audit-reporting-quality
SkillDev toolsLets your agent check whether a research or evaluation report includes the details needed to interpret and reproduce it.
Available today. Use it from your connected AI after setup.
No other account needed.
Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
Then ask your AI: use the audit-reporting-quality skill
About this skill
Audit whether a research/evaluation artifact reports the information needed for interpretation and reproduction, using a domain-appropriate checklist.
What this skill tells your AI
The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/audit-reporting-quality/SKILL.md and read by ahel’s review.
Purpose
Audit whether an artifact reports the information needed for interpretation and reproduction using a declared domain-appropriate checklist.
Input contract
required: [artifact, reporting_checklist]
optional: [domain_schema, reproduction_requirements, source_context]
constraints: [each checklist judgment must cite present, absent, or ambiguous evidence]
Procedure
- Instantiate the checklist for the artifact type and domain.
- Inspect each item and record evidence, omission, or ambiguity.
- Separate interpretation-critical omissions from cosmetic omissions.
- Summarize reporting completeness and reproduction implications.
Output contract
produces: [checklist_results, critical_omissions, ambiguity_log, reporting_quality_summary]
delta_fields: [findings, evidence_updates, uncertainties, decisions, open_questions]
Quality gates
- Checklist version and applicability are recorded.
- Missing information is not silently inferred.
Failure and counterexamples
Do not equate a long report with complete reporting or treat an inapplicable checklist item as a failure.
Provenance map
resolved: knowledge-acquisition-documentation-auditresolved: knowledge-acquisition-reproducibility-checklist-auditintermediate: Pass3/audit-benchmark-documentationintermediate: Pass3/audit-reproducibility-reporting
Signals
- GitHub stars
- 501
- Forks
- 41
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Key
audit-reporting-quality- Source
- github.com/yogsoth-ai/de-anthropocentric-research-engine