LaTeX Polish — Source Lint + Vision-On-Rendered-PDF

SkillDocs & knowledge

Inspect a cleanly compiling LaTeX document for source pathologies and rendered visual defects by linting and viewing selected PDF pages. Use when compilation succeeds but title pages, floats, tables, figures, or layout still need publication-quality review. Not for basic compilation health; use $latex-health-check.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the LaTeX Polish — Source Lint + Vision-On-Rendered-PDF skill

What this skill tells your AI

The instructions your AI receives, as published by flonat/flonat-research in skills/latex-polish/SKILL.md and read by ahel’s review.

Heavier-weight visual-quality review than latex. Combines the Phase 4 source-pathology lint with vision-model inspection of selected rendered PDF pages. Designed to catch the failure class that latex Phase 4 source-grep misses: blank pages, clipped tables, illegible shrunken figures, weird title-page line spacing that the regex couldn't fingerprint, bad float placement, overlap.

When to Use

  • Pre-submission visual check on a paper, proposal, thesis, or deck
  • After major restructuring (new sections, table re-layouts, figure swaps) when you want eyes on the rendered output
  • When latex reports a clean build but something still "looks weird"
  • When preparing for a panel / supervisor read where presentation matters

When NOT to Use

NeedUse instead
Compile-fix looplatex
Citation auditlatex (Phase 5) or bib-validate
Prose / academic-argument reviewproofread
Single-figure analysisfigure-feedback
Continuous integrationThis skill renders + vision-inspects pages; too expensive to run on every save

Inputs

  • .tex path — auto-discovered or user-provided. Prefer the user's argument.
  • PDF path — assumed at <project>/<basename>.pdf (per latex convention). If absent or older than .tex, the skill aborts and suggests latex first.
  • --no-vision — skip the vision-rendering phases (Page rendering onward), run the source-pathology lint only.
  • --pages auto|N,N,N — page selection override. Default auto.

Hard Rules

  1. Do not compile. This skill presupposes a clean PDF. If the PDF is missing or stale, abort and suggest latex first.
  2. Read-only with respect to source files. Exception: Pattern-1 (spacing-hack) opt-in fix, which is offered with a diff and only applied on explicit user yes.
  3. No deploy actions. This skill produces a report; it does not commit, push, or modify build infrastructure.
  4. Cap render cost. Max 8 pages rendered per invocation. If page selection would exceed 8, prioritise: title page, worst-overfull page, first table/figure page, then arbitrary sample.
  5. Cap vision-prompt cost. One Read per rendered page. No per-page back-and-forth.

Protocol — 7 Phases

Phase 1: Pre-flight

  1. Resolve .tex path. If a directory was given, find main.tex or single .tex inside.
  2. Resolve PDF path: <dirname>/<basename without .tex>.pdf. If missing or older than .tex, abort with: "Stale or missing PDF — run latex first."
  3. Verify pdftoppm is on PATH. If not, abort with install hint (brew install poppler on macOS).
  4. Create render dir: mktemp -d /tmp/latex-polish.XXXXXX. Track this as $RENDER_DIR.

Phase 2: Source-pathology re-run (Phase 4 of latex)

Run the 9 grep-based source-pathology detectors from <skills-root>/latex/references/source-pathologies.md, plus chktex and latexindent -k if installed. Collect findings into a structured list.

This phase is identical to latex Phase 4 and is rerun here for self-containment (so latex-polish can be invoked without a prior latex run).

Phase 3: Page selection

Determine which pages to vision-inspect. Default auto:

PageWhyMandatory if available
1Title / cover — high-stakes visual real estate; title-page failure mode is commonYes
Page containing any overfull vbox > 50ptVertical overflow is almost always visually brokenYes
Page containing the largest overfull hboxThe "worst" horizontal overflow seenYes
First page containing a tableTables produce the most common visual pathologiesYes
First page containing a figureSameIf figures exist
Last body page before bibliographyCatches widow/orphan and end-of-content layout issuesIf pages > 5
Bibliography page 1Citation formatting + hanging indent regressionsIf bib exists

If overfull-box locations are not known (no log file or out/main.log missing), skip those entries. Cap total at 8 pages; if the selection would exceed 8, drop the lowest-priority entries.

Pull overfull-box page locations by reading <project>/out/<basename>.log:

awk '/Overfull \\(v|h)box/ { for(i=1;i<=NF;i++) if($i ~ /\[[0-9]+\]/) print substr($i,2,length($i)-2) }' out/main.log | sort -u

For each candidate page, also record WHY it was selected (used to pick the right vision-prompt later).

Phase 4: Page rendering

for P in $SELECTED_PAGES; do
    pdftoppm -r 150 -f $P -l $P -png "$PDF" "$RENDER_DIR/page-$P"
done

150 DPI is enough for layout analysis without ballooning file sizes. Each PNG lands at $RENDER_DIR/page-<N>-<P>.png (pdftoppm pads the page number).

Phase 5: Vision analysis

For each rendered page, Read the PNG and apply the per-page-type prompt from references/vision-prompts.md:

  • Title page prompt: focuses on alignment, line-spacing consistency, weight hierarchy, vertical block separation, font-size jumps
  • Body page prompt: focuses on paragraph spacing, hyphenation/justification artefacts, ragged margins, widow/orphan lines, float positioning
  • Table/figure page prompt: focuses on caption position, alignment with surrounding text, legibility at this rendered size, clipping, awkward whitespace
  • Bibliography page prompt: focuses on hanging indent, entry alignment, consistent inter-entry spacing
  • General prompt: catches anything unmatched

Each Read produces a structured finding list per page. Output schema per page:

Page N (selection reason: "title page" | "overfull at L<line>" | …):
  - Finding 1: <one-sentence description> [Tier: Major/Moderate/Minor]
  - Finding 2: …
  Verdict: PASS / NOTES / REVISE

If --no-vision was passed, skip Phases 3–5 entirely.

Phase 6: Report consolidation

Write the polish report to <project>/reviews/<paper-slug>/latex-polish/<YYYY-MM-DD-HHMM>.md (per rules/review-artefact-routing.md), where <paper-slug> is the paper being reviewed (e.g. paper-jtp, paper-philtech):

# LaTeX Polish Report — YYYY-MM-DD HH:MM

**Document:** <path>
**PDF age:** <minutes/hours since last build>
**Pages rendered for vision:** N
**Source detectors run:** 9 grep + chktex + latexindent

## Source pathologies (Phase 2)

<table from Phase 4 spec>

## Per-page vision findings (Phase 5)

### Page 1 — title
<verdict and findings>

### Page <N> — <reason>
<verdict and findings>

...

## Consolidated verdict

PASS / NOTES / REVISE — based on the worst finding tier across both phases.

## Suggested remediations

<prioritised list, max 10 items>

Phase 7: Quality score

Read references/quality-rubric.md. Compute deductions across:

  • Source-pathology findings (mirrors latex rubric)
  • Vision findings (this skill's distinct contribution)

Verdict thresholds per skills/shared/quality-scoring.md. Append the Score Block to the report.

Pattern-1 opt-in auto-fix

If Phase 2 detects a Pattern-1 (spacing-hack) issue, the report includes an **Offer:** block:

**Offer:** Wrap `<env-name>` in `\begin{singlespace}…\end{singlespace}` and delete the negative kerns at L<N1>, L<N2>. Apply? (Y/N)

Wait for explicit user approval. If yes, apply via narrow Edit calls and recompile via latexmk. If no, leave the report as-is. Do not silently apply.

This is the only auto-fix offered. All other findings are report-only.

What latex-polish does NOT do

  • Compile or fix compile errors (use latex first)
  • Modify prose or argument (proofread covers that)
  • Audit citations (latex Phase 5 or bib-validate)
  • Replace figure-feedback for standalone figure-file analysis
  • Auto-commit, auto-push, or modify settings.json / hooks / rules

Cross-references

Skill / FileRelationship
latexCompile + Phase 4 grep lint + citation audit. latex-polish is the deeper sibling for visual-quality review.
figure-feedbackVision pattern this skill reuses for per-page analysis
proofreadProse / argument review; non-overlapping concern
<skills-root>/latex/references/source-pathologies.mdShared detector catalogue
rules/review-artefact-routing.mdWhere the polish report is filed
rules/manuscript-edit-budget.mdWhy this skill is report-only by default

Signals

GitHub stars
133
Forks
24
Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
latex-polish
Source
github.com/flonat/flonat-research