Tune
Necmttn/ax
Retrospective on one coding session that proposes changes to the agent's environment (hooks, checks, steering files, tool access) and files each as an ax proposal.
Agent 自我复盘：读取 L2/L3/L1 日志，调用 LLM 生成结构化改进提案， 写入 proposals.json 并发通知至 human.json 等待审批。
Install Self Retrospective
$ npx skills add kid0317/crewai_mas_demo --skill self-retrospective -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kid0317/crewai_mas_demo self-retrospective --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/kid0317/crewai_mas_demo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/self-retrospective .claude/skills/self-retrospective && 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 "self-retrospective" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/self-retrospective into .claude/skills/self-retrospective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-retrospective", 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/kid0317/crewai_mas_demo/tree/main/skills/self-retrospectiveType 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 kid0317/crewai_mas_demo --skill self-retrospective -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kid0317/crewai_mas_demo self-retrospective --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/self-retrospective .agents/skills/self-retrospective && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "self-retrospective" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/self-retrospective into .agents/skills/self-retrospective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-retrospective", 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 kid0317/crewai_mas_demo --skill self-retrospective -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kid0317/crewai_mas_demo self-retrospective --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/self-retrospective .cursor/skills/self-retrospective && 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 "self-retrospective" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/self-retrospective into .cursor/skills/self-retrospective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-retrospective", 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/kid0317/crewai_mas_demo.git --path skills/self-retrospective--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 kid0317/crewai_mas_demo --skill self-retrospective -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kid0317/crewai_mas_demo self-retrospective --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/self-retrospective .gemini/skills/self-retrospective && 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 "self-retrospective" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/self-retrospective into .gemini/skills/self-retrospective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-retrospective", 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 kid0317/crewai_mas_demo self-retrospectiveInstalls 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 kid0317/crewai_mas_demo --skill self-retrospective -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/self-retrospective .github/skills/self-retrospective && 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 "self-retrospective" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/self-retrospective into .github/skills/self-retrospective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-retrospective", 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 kid0317/crewai_mas_demo --skill self-retrospective -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install kid0317/crewai_mas_demo self-retrospective --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/kid0317/crewai_mas_demo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/self-retrospective .opencode/skills/self-retrospective && 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 "self-retrospective" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/self-retrospective into .opencode/skills/self-retrospective/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-retrospective", 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
self-retrospective- GitHub stars
- 165
- Token cost
- ~505 tokens
- SKILL.md length
- 77 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- None found
At a glance
Agent 自我复盘：读取 L2/L3/L1 日志，调用 LLM 生成结构化改进提案， 写入 proposals.json 并发通知至 human.json 等待审批。
- Works in 6 steps: 读取 L2 日志，找出质量最低的任务 → 读取对应 L3 日志，找到具体失败节点 → 读取 L1 中相关的人类纠正记录 → …
- Tasks that involve Retrospectives
- SKILL.md covers 功能概述, 调用方式, 输出格式（JSON） and ⚠️ 强制执行要求（CRITICAL）, plus 1 more section
- Runs Python scripts from its folder; calls pip and python3; needs ALIYUN_API_KEY
What it does
Self Retrospective is an agent skill from kid0317/crewai_mas_demo. Agent 自我复盘：读取 L2/L3/L1 日志，调用 LLM 生成结构化改进提案， 写入 proposals.json 并发通知至 human.json 等待审批。 适用场景：Agent 在完成足够多任务后，触发自我评估和改进提案生成。
Its SKILL.md is about 510 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/self_retro.py`).
It sits in Product & Project Management, covering Retrospectives and Proposals and quotes.
When your agent uses it
- Tasks that involve Retrospectives
- Tasks that involve Proposals and quotes
Example prompts
- “/self-retrospective”
Requirements
- Python 3
- A credential in ALIYUN_API_KEY
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- 读取 L2 日志，找出质量最低的任务
- 读取对应 L3 日志，找到具体失败节点
- 读取 L1 中相关的人类纠正记录
- 调用 LLM 生成结构化改进提案（Pydantic schema 约束）
- 写入 /mnt/shared/proposals/proposals.json
- 发通知至 /mnt/shared/mailboxes/human.json 等待审批
What it can do on your machine
Read from SKILL.md and the folder at commit d5cfc79. 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
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
pippython3
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, 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 these keys or tokens, usually read from environment variables:
ALIYUN_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Self Retrospective loads about 505 tokens when it runs. Until then it costs about 35 tokens; SKILL.md has 77 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 passed
The automated check found no risky patterns in SKILL.md.
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); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 77 words (~505 tokens).
- name
- self-retrospective
- type
- task
Files
SKILL.md and 1 other file (scripts) in skills/self-retrospective of kid0317/crewai_mas_demo.
- SKILL.md
- scripts/self_retro.py
Open the folder on GitHubat commit d5cfc79
Compare with similar skills
Self Retrospective 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 |
|---|---|---|---|---|---|---|
| Self Retrospective this skillkid0317/crewai_mas_demo | 165 | — | ~505 | Automated safety check: Pass | None | |
| TuneNecmttn/ax | 115 | — | ~1.3k | Automated safety check: Pass | AGPL-3.0 | |
| RetroNecmttn/ax | 115 | — | ~3.5k | Automated safety check: Pass | AGPL-3.0 | |
| Harness ReckoningFairladyZ625/harness-anything | 226 | — | ~768 | Automated safety check: Pass | AGPL-3.0 | |
| Weekly Engineering Retrogarrytan/gstack | 136k | — | ~2.4k | Automated safety check: Pass | MIT | |
| Dough Execute Planterryyin/lizard | 2.5k | — | ~4.3k | Automated safety check: Pass | Custom licence |
Similar skills
Retro
Necmttn/ax
Guided experiment-loop retrospective over the ax agent-experience graph.
Harness Reckoning
FairladyZ625/harness-anything
Run and interpret a read-only retrospective over Harness ledger projections, then prepare evidence-backed mechanism fixes, deletion candidates, or time-bounded rule proposals for human adjudication.
Weekly Engineering Retro
garrytan/gstack
Builds a weekly engineering retrospective from git history: commit counts, per-person contributions, work patterns and code quality numbers over a chosen window.
Dough Execute Plan
terryyin/lizard
Executes one selected story or bounded retrospective correction through an executable plan, or one authorized planless slice from a selected simple story or a contextual instruction, with…
Oral Paper Skill
Adkid-Zephyr/oral-paper-skill
Help authors learn from exemplary ICLR, ICML, and NeurIPS papers through source-linked manuscript comparisons, concrete writing and experiment suggestions, and guided reflection.
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Related
Categories
Questions about Self Retrospective
What does Self Retrospective do?
Agent 自我复盘：读取 L2/L3/L1 日志，调用 LLM 生成结构化改进提案， 写入 proposals.json 并发通知至 human.json 等待审批。. Self Retrospective is an agent skill from kid0317/crewai_mas_demo.
When should I use Self Retrospective?
Self Retrospective fits situations like: tasks that involve Retrospectives; tasks that involve Proposals and quotes.
How do I install Self Retrospective in Claude Code?
Run `npx skills add kid0317/crewai_mas_demo --skill self-retrospective -a claude-code`. Or copy the skill folder (skills/self-retrospective in kid0317/crewai_mas_demo) into .claude/skills/self-retrospective in your project. Claude Code loads it when a task matches its description.
How do I install Self Retrospective in Codex?
Run `npx skills add kid0317/crewai_mas_demo --skill self-retrospective -a codex`. Or copy the skill folder (skills/self-retrospective in kid0317/crewai_mas_demo) into .agents/skills/self-retrospective in your project. Codex loads it when a task matches its description.
Can I use Self Retrospective 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 kid0317/crewai_mas_demo --skill self-retrospective -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/self-retrospective, .gemini/skills/self-retrospective, .github/skills/self-retrospective and .opencode/skills/self-retrospective in your project.
What does Self Retrospective need to run?
Going by SKILL.md and its folder, Self Retrospective needs Python for the scripts in its folder, the command-line tools its instructions call (pip and python3) and credentials named ALIYUN_API_KEY. Our summary lists: Python 3; A credential in ALIYUN_API_KEY.
Does Self Retrospective access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Self Retrospective safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Self Retrospective use?
No licence was found for Self Retrospective or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Self Retrospective use?
About 505 tokens (SKILL.md is roughly 2k 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 Self Retrospective?
Skills that share tags, products or a category with Self Retrospective: Tune (Necmttn/ax, 115 stars), Retro (Necmttn/ax, 115 stars), Harness Reckoning (FairladyZ625/harness-anything, 226 stars) and Weekly Engineering Retro (garrytan/gstack, 136k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Self Retrospective?
kid0317 (a GitHub user) maintains it in kid0317/crewai_mas_demo, which has 165 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on May 25, 2026.
Source: kid0317/crewai_mas_demo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.