autopilot SKILL.md skillA

autopilot from yan-labs/yan-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add yan-labs/yan-skills/autopilot@git:20260929.a7e7407

Pins git:20260929.a7e7407 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
yan-labs/yan-skills
Path
autopilot/SKILL.md
Versions recorded
9
Latest version
git:20260929.a7e7407, committed Sep 29, 2026
First version recorded
Sep 3, 2026
Size
5,455 bytes
Repository stars
232
License
MIT

当用户说“autopilot”“自己搞定”“直接跑到底”,或委托代理调查、实施并验证一个宽泛任务时使用。仅规划、解释或已有明确窄范围的请求,按用户指定范围处理。.

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

# Autopilot

把宽泛任务变成可验收的行动,并持续执行到目标达成或遇到真正的阻碍。用户的明确范围、审批要求、费用上限和项目规则优先。阶段性文字只是进展;只要仍有可执行的下一步,就继续调用工具推进。不要因为轮次长、完成了一个阶段,或已经写出总结而停止。

## 开始

1. 读目标项目的 `CLAUDE.md`、`AGENTS.md`,检查工作树与已有任务状态。只读取与任务相关的 Skill 和参考文件。
2. 用一段话写清目标、范围、验收证据、限制和下一步。复杂或需跨轮恢复的任务写入项目约定的 `progress.md`;短任务直接在当前轮执行,不为它创建空状态文件。
3. 明确用户想要的是规划、研究、本地实现,还是发布。没有明确发布目标时,以完成用户授权的范围为准;用户说“发布/上线”时按项目规则执行并回读目标环境。
4. 先核实用户报告的现象和受影响链路。没有原始事故身份时注明未知,不用构造样例冒充真实复现。

## 阶段选择

按依赖关系挑必要阶段,不套固定流水线:

| 任务 | 必要动作 | 完成证据 |
| --- | --- | --- |
| 研究/排查 | 查原始资料、代码和运行状态;区分事实与推断 | 来源、时间、范围和可复核结论 |
| 代码变更 | 找到调用链与根因、最小修改、运行相关检查 | diff、检查退出码、实际行为 |
| 用户界面/真实服务流程 | 在适用环境走用户路径 | 页面或流程的真实结果;必要时附日志或数据回读 |
| 发布 | 先本地验证,再按项目发布,回读部署版本及关键行为 | 目标环境对应版本与结果 |
| 关联 Issue | 按项目流程记录改动、证据和真实终态 | Issue 当前状态与最终记录 |

独立 review 用在高风险、跨系统、安全、权限、数据迁移或复杂交互变更;简单文档和局部低风险改动可由执行者检查 diff 与相关验证。审查后若改了运行时代码,重跑受影响检查;若已发布,重发并回读。没有新 diff 不做第二轮部署。不要把本地改动自动扩成发布任务,也不要把所有代码改动强制变成两轮部署和两轮 E2E。

验收必须与结论匹配:读代码是线索,测试证明测试范围,模拟流程证明接线,目标环境的原始用户流程才支持目标环境已修复。CI 绿灯不能代替部署后行为,提交或推送不能代替线上回读。

## 执行与恢复

- 默认在当前轮推进。只有用户或系统明确要求持久 Goal 时,才创建或恢复 Goal;`progress.md` 里的目标文字不是平台 Goal。
- 需要跨轮恢复时记录已完成项、未完成项、最强证据、失败原因和一个具体下一步。确实需要等待外部事件时,使用平台实际可用的恢复机制;不能宣称安排了不存在的唤醒。
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add yan-labs/yan-skills/autopilot@sha256:d85f6fe36822d6c2

The line at the top of this page pins the label git:20260929.a7e7407, 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_tb4qies4bwd46kly.svg)](https://markdownregistry.com/a/art_tb4qies4bwd46kly)

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

Versions

The registry has recorded 9 versions of this file, between Sep 3, 2026 and Sep 29, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20260929.a7e7407 latest2026-09-29 a7e7407 5,455 BA view · diff
git:20260927.e8994b62026-09-27 e8994b6 7,738 BA view · diff
git:20260925.85c76782026-09-25 85c7678 7,729 BA view · diff
git:20260925.5f6b0712026-09-25 5f6b071 6,194 BA view · diff
git:20260912.2c2f1402026-09-12 2c2f140 56,010 BA view · diff
git:20260912.36aadf02026-09-12 36aadf0 54,864 BA view · diff
git:20260906.3e673482026-09-06 3e67348 51,773 BA view · diff
git:20260905.47148ec2026-09-05 47148ec 52,253 BA view · diff
git:20260903.9aa319a2026-09-03 9aa319a 53,603 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 (5455 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

yan-labs/yan-skills · 232 stars · license MIT · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_tb4qies4bwd46kly
GET https://markdownregistry.com/api/v1/resolve?ref=yan-labs/yan-skills/autopilot
GET https://markdownregistry.com/api/v1/blob/d85f6fe36822d6c24bcccc399bc62bf88a9378d504b8ee66de9e915583f44ca4

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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