Xs Xangi Kaizen
karaage0703/ai-assistant-workspace
xangi 上で起きた事象（再投稿・cron が回らない・データ不整合・想定外の動作・エラー等）の調査・根本原因分析・横展開・報告を行い、明示依頼時にだけ修正する汎用スキル。「調査して」「原因調べて」「再発防止」「横展開して」「xangi-kaizen」「事象を分析して」で発動。
自主连续开发方法论（Codex 版）。把一个项目按「每轮一个最小可提交单元」的方式推进到完成： 每轮读真相源 → 选下一个未做项 → 做一个最小单元 → 过验证门 → 记录勾选 → 最小提交 → 报进度。
Install Autonomous Dev
$ npx skills add bkywksj/knowledge-base --skill autonomous-dev -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bkywksj/knowledge-base autonomous-dev --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/autonomous-dev .claude/skills/autonomous-dev && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "autonomous-dev" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/autonomous-dev into .claude/skills/autonomous-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autonomous-dev", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/autonomous-devType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add bkywksj/knowledge-base --skill autonomous-dev -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bkywksj/knowledge-base autonomous-dev --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/autonomous-dev .agents/skills/autonomous-dev && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "autonomous-dev" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/autonomous-dev into .agents/skills/autonomous-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autonomous-dev", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add bkywksj/knowledge-base --skill autonomous-dev -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bkywksj/knowledge-base autonomous-dev --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/autonomous-dev .cursor/skills/autonomous-dev && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "autonomous-dev" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/autonomous-dev into .cursor/skills/autonomous-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autonomous-dev", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/bkywksj/knowledge-base.git --path .codex/skills/autonomous-dev--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add bkywksj/knowledge-base --skill autonomous-dev -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bkywksj/knowledge-base autonomous-dev --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/autonomous-dev .gemini/skills/autonomous-dev && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "autonomous-dev" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/autonomous-dev into .gemini/skills/autonomous-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autonomous-dev", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install bkywksj/knowledge-base autonomous-devInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add bkywksj/knowledge-base --skill autonomous-dev -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/autonomous-dev .github/skills/autonomous-dev && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "autonomous-dev" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/autonomous-dev into .github/skills/autonomous-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autonomous-dev", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add bkywksj/knowledge-base --skill autonomous-dev -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bkywksj/knowledge-base autonomous-dev --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bkywksj/knowledge-base.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/autonomous-dev .opencode/skills/autonomous-dev && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "autonomous-dev" agent skill from https://github.com/bkywksj/knowledge-base/tree/master/.codex/skills/autonomous-dev into .opencode/skills/autonomous-dev/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "autonomous-dev", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
autonomous-dev- GitHub stars
- 330
- Token cost
- ~573 tokens
- SKILL.md length
- 155 words
- Files
- 1
- Skills in repo
- 37
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
自主连续开发方法论（Codex 版）。把一个项目按「每轮一个最小可提交单元」的方式推进到完成： 每轮读真相源 → 选下一个未做项 → 做一个最小单元 → 过验证门 → 记录勾选 → 最小提交 → 报进度。
- Works in 7 steps: 读真相源（每轮必读，不可凭记忆）：需求文档 /… → 选一项：台账里「最靠前、依赖已完成」的第一个未勾 [ ]；没有台账（第 0… → 只做这一个最小单元，遵守项目技术栈与架构规约，严禁一轮多做。 → …
- Tasks that involve Scheduled and recurring tasks
- SKILL.md covers 这是什么 / 怎么用, 每轮标准流程（核心）, 原型保真截图闭环（涉及 UI 的任务必过） and 决策分流（遇模糊不瞎停也不瞎冲）, plus 2 more sections
- Calls git, cargo and npx
What it does
Autonomous Dev is an agent skill from bkywksj/knowledge-base. 自主连续开发方法论（Codex 版）。把一个项目按「每轮一个最小可提交单元」的方式推进到完成： 每轮读真相源 → 选下一个未做项 → 做一个最小单元 → 过验证门 → 记录勾选 → 最小提交 → 报进度。 适用于"按需求/台账建功能、还原原型、修一批 bug、补测试、重构、迁移、清理"等需要反复同构推进的任务。 与 Claude Code 的关系：Claude Code 有内置 /loop 自动续期（/loop /dev-loop），Codex 没有—— 所以 Codex 端由你（或脚本 / cron）反复触发"继续下一轮"，方法论本身一致。 触发场景： - 想让 Codex 把某个项目/某个意图"一轮轮推进到完成" - 还原原型图、修一批 warning、补单测、重构模块等同构重复任务 - 需要"每步可编译、可回退、可恢复"的稳健推进方式 触发词：自主开发、连续开发、循环开发、一轮一提交、还原原型、批量修复、autonomous dev、continuous dev
Its SKILL.md is about 570 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Productivity & Automation, covering Scheduled and recurring tasks. It works with Git. The repository describes itself as: 本地优先的知识库桌面应用。Markdown 编辑器 + 全文搜索（FTS5） + 双向链接 / 知识图谱；多端同步（WebDAV / S3 / 同步盘，单笔记粒度增量 + 自动双向调度，含整库 ZIP 备份）；AI 问答与智能规划（OpenAI 兼容 / Ollama / 自定义 provider，工具调用框架）；支持导入 .md / .txt /…
When your agent uses it
- Tasks that involve Scheduled and recurring tasks
Example prompts
- “按需求/台账建功能、还原原型、修一批 bug、补测试、重构、迁移、清理”
- “，方法论本身一致。 触发场景： - 想让 Codex 把某个项目/某个意图”
- “- 还原原型图、修一批 warning、补单测、重构模块等同构重复任务 - 需要”
- “/autonomous-dev”
Requirements
- Node.js
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- 读真相源（每轮必读，不可凭记忆）：需求文档 / 原型（prototype/*.html 或 docs/prototypes/）/ 任务台账（docs/tasks/ 的 [ ]/[x] 清单）/ 项目规约（AGENTS.md / CLAUDE.md /…
- 选一项：台账里「最靠前、依赖已完成」的第一个未勾 [ ]；没有台账（第 0 轮）就先按需求+原型拆出有序最小任务清单写进 docs/tasks/active/ 再结束本轮。
- 只做这一个最小单元，遵守项目技术栈与架构规约，严禁一轮多做。
- 验证门（必须过才提交）
- 记录：台账该项 [ ]→[x]，补一行「实际改了什么 / 坑」。
- 最小提交：逐个 git add 本轮改动的具体文件（禁止 git add -A），git commit（Conventional Commits 带 scope，一句话）。
- 报本轮：✅做了啥 | 📊进度 X/总 | ⏭️下一个。然后停止本轮（Codex 等待下次触发）。
What it can do on your machine
Read from SKILL.md and the folder at commit deb640b. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
gitcargonpxcmake
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use git and npx, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Autonomous Dev loads about 573 tokens when it runs. Until then it costs about 116 tokens; SKILL.md has 155 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NoteMentions a .env fileSKILL.md:65
` / `clean` 丢改动；本地提交不推远端（除非用户明确要求）；私钥 / `.env` 不进 git。
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 155 words (~573 tokens).
- name
- autonomous-dev
Files
Just SKILL.md in .codex/skills/autonomous-dev of bkywksj/knowledge-base.
Open the folder on GitHubat commit deb640b
Compare with similar skills
Autonomous Dev next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Autonomous Dev this skillbkywksj/knowledge-base | 330 | — | ~573 | Automated safety check: Notes | Custom licence | |
| Xs Xangi Kaizenkaraage0703/ai-assistant-workspace | 136 | — | ~1.3k | Automated safety check: Notes | MIT | |
| RenderLeoYeAI/openclaw-master-skills | 2.2k | — | ~4.8k | Automated safety check: Pass | MIT | |
| Gh Issuestrpc-group/trpc-agent-go | 1.8k | 8 repos | ~8.7k | Automated safety check: Pass | Apache-2.0 | |
| Create Triggerharness/harness-skills | 115 | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Cron Opsczl9707/build-your-own-openclaw | 1.9k | — | ~593 | Automated safety check: Pass | MIT |
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Related
Works with
Categories
Questions about Autonomous Dev
What does Autonomous Dev do?
自主连续开发方法论（Codex 版）。把一个项目按「每轮一个最小可提交单元」的方式推进到完成： 每轮读真相源 → 选下一个未做项 → 做一个最小单元 → 过验证门 → 记录勾选 → 最小提交 → 报进度。. Autonomous Dev is an agent skill from bkywksj/knowledge-base.
When should I use Autonomous Dev?
Autonomous Dev fits situations like: tasks that involve Scheduled and recurring tasks.
How do I install Autonomous Dev in Claude Code?
Run `npx skills add bkywksj/knowledge-base --skill autonomous-dev -a claude-code`. Or copy the skill folder (.codex/skills/autonomous-dev in bkywksj/knowledge-base) into .claude/skills/autonomous-dev in your project. Claude Code loads it when a task matches its description.
How do I install Autonomous Dev in Codex?
Run `npx skills add bkywksj/knowledge-base --skill autonomous-dev -a codex`. Or copy the skill folder (.codex/skills/autonomous-dev in bkywksj/knowledge-base) into .agents/skills/autonomous-dev in your project. Codex loads it when a task matches its description.
Can I use Autonomous Dev in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bkywksj/knowledge-base --skill autonomous-dev -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/autonomous-dev, .gemini/skills/autonomous-dev, .github/skills/autonomous-dev and .opencode/skills/autonomous-dev in your project.
What does Autonomous Dev need to run?
Going by SKILL.md and its folder, Autonomous Dev needs the command-line tools its instructions call (git, cargo, npx and cmake). Our summary lists: Node.js.
Does Autonomous Dev access the network?
SKILL.md contains no URLs. Its commands use git and npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Autonomous Dev safe to install?
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Autonomous Dev use?
Autonomous Dev has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Autonomous Dev use?
About 573 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Autonomous Dev?
Skills that share tags, products or a category with Autonomous Dev: Xs Xangi Kaizen (karaage0703/ai-assistant-workspace, 136 stars), Render (LeoYeAI/openclaw-master-skills, 2.2k stars), Gh Issues (trpc-group/trpc-agent-go, 1.8k stars) and Create Trigger (harness/harness-skills, 115 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Autonomous Dev?
bkywksj (a GitHub user) maintains it in bkywksj/knowledge-base, which has 330 GitHub stars. The repository holds 37 skills in this directory. The repository was last updated on October 2, 2026.
Source: bkywksj/knowledge-base on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.