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/implement-tasknpx skills add ModelEngine-Group/fit-framework --skill implement-taskgit 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 | $0.00039 | $0.00267 |
| Opus 5 | $0.00019 | $0.00133 |
| Sonnet 5 | $0.00008 | $0.00053 |
| Haiku 4.5 | $0.00004 | $0.00027 |
Grade A, and why
implement-task 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 yesterday.
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
实施任务
根据技术方案实施任务，编写代码和测试。
执行步骤
-
验证前置条件:
- .ai-workspace/active//task.md 存在
- .ai-workspace/active//plan.md 存在
-
读取技术方案（plan.md），理解实现策略和步骤。
-
执行代码实现:
- 按照 plan.md 中的步骤顺序执行
- 编写完整的单元测试
- 修改带版权头的文件时，先运行
date +%Y获取当前年份并更新版权头
-
运行测试验证:
mvn test -pl :<module-name> -
输出实现报告到 implementation.md。
-
更新任务状态，标记 implementation 为完成。
-
提示下一步使用 review-task skill。
注意: 严格遵循 plan.md，不要添加计划外功能。不要自动 git commit。
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.
- yesterday First seen · 35 lines · 39 tokens per session scan A af96059c999e
implement-task is a skill published in the GitHub repository ModelEngine-Group/fit-framework (2,117 stars, last pushed 5mo ago), licensed MIT. It adds 39 tokens to every session and 267 once invoked, about $0.0002 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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