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/travisun/opptrix/apm-factornpx skills add Travisun/Opptrix --skill apm-factorgit clone --depth 1 https://github.com/Travisun/OpptrixWhat 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 | $0.00076 | $0.00617 |
| Opus 5 | $0.00038 | $0.00309 |
| Sonnet 5 | $0.00015 | $0.00123 |
| Haiku 4.5 | $0.00008 | $0.00062 |
Grade A, and why
apm-factor 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 3d 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
APM 隔夜/日间因子
方法溯源 开源证券 APM 因子模型。本技能用日频 open/close 代理隔夜与日间收益（无 30 分钟线时诚实降级），截面输出因子排序。
何时使用
用户要看股票集合上隔夜相对日间的收益结构因子。默认网页交付。
边界：正式因子回测用 @skill:factor-research；隔夜网络类另见映射表其他技能。不与 lean-* 合并。
取数与运行
- 确认宇宙与回看窗口（默认 20 日）。
- 批量取日 K（须含 open、close）→
workspace_write。 - 运行：
python scripts/apm_factor.py --input data.json --output result.json
create_web交付排名与口径说明。
输入要点
bars[]：symbol,date,open,closeparams.window：默认 20params.method：apm_new（默认，隔夜−日间）|apm_raw
输出解读
signal：因子值降序 ranking- 值为窗口内（隔夜−日间）t 统计量对累计日收益的截面残差（样本够时）
依赖
仅标准库。无分钟线时已在 assumptions 声明日频代理。
禁止
- 假装拥有分钟线精度；无 open/close 仍编造
- 荐股；无 web 交付结束
What ships with it
2 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.
- 3d ago First seen · 61 lines · 76 tokens per session scan A 0d020584996b
apm-factor is a skill published in the GitHub repository Travisun/Opptrix (224 stars, last pushed 5d ago), licensed Apache-2.0. It adds 76 tokens to every session and 617 once invoked, about $0.0004 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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