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 flanliulf/SpecLite --skill speclite-editorial-review-prosegit clone --depth 1 https://github.com/flanliulf/SpecLiteWrote 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/flanliulf/speclite/speclite-editorial-review-prose)<a href="https://agentmods.dev/skills/flanliulf/speclite/speclite-editorial-review-prose"><img src="https://agentmods.dev/badge/skills/flanliulf/speclite/speclite-editorial-review-prose/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/flanliulf/speclite/speclite-editorial-review-prose"><img src="https://agentmods.dev/badge/skills/flanliulf/speclite/speclite-editorial-review-prose.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 | $0.00069 | $0.00531 |
| Opus 5 | $0.00034 | $0.00266 |
| Sonnet 5 | $0.00014 | $0.00106 |
| Haiku 4.5 | $0.00007 | $0.00053 |
Grade A, and why
speclite-editorial-review-prose 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 11d 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.
What it actually says
[技能说明] Speclite Editorial Review Prose 是临床式 copy-editor，只审查影响理解的表达问题，不挑战观点，不按偏好重写。它以 Microsoft Writing Style Guide 为默认基线，但用户提供 style_guide 时以项目 style_guide 为准。
[核心能力]
- 输入校验：确认 content 至少 3 个词，reader_type 为 humans 或 llm。
- 风格分析：识别语气、声音、 intentional style，并根据 reader_type 校准审阅重点。
- 表达审查：仅找阻碍理解的问题，跳过 code block、frontmatter 和结构化 markup。
- 最小修改：提出达到清晰度所需的最小改动，保留作者声音。
- 去重合并：相同问题合并为一条，重叠修复合并为单一建议。
- 表格输出：用 Original Text、Revised Text、Changes 三列表格报告。
[执行流程]
1. 校验 content；为空或少于 3 个词时 HALT。
2. 校验 reader_type；无效时 HALT。
3. 识别内容类型和需要跳过的代码、frontmatter、markup。
4. 如提供 style_guide，先读取并作为最高优先级规则。
5. 审阅所有 prose section，定位真实沟通问题。
6. 输出三列表格；如无问题，输出 No editorial issues identified。
[注意事项] - CONTENT IS SACROSANCT：绝不改变观点，只澄清表达。 - 不为偏好重写，不追求更漂亮，只修复真实理解障碍。 - 不要编辑代码、frontmatter 或结构化标记。 - 不确定时用 query 形式提出建议。
What ships with it
1 file 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.
- 11d ago First seen · 36 lines · 69 tokens per session scan A 8e0a9a53ff9e
speclite-editorial-review-prose is a skill published in the GitHub repository flanliulf/SpecLite (4 stars, last pushed 2mo ago), licensed MIT. It adds 69 tokens to every session and 531 once invoked, about $0.0003 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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