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 lihaozheCharlie/TwhWiki --skill signal-detectorgit clone --depth 1 https://github.com/lihaozheCharlie/TwhWikiWrote 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/lihaozhecharlie/twhwiki/signal-detector)<a href="https://agentmods.dev/skills/lihaozhecharlie/twhwiki/signal-detector"><img src="https://agentmods.dev/badge/skills/lihaozhecharlie/twhwiki/signal-detector/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/lihaozhecharlie/twhwiki/signal-detector"><img src="https://agentmods.dev/badge/skills/lihaozhecharlie/twhwiki/signal-detector.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00041 | $0.00463 |
| Opus 5.5 | $0.00016 | $0.00185 |
| Sonnet 5.5 | $0.00008 | $0.00093 |
| Haiku 4.5 | $0.00004 | $0.00046 |
Grade A, and why
common-signal-detector 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 2mo 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
通用:信号检测
将它作为轻量的心智扫描。普通请求中,不要仅因可能存在信号就加载本文件或执行文件读写。每条用户消息都做一次通常不出声的轻量扫描。
检测四类信号
- 原创思考:值得保留的用户原句、模型、判断或连接。
- 实体提及:可能影响实体页的人物、地点、组织、项目、书、媒体、工具或别名。
- 来源更新:日记或来源文件发生变化、新增笔记,或原始材料需要摄取。
- 运行规则更新:用户对 wiki 或 Skill 工作方式的偏好。
路由建议
- 原创思考 -> 建议对话摄取,并路由到相关构建 Skill。
- 实体提及 -> 达到显著性门槛时,建议
build-people或build-life-experience。 - 来源更新 -> 建议日记摄取或来源摄取。
- 规则更新 -> 分析时建议
common-skill-system;用户明确要求修改时建议build-knowledge-adjustment。
捕获规则
- 用户原创表达应保留准确措辞。
- 一次性提及如果不改变解释,不要建页。
- 不要为了宣布捕获信号而打断主任务。
- 除非用户明确要求 wiki 维护,或当前任务已经授权,否则不要写入、追加日志或触发构建 Skill。
- 没有可沉淀信号时,什么都不做。
调试记录
执行明确授权的维护时,在 wiki/log.md 中加入一条简短记录:
Signals: N original, N entities, N source updates, N rule updates
普通消息不要添加调试记录,除非用户要求运行 wiki。
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.
- 2mo ago First seen · 39 lines · 41 tokens per session scan A 112fab0e4e70
common-signal-detector is a skill published in the GitHub repository lihaozheCharlie/TwhWiki (24 stars, last pushed 2mo ago), licensed MIT. It adds 41 tokens to every session and 463 once invoked, about $0.0002 per session on Opus 5.5. 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.
common-signal-detector compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| common-signal-detectorlihaozheCharlie/TwhWiki | Skill | 24 | 2mo ago | MIT | A | 41 | Claude Code, Codex |
| knowledge-ingestopenclaw/openclaw | Skill | 394k | yesterday | MIT | A | 80 | Claude Code, Codex |
| mem0-oss-to-platformmem0ai/mem0 | Skill | 68k | 2d ago | Apache-2.0 | A | 217 | Claude Code, Codex |
| forgetasgeirtj/system_prompts_leaks | Skill | 71k | 2d ago | CC0-1.0 | A | 74 | Claude Code, Codex |
| Cortexdanielmiessler/LifeOS | Skill | 20k | yesterday | MIT | A | 184 | Claude Code |
| memoryopensquilla/opensquilla | Skill | 7.1k | 6d ago | Apache-2.0 | A | 44 | Claude Code, Codex |
| ha-data-storesshiwenwen/hope-agent | Skill | 1.9k | yesterday | MIT | A | 115 | Claude Code, Codex |