sections: -
Missing constraints: -

`content/skills/H_submission/fatal-flaw-detector.md`

Stage: H_submission
Missing sections: -
Missing constraints: insufficient-input behavior, claim strength rules

`content/skills/H_submission/journal-fit-recommender.md`

Stage: H_submission
Missing sections: -
Missing constraints: insufficient-input behavior, claim strength rules

`content/skills/H_submission/limitation-auditor.md`

Stage: H_submission
Missing sections: -
Missing constraints: -

`content/skills/H_submission/peer-review-simulation.md`

Stage: H_submission
Missing sections: -
Missing constraints: insufficient-input behavior, claim strength rules

`content/skills/H_submission/rebuttal-assistant.md`

Stage: H_submission
Missing sections: -
Missing constraints: -

`content/skills/H_submission/reviewer-empathy-checker.md`

Stage: H_submission
Missing sections: -
Missing constraints: -

`content/skills/H_submission/submission-packager.md`

Stage: H_submission
Missing sections: -
Missing constraints: insufficient-input behavior, claim strength rules

`content/skills/I_code/code-builder.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/I_code/code-execution.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/I_code/code-planning.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/I_code/code-review.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/I_code/code-specification.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/I_code/data-cleaning-planner.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/I_code/data-merge-planner.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/I_code/release-packager.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/I_code/reproducibility-auditor.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/I_code/stats-engine.md`

Stage: I_code
Missing sections: -
Missing constraints: -

`content/skills/J_proofread/ai-fingerprint-scanner.md`

Stage: J_proofread
Missing sections: -
Missing constraints: -

`content/skills/J_proofread/final-proofreader.md`

Stage: J_proofread
Missing sections: -
Missing constraints: -

`content/skills/J_proofread/human-voice-rewriter.md`

Stage: J_proofread
Missing sections: -
Missing constraints: insufficient-input behavior

`content/skills/J_proofread/similarity-checker.md`

Stage: J_proofread
Missing sections: -
Missing constraints: -

`content/skills/K_presentation/beamer-builder.md`

Stage: K_presentation
Missing sections: -
Missing constraints: -

`content/skills/K_presentation/presentation-planner.md`

Stage: K_presentation
Missing sections: -
Missing constraints: -

`content/skills/K_presentation/slide-architect.md`

Stage: K_presentation
Missing sections: -
Missing constraints: -

`content/skills/K_presentation/slidev-scholarly-builder.md`

Stage: K_presentation
Missing sections: -
Missing constraints: -

`content/skills/L_coursework/assignment-brief-analyzer.md`

Stage: L_coursework
Missing sections: -
Missing constraints: -

`content/skills/L_coursework/coursework-architect.md`

Stage: L_coursework
Missing sections: -
Missing constraints: -

`content/skills/L_coursework/coursework-reviser.md`

Stage: L_coursework
Missing sections: -
Missing constraints: -

`content/skills/L_coursework/rubric-mapper.md`

Stage: L_coursework
Missing sections: -
Missing constraints: -

`content/skills/M_dissertation/chapter-architect.md`

Stage: M_dissertation
Missing sections: -
Missing constraints: -

`content/skills/M_dissertation/dissertation-planner.md`

Stage: M_dissertation
Missing sections: -
Missing constraints: -

`content/skills/M_dissertation/dissertation-readiness-checker.md`

Stage: M_dissertation
Missing sections: -
Missing constraints: -

`content/skills/M_dissertation/supervisor-feedback-integrator.md`

Stage: M_dissertation
Missing sections: -
Missing constraints: -

`content/skills/Z_cross_cutting/academic-context-maintainer.md`

Stage: Z_cross_cutting
Missing sections: -
Missing constraints: -

`content/skills/Z_cross_cutting/boundary-interviewer.md`

Stage: Z_cross_cutting
Missing sections: -
Missing constraints: -

`content/skills/Z_cross_cutting/metadata-enricher.md`

Stage: Z_cross_cutting
Missing sections: -
Missing constraints: -

`content/skills/Z_cross_cutting/model-collaborator.md`

Stage: Z_cross_cutting
Missing sections: -
Missing constraints: platform-neutral wording

`content/skills/Z_cross_cutting/self-critique.md`

Stage: Z_cross_cutting
Missing sections: -
Missing constraints: insufficient-input behavior

Skill Quality Gap Report ​

Summary ​

Required Section Coverage ​

Stage Coverage ​

First Batch Priority ​

Full Matrix ​

content/skills/A_framing/contribution-crafter.md ​

content/skills/A_framing/gap-analyzer.md ​

content/skills/A_framing/hypothesis-generator.md ​

content/skills/A_framing/question-refiner.md ​

content/skills/A_framing/theory-mapper.md ​

content/skills/A_framing/venue-analyzer.md ​

content/skills/B_literature/academic-searcher.md ​

content/skills/B_literature/citation-formatter.md ​

content/skills/B_literature/citation-snowballer.md ​

content/skills/B_literature/concept-extractor.md ​

content/skills/B_literature/fulltext-fetcher.md ​

content/skills/B_literature/literature-mapper.md ​

content/skills/B_literature/paper-extractor.md ​

content/skills/B_literature/paper-screener.md ​

content/skills/B_literature/reference-manager-bridge.md ​

content/skills/C_design/data-dictionary-builder.md ​

content/skills/C_design/data-management-plan.md ​

content/skills/C_design/dataset-finder.md ​

content/skills/C_design/prereg-writer.md ​

content/skills/C_design/rival-hypothesis-designer.md ​

content/skills/C_design/robustness-planner.md ​

content/skills/C_design/study-designer.md ​

content/skills/C_design/variable-constructor.md ​

content/skills/C_design/variable-operationalizer.md ​

content/skills/D_ethics/deidentification-planner.md ​

content/skills/D_ethics/ethics-irb-helper.md ​

content/skills/D_ethics/statement-generator.md ​

content/skills/E_synthesis/effect-size-calculator.md ​

content/skills/E_synthesis/evidence-synthesizer.md ​

content/skills/E_synthesis/publication-bias-checker.md ​

content/skills/E_synthesis/qualitative-coding.md ​

content/skills/E_synthesis/quality-assessor.md ​

content/skills/F_writing/analysis-interpreter.md ​

content/skills/F_writing/discussion-writer.md ​

content/skills/F_writing/effect-size-interpreter.md ​

content/skills/F_writing/figure-specifier.md ​

content/skills/F_writing/manuscript-architect.md ​

content/skills/F_writing/meta-optimizer.md ​

content/skills/F_writing/proposal-writer.md ​

content/skills/F_writing/table-generator.md ​

content/skills/G_compliance/prisma-checker.md ​

content/skills/G_compliance/reporting-checker.md ​

content/skills/G_compliance/tone-normalizer.md ​

content/skills/H_submission/credit-taxonomy-helper.md ​

content/skills/H_submission/fatal-flaw-detector.md ​

content/skills/H_submission/journal-fit-recommender.md ​

content/skills/H_submission/limitation-auditor.md ​

content/skills/H_submission/peer-review-simulation.md ​

content/skills/H_submission/rebuttal-assistant.md ​

content/skills/H_submission/reviewer-empathy-checker.md ​

content/skills/H_submission/submission-packager.md ​

content/skills/I_code/code-builder.md ​

content/skills/I_code/code-execution.md ​

content/skills/I_code/code-planning.md ​

content/skills/I_code/code-review.md ​

content/skills/I_code/code-specification.md ​

content/skills/I_code/data-cleaning-planner.md ​

content/skills/I_code/data-merge-planner.md ​

content/skills/I_code/release-packager.md ​

content/skills/I_code/reproducibility-auditor.md ​

content/skills/I_code/stats-engine.md ​

content/skills/J_proofread/ai-fingerprint-scanner.md ​

content/skills/J_proofread/final-proofreader.md ​

content/skills/J_proofread/human-voice-rewriter.md ​

content/skills/J_proofread/similarity-checker.md ​

content/skills/K_presentation/beamer-builder.md ​

content/skills/K_presentation/presentation-planner.md ​

content/skills/K_presentation/slide-architect.md ​

content/skills/K_presentation/slidev-scholarly-builder.md ​

content/skills/L_coursework/assignment-brief-analyzer.md ​

content/skills/L_coursework/coursework-architect.md ​

content/skills/L_coursework/coursework-reviser.md ​

content/skills/L_coursework/rubric-mapper.md ​

content/skills/M_dissertation/chapter-architect.md ​