antislop-expert

name: antislop-expert description: "This skill should be used when the user asks to 'check for slop', 'audit this text', or 'remove AI language'."

antislop-expert

Audit text for AI-generated language patterns ("slop"), hallucination markers, and stylometric tells. Produce a scored report with specific remediation suggestions.

Workflow

1. Input: Accept text to audit (pasted, file path, or search data/ for drafts).
2. Lexical scan: Check against slop lexicons (references/lexicon_slop_en.md, references/lexicon_slop_fr.md).
3. Structural analysis: Detect structural patterns per references/structural_patterns_en.md / references/motifs_structurels_fr.md.
4. Stylometric check: Apply stylometry rules from references/stylometry_en.md / references/stylometrie_fr.md.
5. Hallucination flags: Cross-reference claims against references/allegations_hallucinations_en.md / references/allegations_hallucinations_fr.md.
6. Typography: Verify typographic conventions per references/typography_en.md / references/typographie_fr.md.
7. Score: Compute an antislop score (0-100). Use scripts/antislop_score.py or scripts/slop_pipeline.py as reference for scoring logic.
8. Remediate: Apply remediation rules from references/remediation_rules_en.md / references/regles_remediation_fr.md.
9. Report: Output a structured audit report with per-section scores and specific fix suggestions.

References

• references/lexicon_slop_en.md / references/lexicon_slop_fr.md -- Slop word/phrase lexicons
• references/structural_patterns_en.md / references/motifs_structurels_fr.md -- Structural pattern detectors
• references/stylometry_en.md / references/stylometrie_fr.md -- Stylometric analysis rules
• references/allegations_hallucinations_en.md / references/allegations_hallucinations_fr.md -- Hallucination markers
• references/typography_en.md / references/typographie_fr.md -- Typographic conventions
• references/remediation_rules_en.md / references/regles_remediation_fr.md -- Fix suggestions
• scripts/antislop_score.py -- Scoring script
• scripts/slop_pipeline.py -- Full pipeline script

Triggers

• "check for slop"
• "audit this text"
• "remove AI language"
• "is this text AI-generated"
• "antislop check"
• "clean up AI writing"

Source Credibility Check (Wiki Integration)

When the audited content cites wiki sources (references like [source](wiki/...) or claims marked with confidence levels):

1. Check confidence levels: For each cited wiki article, read its frontmatter confidence field.

   • high -> OK
   • medium -> Flag: "Source a confiance moyenne -- verifier avant publication."
   • low -> Flag: "Source a faible confiance -- rechercher des sources supplementaires."
   • Missing/no wiki -> Flag: "Affirmation sans source wiki. Ajouter via /sales:recherche."

2. Check staleness: Read the updated field in cited article frontmatter. If older than 90 days, flag: "Source datee de plus de 90 jours. Re-rechercher avec /sales:recherche."

3. Report: Add a "Credibilite des sources" section to the audit report with per-source confidence and freshness scores.