self-evolve SKILL.md skillA

self-evolve from cat-xierluo/legal-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add cat-xierluo/legal-skills/self-evolve@v1.28.1

Pins v1.28.1 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
cat-xierluo/legal-skills
Path
skills/self-evolve/SKILL.md
Versions recorded
2
Latest version
v1.28.1, committed Oct 28, 2026
First version recorded
Oct 27, 2026
Size
14,600 bytes
Repository stars
775
License
none declared

扫描本机 Claude Code、Codex、WorkBuddy、CodeBuddy、ZCode 等 Agent 会话,保留初始化和增量处理记录,低成本初筛后由当前 Agent 提炼经验、迭代与 Skill 沉淀建议,生成可独立打开的 HTML 报告。也用于复盘当前对话、接续每周沉淀或检查扫描覆盖。无需单独配置模型 API Key;不自动应用建议或安装 Skill。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Self Evolve

把 AI 协作经验转为有依据、可审阅的改进。遵循“脚本低成本初筛 → 当前 Agent 判断 → HTML 展示 → 用户或已获授权的执行者决定 → 另行实施与验证”。不要把生成建议等同于已采用或已验证有效。

## 选择入口

- 扫描本机、首次初始化、定期/每周沉淀、生成 HTML:读 [公开版工作流](references/18-public-workflow.md),使用 `scripts/public_workflow.py`。
- 带同事学习或演练"从既有会话做增量挖掘":读 [课堂讲义](references/21-teaching-demo.md) 与 [演示脚本](references/22-teaching-demo-playbook.md);课前彩排用 `scripts/teaching_demo.py`(合成数据、隔离数据根、不触网不调模型)。
- 只复盘当前 live 对话:读 [交互式沉淀](references/15-interactive-sediment.md),识别可复用经验、路由已有资产,无目标时给出候选去向;不要求先扫描全机。不为“沉淀”强行新建 Skill。
- 排查旧定时部署、原提案账本、localhost Review Inbox、旧索引迁移:按需读 [历史工作台](references/19-legacy-workbench.md)。旧数据与入口继续保留;旧云模型/原文备份功能不属于公开版默认链路。

## 能力边界与联网说明

默认链路(`public_workflow.py`)只做本机只读扫描与本地渲染,不联网、不调模型、不上传会话材料。

随包保留的旧工作台兼容层包含三类数据处理路径,机制各不相同:

- **独立模型端点(SiliconFlow)**:`workmode_ledger.py analyze` 把脱敏后的偏好证据包 POST 到 `https://api.siliconflow.cn/v1/chat/completions`,需要环境变量 `SILICONFLOW_API_KEY`。缺 Key 或调用失败时**降级**为 `analysis_unavailable`(不产候选、退出码 0),不会报错中断。
- **本机 Claude CLI**:`distill_skill_portrait.py` 把脱敏后的 Skill 源码正文交给本机已登录的 `claude` CLI,`deep_dream.py` 把脱敏后的聚类包交给它。二者不读 `SILICONFLOW_API_KEY`,与上一条相互独立;材料走该 CLI 已配置的模型通道并消耗其额度,调度参数含 `--max-budget-usd` 上限。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add cat-xierluo/legal-skills/self-evolve@sha256:536e6e95587a58f2

The line at the top of this page pins the label v1.28.1, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rntv5vtty7zqbcpp.svg)](https://markdownregistry.com/a/art_rntv5vtty7zqbcpp)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Oct 27, 2026 and Oct 28, 2026, more than one a day.

versioncommittedcommitsizeaudit
v1.28.1 latest2026-10-28 9a7e954 14,600 BA view · diff
v1.28.02026-10-27 c1b420f 14,295 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (14600 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

cat-xierluo/legal-skills · 775 stars · license none declared · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rntv5vtty7zqbcpp
GET https://markdownregistry.com/api/v1/resolve?ref=cat-xierluo/legal-skills/self-evolve
GET https://markdownregistry.com/api/v1/blob/536e6e95587a58f29825bd0c67d03cf8211694be906203d6eee2a467bada3efa

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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