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/modelengine-group/fit-framework/refine-titlenpx skills add ModelEngine-Group/fit-framework --skill refine-titlegit clone --depth 1 https://github.com/ModelEngine-Group/fit-frameworkWhat 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 | $0.00052 | $0.00318 |
| Opus 5 | $0.00026 | $0.00159 |
| Sonnet 5 | $0.00010 | $0.00064 |
| Haiku 4.5 | $0.00005 | $0.00032 |
Grade A, and why
refine-title 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 2d 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
重构标题
针对 GitHub Issue 或 PR，读取其详细描述、标签和代码变更，深度理解其意图，生成符合 type(scope): subject 规范的新标题。
执行步骤
-
识别对象与获取信息: 先尝试 Issue，失败则尝试 PR:
gh issue view <id> --json number,title,body,labels,state gh pr view <id> --json number,title,body,labels,state,files -
智能分析:
- 确定 Type: 阅读 body、检查 labels、分析 files
- 确定 Scope: 分析涉及的模块（fit/waterflow/fel）
- 生成 Subject: 从 body 中提炼核心意图，20字以内中文
-
生成建议与交互，询问用户确认。
-
执行修改:
gh issue edit <id> --title "<new-title>" # 或 gh pr edit <id> --title "<new-title>"
注意: 必须先分析内容，不要直接使用原标题。确保用户确认后再执行修改。
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.
- 2d ago First seen · 34 lines · 52 tokens per session scan A c1dfee8d7504
refine-title is a skill published in the GitHub repository ModelEngine-Group/fit-framework (2,117 stars, last pushed 5mo ago), licensed MIT. It adds 52 tokens to every session and 318 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 2026-08-30.
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