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Get Started Free →Validate bibliography entries against citations in all lecture files. Structural checks (missing/unused entries, malformed fields) by default; `--semantic` adds citation-drift detection, DOI verification, and style-consistency checks.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 834% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 42% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -17% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 25% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 32% | 0% |
Cross-reference citations in lecture files against bibliography entries. Two modes:
--semantic: adds citation-drift detection (duplicate entries for the same paper), DOI verification via crossref, and citation-style consistency within each file.Report saved to quality_reports/bib_audit_[structural|semantic].md.
.tex: \cite{, \citet{, \citep{, \citeauthor{, \citeyear{, \textcite{, \parencite{.qmd / .md: @key, [@key], [@key1; @key2].bib..bib but never cited..bib key (e.g., Smith2020 vs Smth2020).doi field normalized (no leading https://doi.org/).quality_reports/bib_audit_structural.md.Slides/*.tex
Quarto/*.qmd
guide/*.qmd
master_supporting_docs/**/*.texBibliography_base.bib at repo root by default; override via CLAUDE.md.
--semantic)Everything in Mode 1, plus:
Multiple .bib entries describing the same paper under different keys. Symptoms:
Smith2020 + Smith2020a with identical DOI or title.CallawaySantAnna2021 + CS2021 both pointing to the same paper..bib files.Detection heuristics (any → FLAG):
| Check | Signal | |---|---| | Same DOI across keys | Hard-duplicate (CRITICAL) | | Same title (case-insensitive, punct-stripped) | Likely duplicate (CRITICAL) | | Same author+year+journal | Probable duplicate (MEDIUM) | | Title Jaccard > 0.85 on tokens ≥ 4 chars | Soft-duplicate (LOW) |
For each flagged pair: list both keys, where each is cited, and recommend a canonical key (prefer most-cited, then alphabetically first).
For each entry with a doi, fetch https://api.crossref.org/works/{doi} and compare:
Severity:
Rate limit: cap 50 lookups per run, 0.5s delay between calls. Cache in quality_reports/.doi_cache.json.
Opt-out: --skip-doi for offline or no-WebFetch environments.
For each file, count citation commands (\citet vs \citep vs \cite; @key vs [@key]). FLAG files with mixed styles without an obvious pattern (e.g., 20× \citep and 3× \cite in the same deck). Low-severity.
Gated behind --cite-claim. For the top-10 most-cited works per file, WebFetch the crossref abstract and surface it beside the in-text context. No auto-judgment — humans decide if the claim matches.
> This is existence/structure, not appropriateness. Deciding whether the cited paper actually says what the in-text claim attributes to it is /verify-claims's job — it reads the source and grounds a supports / partial / contradicts verdict in quotes + pages (with the EXPLAINED escape for a defensible named alternative). --cite-claim only surfaces the abstract; for the verdict, run /verify-claims.
quality_reports/bib_audit_semantic.md)markdown# Bibliography Semantic Audit **Date:** YYYY-MM-DD **Bibliography:** Bibliography_base.bib (N entries) **Files scanned:** [list] ## Summary | Check | Critical | Medium | Low | |---|---|---|---| | Structural | | | | | Citation drift | | | | | DOI verification | | | | | Style consistency | 0 | 0 | | ## Critical Issues ### Duplicate entries | Keys | Signal | Citations | Recommended canonical | |---|---|---|---| ### DOI mismatches | Key | Field | .bib value | crossref value | |---|---|---|---| ## Medium / Low issues … ## Next steps 1. Resolve duplicates — pick canonical key, update citations, remove orphans. 2. Fix DOI mismatches — verify paper in crossref or strip the wrong DOI. 3. Review style-consistency notes.
.claude/skills/review-paper/SKILL.md — pair for full pre-submission..claude/skills/audit-reproducibility/SKILL.md — numeric-claims counterpart..claude/skills/verify-claims/SKILL.md — citation appropriateness counterpart (does the cited paper support the claim?). This skill checks that a citation exists and is well-formed; /verify-claims checks that it holds./verify-claims's job (see 2d); this skill stays existence-and-structure only..bib file — all edits are recommendations.Other measured skills in the registry, with their headline benchmark lift.