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 agentmods add skills/comfuture/novelist/analytical-reviewnpx skills add comfuture/novelist --skill analytical-reviewgit clone --depth 1 https://github.com/comfuture/novelistWrote 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/comfuture/novelist/analytical-review)<a href="https://agentmods.dev/skills/comfuture/novelist/analytical-review"><img src="https://agentmods.dev/badge/skills/comfuture/novelist/analytical-review.svg" alt="Measured on agentmods" 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 | $0.00132 | $0.02129 |
| Opus 5 | $0.00066 | $0.01064 |
| Sonnet 5 | $0.00026 | $0.00426 |
| Haiku 4.5 | $0.00013 | $0.00213 |
Grade A, and why
analytical-review 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 6d 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 — 246 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Analytical Review
Before running a bundled command, resolve <skill-dir> to the absolute
directory containing this SKILL.md. Keep --project-root pointed at the
active novel workspace, not at the skill or plugin installation.
Operating Contract
Adopt an independent reviewer role. Diagnose the work without changing it. Do not edit outlines, chapters, canon, the story ledger, or generated output during a review-only request.
If the author requests both review and revision, finish and present the
diagnosis before applying selected findings. Use novel-story-telling for the
revision phase and preserve finding IDs across the handoff.
Write all internal instructions, temporary schemas, and script inputs in English. Return the review in this order of precedence:
- the language explicitly requested by the author;
project.mdlanguage;style/000.style-guide.mdlanguage;- the dominant language of the reviewed source.
Localize report headings naturally while preserving the semantic section order
defined in report-contract.md. For Korean
output, use the canonical labels 작품 총평, 작품 검토, and 문면 교열.
Treat the current manuscript and review response as private runtime material. Use relative source anchors and only the shortest excerpt needed for evidence. Do not copy manuscript prose or review output into the project, plugin, examples, fixtures, or generated package. Save a report only when the author explicitly requests a file and confirms its destination.
1. Confirm Authorization, Mode, And Scope
Read review-modes.md. Select exactly one mode:
outline: planned story direction before prose exists;chapter: one or more explicitly named Drafts;manuscript: every numbered publishable chapter plus cross-chapter synthesis;regression: bounded verification of earlier findings after revision.
Invoke this skill only when:
- the author explicitly requests review, critique, line editing, proofreading, developmental feedback, or verification of prior findings; or
- the author explicitly delegates the complete autonomous lifecycle from initial planning through final publication.
What ships with it
7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 6d ago First seen · 246 lines · 132 tokens per session scan A 160a2189359a
analytical-review is a skill published in the GitHub repository comfuture/novelist (5 stars, last pushed 1mo ago), licensed MIT. It adds 132 tokens to every session and 2,129 once invoked, about $0.0007 per session on Opus 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 2026-08-31.
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