Skill Creator
Azure/azqr
Create new skills, modify and improve existing skills, and measure skill performance.
A skill your agent uses to audit and clean up workspace memory files and the skills directory.
Install Memory Governance
$ npx skills add kid0317/crewai_mas_demo --skill memory-governance -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kid0317/crewai_mas_demo memory-governance --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/memory-governance .claude/skills/memory-governance && 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 "memory-governance" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-governance into .claude/skills/memory-governance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-governance", 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/memory-governanceType 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 memory-governance -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kid0317/crewai_mas_demo memory-governance --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/memory-governance .agents/skills/memory-governance && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "memory-governance" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-governance into .agents/skills/memory-governance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-governance", 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 memory-governance -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kid0317/crewai_mas_demo memory-governance --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/memory-governance .cursor/skills/memory-governance && 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 "memory-governance" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-governance into .cursor/skills/memory-governance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-governance", 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/memory-governance--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 memory-governance -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kid0317/crewai_mas_demo memory-governance --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/memory-governance .gemini/skills/memory-governance && 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 "memory-governance" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-governance into .gemini/skills/memory-governance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-governance", 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 memory-governanceInstalls 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 memory-governance -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/memory-governance .github/skills/memory-governance && 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 "memory-governance" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-governance into .github/skills/memory-governance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-governance", 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 memory-governance -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 memory-governance --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/memory-governance .opencode/skills/memory-governance && 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 "memory-governance" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-governance into .opencode/skills/memory-governance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-governance", 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
memory-governance- GitHub stars
- 164
- Token cost
- ~1.5k tokens
- SKILL.md length
- 174 words
- Files
- 1
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses to audit and clean up workspace memory files and the skills directory.
- Works in 3 steps: Context Rot（上下文腐化）：Transformer 的 O(n²)… → Memory… → Memory Security（记忆安全）：时序脱钩攻击（MemoryGraft…
- Audit and clean up workspace memory files and the skills directory
- SKILL.md covers 概述 and 步骤
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Memory Governance is an agent skill from kid0317/crewai_mas_demo. Use this skill to audit and clean up workspace memory files and the skills directory. Activate when: - memory.md is approaching 150+ lines (Bootstrap limit is 200) - User requests a memory cleanup or audit - Skills directory has grown large and may contain duplicates or stale entries - memory-save reports that memory.md is near the limit Do NOT activate for: normal conversation, saving new memories (use memory-save), creating new skills (use skill-creator).
Its SKILL.md is about 1.5k 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 Agent Workflows, covering Skill authoring.
When your agent uses it
- Audit and clean up workspace memory files and the skills directory
- Tasks that involve Skill authoring
Example prompts
- “/memory-governance”
Requirements
- Pre-approved tools (allowed-tools): Read, Write, Bash
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Context Rot（上下文腐化）：Transformer 的 O(n²) 注意力机制——记忆越多，每条记忆能获得的注意力越少，模型找到相关信息的能力指数级退化。50k-150k tokens 区间就开始显现，与理论 context limit…
- Memory Decay（记忆腐化）：文件系统记忆不会自动衰减。旧偏好和新事实以完全相同的权重共存。学术文献（MemoryBank arXiv:2305.10250）称之为 "stale facts problem"：记忆不会自愈，只会越来越错。
- Memory Security（记忆安全）：时序脱钩攻击（MemoryGraft arXiv:2512.16962）——攻击者植入伪造的"历史经验"，数周后被语义相似的真实场景触发，执行恶意行为。传统沙盒和 filter 对此无效。
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 these tools, so the agent can use them without asking each time:
ReadWriteBash
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are json and markdown).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Memory Governance loads about 1.5k tokens when it runs. Until then it costs about 120 tokens; SKILL.md has 174 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.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Read, Write, Bash
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 174 words (~1,519 tokens).
“定期审计 workspace 记忆文件和 skills/ 目录，输出结构化分析报告， 用户确认后执行清理操作，防止记忆腐化和技能目录膨胀。”
- name
- memory-governance
- allowed-tools
- Read, Write, Bash
Files
Just SKILL.md in skills/memory-governance of kid0317/crewai_mas_demo.
Open the folder on GitHubat commit d5cfc79
Compare with similar skills
Memory Governance 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 |
|---|---|---|---|---|---|---|
| Memory Governance this skillkid0317/crewai_mas_demo | 164 | — | ~1.5k | Automated safety check: Notes | None | |
| Skill CreatorAzure/azqr | 795 | 89 repos | ~8.2k | Automated safety check: Pass | Apache-2.0 | |
| Claude Code Skill Developer Guidediet103/claude-code-infrastructure-showcase | 10k | 11 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Darwin Skill Optimizeralchaincyf/darwin-skill | 6.2k | 1 repos | ~4.7k | Automated safety check: Pass | MIT | |
| Claude Code Command Developmentanthropics/claude-plugins-official | 38k | 10 repos | ~4.8k | Automated safety check: Pass | Apache-2.0 | |
| Claude Code Plugin Structureanthropics/claude-plugins-official | 38k | 10 repos | ~3.4k | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about Memory Governance
What does Memory Governance do?
A skill your agent uses to audit and clean up workspace memory files and the skills directory. Memory Governance is an agent skill from kid0317/crewai_mas_demo. Use this skill to audit and clean up workspace memory files and the skills directory.
When should I use Memory Governance?
Memory Governance fits situations like: audit and clean up workspace memory files and the skills directory; tasks that involve Skill authoring.
How do I install Memory Governance in Claude Code?
Run `npx skills add kid0317/crewai_mas_demo --skill memory-governance -a claude-code`. Or copy the skill folder (skills/memory-governance in kid0317/crewai_mas_demo) into .claude/skills/memory-governance in your project. Claude Code loads it when a task matches its description.
How do I install Memory Governance in Codex?
Run `npx skills add kid0317/crewai_mas_demo --skill memory-governance -a codex`. Or copy the skill folder (skills/memory-governance in kid0317/crewai_mas_demo) into .agents/skills/memory-governance in your project. Codex loads it when a task matches its description.
Can I use Memory Governance 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 memory-governance -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memory-governance, .gemini/skills/memory-governance, .github/skills/memory-governance and .opencode/skills/memory-governance in your project.
What does Memory Governance need to run?
SKILL.md names no scripts, command-line tools or credentials: Memory Governance is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Write, Bash.
Does Memory Governance access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Memory Governance safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Memory Governance use?
No licence was found for Memory Governance or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Memory Governance use?
About 1.5k tokens (SKILL.md is roughly 6.1k 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 Memory Governance?
Skills that share tags, products or a category with Memory Governance: Skill Creator (Azure/azqr, 795 stars), Claude Code Skill Developer Guide (diet103/claude-code-infrastructure-showcase, 10k stars), Darwin Skill Optimizer (alchaincyf/darwin-skill, 6.2k stars) and Claude Code Command Development (anthropics/claude-plugins-official, 38k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Memory Governance?
kid0317 (a GitHub user) maintains it in kid0317/crewai_mas_demo, which has 164 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.