Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add Rezenders/scientific_writing_agent --skill full-manuscript-auditgit clone --depth 1 https://github.com/Rezenders/scientific_writing_agentWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/rezenders/scientific_writing_agent/full-manuscript-audit)<a href="https://agentmods.dev/skills/rezenders/scientific_writing_agent/full-manuscript-audit"><img src="https://agentmods.dev/badge/skills/rezenders/scientific_writing_agent/full-manuscript-audit/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/rezenders/scientific_writing_agent/full-manuscript-audit"><img src="https://agentmods.dev/badge/skills/rezenders/scientific_writing_agent/full-manuscript-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00049 | $0.00570 |
| Opus 5.5 | $0.00020 | $0.00228 |
| Sonnet 5.5 | $0.00010 | $0.00114 |
| Haiku 4.5 | $0.00005 | $0.00057 |
Grade A, and why
full-manuscript-audit scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 67 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Full Manuscript Audit
Full-manuscript pre-submission audit. Orchestrates all review agents across every section and produces a unified GO / CONDITIONAL GO / NO-GO report. Use before /pre-submission to catch issues early.
Section Map
Use the project-specific section map in .agents/context/paper-model.md. If it still contains placeholders, derive the active section list from <MAIN_TEX> before auditing.
Workflow
Phase 1 — Annotation Inventory
Run /find-annotations to list all open annotation macros documented in AGENTS.md or .agents/context/terminology.md. Report count and location.
Phase 2 — Full Consistency Audit
Use .agents/agents/consistency-auditor.md on the full manuscript. Check:
- macro and terminology drift using
.agents/context/terminology.md; - acronym consistency (first use, subsequent use);
- contribution-statement alignment (introduction vs. body vs. conclusion);
- project-specific ambiguous terms and distinctions;
- experimental setup descriptions versus reported results;
- cross-section contradictions.
Phase 3 — Section-by-Section Scientific Review
Use .agents/agents/scientific-paper-reviewer.md on each section. Flag critical issues only — skip minor style notes for speed.
Phase 4 — Implementation Spot-Check
Use .agents/agents/paper-implementation-checker.md on high-risk implementation-dependent claims listed in .agents/context/claim-ledger.md, .agents/context/evaluation-claims.md, or the target sections. Focus on claims about runtime behavior, interfaces, generated artifacts, experiment scripts, data processing, and quantitative results.
Phase 5 — Unified Report
## Full Manuscript Audit
### Open Annotations
[Count and location summary]
### Critical Issues (block submission)
[Merged findings from Phases 2–4, ordered by section]
### Medium Issues (should fix)
[...]
### Per-Section Verdicts
| Section | Verdict |
|---|---|
| Introduction | READY / NEEDS REVISION / MAJOR ISSUES |
| ... | ... |
### Overall Verdict
GO | CONDITIONAL GO | NO-GO
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago Changed · -47 lines · -14 tokens per session cd697978c79d
- 2mo ago First seen · 114 lines · 63 tokens per session scan A 1e1ad7c6dbe9
full-manuscript-audit is a skill published in the GitHub repository Rezenders/scientific_writing_agent (14 stars, last pushed 17d ago), licensed Apache-2.0. It adds 49 tokens to every session and 570 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
full-manuscript-audit compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| full-manuscript-auditRezenders/scientific_writing_agent | Skill | 14 | 17d ago | Apache-2.0 | A | 49 | Claude Code, Codex |
| instrument-data-to-allotropeanthropics/knowledge-work-plugins | Skill | 35k | 2d ago | Apache-2.0 | A | 123 | Claude Code |
| exploratory-data-analysisK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 83 | Claude Code |
| matlabK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 44 | Claude Code |
| phylogeneticsK-Dense-AI/scientific-agent-skills | Skill | 56k | 4d ago | MIT | A | 71 | Claude Code, Codex |
| research-engineerdavila7/claude-code-templates | Skill | 33k | yesterday | MIT | A | 43 | Claude Code, Codex |
| mapping-to-snomedmaziyarpanahi/openmed | Skill | 5.8k | yesterday | Apache-2.0 | A | 205 | Claude Code |