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 arctan303/creator.skill --skill self-evolvergit clone --depth 1 https://github.com/arctan303/creator.skillWrote 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/arctan303/creator.skill/self-evolver)<a href="https://agentmods.dev/skills/arctan303/creator.skill/self-evolver"><img src="https://agentmods.dev/badge/skills/arctan303/creator.skill/self-evolver/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/arctan303/creator.skill/self-evolver"><img src="https://agentmods.dev/badge/skills/arctan303/creator.skill/self-evolver.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 | $0.00030 | $0.00724 |
| Opus 5.5 | $0.00012 | $0.00290 |
| Sonnet 5.5 | $0.00006 | $0.00145 |
| Haiku 4.5 | $0.00003 | $0.00072 |
Grade A, and why
self-evolver 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 7d 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
自进化技能 (self-evolver)
Purpose
把真实纠正、失败和流程摩擦转成可追溯、可验证的规则改进;先积累证据,再用最小补丁消除可复现缺陷。
Trigger
- 用户明确要求沉淀教训。
- 同类普通信号累计达到 3 次。
- 单次出现安全、隐私、数据损坏、错误发布或越权等严重事件。
- 测试/审查证明规则缺陷,或规则与宿主能力存在可复现冲突。
- 安全检查点发现信号台账存在待处理项。
一次性普通外部故障不是规则信号;只有可复现的流程缺陷才采集。用户明确要求优化时不等待累计阈值。
Required context
EVOLUTION.md。.creator/evolution/signals.md(兼容保留并核对旧.codex/evolution/signals.md、.claude/evolution/signals.md);不存在时按模板创建。- 相关
AGENTS.md、Skill、阶段契约和可验证证据。 - 能复现旧行为并验证新规则的 Prompt 行为用例。
Workflow
- 使用“关联 Skill + 问题类别”查重并追加证据,不重复建条目。
- 将普通首次信号标为“观察中”;累计 3 次或严重单次事件转为“待处理”。
- 先修改、合并或删除现有规则,只有结构无法覆盖时才新增。
- 每个应用的补丁至少绑定一个失败前可复现、修改后可验证的 Prompt 用例。
- 运行获准的静态契约和相关行为回归;真实任务测试被用户保留时明确待验证,超出已有授权的政策变更才请求确认。
- 更新台账状态、改动理由和验证证据。
- 补丁登记修改文件、被替代规则、新规则和关联用例,供升级时重新评估,不自动回放;源码版本开发可用 Changelog 与开发记录留痕。
Output
- 更新后的信号台账。
- 被修改、合并或删除的规则及理由。
- 关联行为用例与验证结果。
- 需要用户确认的高风险变化和残余风险。
Stop or escalate
- 只有理论偏好、个人习惯、一次性普通外部故障或普通产品需求:不得直接进化。
- 信号证据不足但影响主流程或多个 Skill:标为“待确认”。
- 变更会降低审查、隐私、安全或发布标准:必须用户确认。
- 无法构造回归用例:保留信号,不应用补丁。
References
执行前读取 stage-contract.md。
授权说明:用户已明确要求本次规则优化时按已有范围执行,不因跨多个 Skill 重复确认。用户保留真实任务测试时,只报告获准的结构/脚本检查,不擅自试跑或声称行为通过。
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.
- 7d ago Changed · -44 tokens per session 241f0ed8ccac
- 1mo ago Changed · +2 lines 080e1c9af060
- 1mo ago First seen · 56 lines · 74 tokens per session scan A daa20ca2aaf7
self-evolver is a skill published in the GitHub repository arctan303/creator.skill (19 stars, last pushed 7d ago), licensed MIT. It adds 30 tokens to every session and 724 once invoked, about $0.0001 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.
Other skills, from other repositories
html-ppt-hermes-cyber-terminal
OpenDesign + BYOK: choosing and wiring your own model, hands-on — cost, quality, and the routing decision. Built as a decision-grade AI literacy deck for engineers, IT, applied-AI teams.
development
An index of programming guidance for Python, Go, Rust, TypeScript, Java, C++, and shell scripting.
tencent-docs
A Tencent Docs assistant for creating, reading, editing, organizing, importing, and exporting online documents, spreadsheets, presentations, diagrams, and forms.
debugging-executions
Debug failed or wrong-output workflow executions using executions tools. Load when the user reports execution failures, unexpected node output, empty parameter values after a successful run, or a node showing a red or failed expression error. Also load when a live run you started for the user fails with an error from…
wechat-search
Search WeChat Official Account articles using OpenClaw's web search, Tavily API, and web fetch capabilities with compliance-focused design.
flow-next-tracker-sync
Project a flow-next spec to a tracker issue (Linear, GitHub, GitLab, Jira) and reconcile two-way. Use when asked to sync to a tracker. NOT plan-sync.