auto-paper-improvement-loop

npx skills add majiayu000/claude-skill-registry --skill auto-paper-improvement-loop-wanshuiyin-auto-claude-code-res --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

> Override for Codex users who want **Gemini**, not a second Codex agent, to act as the reviewer. Install this package **after** `skills/skills-codex/*`. # Auto Paper Improvement Loop: Review → Fix → Recompile Autonomously improve the paper at: **$ARGUMENTS** ## Context This skill is designed to run **after** Workflow 3 (`/paper-plan` → `/paper-figure` → `/paper-write` → `/paper-compile`). It takes a compiled paper and iteratively improves it through external LLM review. Unlike `/auto-review-loop` (which iterates on **research** — running experiments, collecting data, rewriting narrative), this skill iterates on **paper writing quality** — fixing theoretical inconsistencies, softening overclaims, adding missing content, and improving presentation. ## Constants - **MAX_ROUNDS = 2** — Two rounds of review→fix→recompile. Empirically, Round 1 catches structural issues (4→6/10), Round 2 catches remaining presentation issues (6→7/10). Diminishing returns beyond 2 rounds for writing-only improvements. - **REVIEWER_MODEL = `gemini-review`** — Gemini reviewer invoked through the local `gemini-review` MCP bridge. Set `GEMINI_REVIEW_MODEL` if you need a specific Gemini model override. - **REV

cp paper/main.pdf paper/main_round0_original.pdf
Collect all sections in order
for f in paper/sections/*.tex; do
echo "% === $(basename $f) ==="
cat "$f"
done > /tmp/paper_full_text.txt
cd paper && latexmk -C && latexmk -pdf -interaction=nonstopmode -halt-on-error main.tex
cp main.pdf main_round1.pdf
cp main.pdf main_round2.pdf
echo "Pages: $PAGES (limit: 9 main body for ICLR/NeurIPS)"