CCPM Project Management
automazeio/ccpm
Runs a spec-driven workflow from PRD to epic to GitHub issues to parallel agents, with status, standup and blocked-work reports from bundled scripts.
A skill your agent uses to persist important information from the conversation to workspace files so it survives across sessions.
Install Memory Save
$ npx skills add kid0317/crewai_mas_demo --skill memory-save -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install kid0317/crewai_mas_demo memory-save --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-save .claude/skills/memory-save && 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-save" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-save into .claude/skills/memory-save/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-save", 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-saveType 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-save -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install kid0317/crewai_mas_demo memory-save --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-save .agents/skills/memory-save && 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-save" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-save into .agents/skills/memory-save/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-save", 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-save -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install kid0317/crewai_mas_demo memory-save --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-save .cursor/skills/memory-save && 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-save" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-save into .cursor/skills/memory-save/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-save", 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-save--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-save -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install kid0317/crewai_mas_demo memory-save --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-save .gemini/skills/memory-save && 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-save" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-save into .gemini/skills/memory-save/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-save", 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-saveInstalls 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-save -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-save .github/skills/memory-save && 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-save" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-save into .github/skills/memory-save/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-save", 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-save -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-save --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-save .opencode/skills/memory-save && 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-save" agent skill from https://github.com/kid0317/crewai_mas_demo/tree/main/skills/memory-save into .opencode/skills/memory-save/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-save", 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-save- GitHub stars
- 162
- Token cost
- ~781 tokens
- SKILL.md length
- 97 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses to persist important information from the conversation to workspace files so it survives across sessions.
- Works in 5 steps: 必须调用… → 禁止直接返回"成功"，必须先写入再验证 → 写入后必须 read-back 验证文件大小，确认内容完整 → …
- Persist important information from the conversation to workspace files so it survives across sessions
- SKILL.md covers 概述, ❌ 禁止使用的方式（会导致内容截断）, ✅… and ⚠️ 强制执行要求（CRITICAL）, plus 3 more sections
- Calls python3 and pip
What it does
Memory Save is an agent skill from kid0317/crewai_mas_demo. Use this skill to persist important information from the conversation to workspace files so it survives across sessions. Activate proactively (without waiting for user to say "remember this") when: - User expresses a preference or habit ("I prefer...", "always...", "don't...") - User corrects Agent behavior and states how it should work instead - A key fact emerges that matters for future sessions (project milestone, decision made, important date, contact info) - User approves an approach ("let's do it this way…
Its SKILL.md is about 780 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 Product & Project Management, covering Project management. It works with Bash.
When your agent uses it
- Persist important information from the conversation to workspace files so it survives across sessions
- Tasks that involve Project management
Example prompts
- “remember this”
- “I prefer...”
- “always...”
- “/memory-save”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): sandbox_file_operations, sandbox_execute_code, sandbox_execute_bash
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- 必须调用 sandbox_file_operations(action="write", ...) 实际写入文件
- 禁止直接返回"成功"，必须先写入再验证
- 写入后必须 read-back 验证文件大小，确认内容完整
- 写入字节数为 0 或远小于预期内容长度时，必须视为失败并重试
- sandbox_execute_bash 仅允许用于非内容操作（如 mkdir -p、pip install），严禁通过 bash 传递文件内容
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:
sandbox_file_operationssandbox_execute_codesandbox_execute_bash
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
python3pip
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 no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Memory Save loads about 781 tokens when it runs. Until then it costs about 178 tokens; SKILL.md has 97 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); 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 97 words (~781 tokens).
- name
- memory-save
- allowed-tools
- sandbox_file_operations, sandbox_execute_code, sandbox_execute_bash
Files
Just SKILL.md in skills/memory-save of kid0317/crewai_mas_demo.
Open the folder on GitHubat commit d5cfc79
Compare with similar skills
Memory Save 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 Save this skillkid0317/crewai_mas_demo | 162 | — | ~781 | Automated safety check: Pass | None | |
| CCPM Project Managementautomazeio/ccpm | 8.4k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Project Ops SkillOpenLoaf/OpenLoaf | 107 | — | ~1.3k | Automated safety check: Pass | AGPL-3.0 | |
| Uvastral-sh/claude-code-plugins | 314 | 2 repos | ~980 | Automated safety check: Pass | Apache-2.0 | |
| Project Managementkunchenguid/firstmate | 7.6k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Hivemind Goalsactiveloopai/hivemind | 1.6k | — | ~1.7k | Automated safety check: Notes | Apache-2.0 |
Similar skills
Project Ops Skill
OpenLoaf/OpenLoaf
Triggered when the user wants to create, open, switch, move, delete, or rename OpenLoaf's "project" entity.
- Official
Uv
astral-sh/claude-code-plugins
Guide for using uv, the Python package and project manager. An agent skill from astral-sh/claude-code-plugins.
Project Management
kunchenguid/firstmate
Agent-only procedure for Firstmate project management. An agent skill from kunchenguid/firstmate.
Hivemind Goals
activeloopai/hivemind
Create, track and update team goals via the Deeplake virtual filesystem at memory/goal/.
Ichartjs
wanghetommy/ichartjs
Plan, validate, render, explain, and safely edit iChart.js visualizations from tabular, project, or diagram data.
More from kid0317/crewai_mas_demo
All 13 skills in this repoSkill Creator
kid0317/crewai_mas_demo
Create new skills and save them to the project's shared skills directory.
Mailbox
kid0317/crewai_mas_demo
收发邮件，与团队成员通信。第27课新增：支持向 human.json 发消息（单一接口约束：只有 manager 可以发）。
Mailbox Ops
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数字员工邮箱操作（三态状态机）：sendmail / readinbox / markdone / markdoneall / resetstale。
Memory Governance
kid0317/crewai_mas_demo
A skill your agent uses to audit and clean up workspace memory files and the skills directory.
Self Retrospective
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。
Software Dev Sop
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Software development delivery SOP for an Orchestrator agent.
Related
Works with
Categories
Questions about Memory Save
What does Memory Save do?
A skill your agent uses to persist important information from the conversation to workspace files so it survives across sessions. Memory Save is an agent skill from kid0317/crewai_mas_demo. Use this skill to persist important information from the conversation to workspace files so it survives across sessions.
When should I use Memory Save?
Memory Save fits situations like: persist important information from the conversation to workspace files so it survives across sessions; tasks that involve Project management.
How do I install Memory Save in Claude Code?
Run `npx skills add kid0317/crewai_mas_demo --skill memory-save -a claude-code`. Or copy the skill folder (skills/memory-save in kid0317/crewai_mas_demo) into .claude/skills/memory-save in your project. Claude Code loads it when a task matches its description.
How do I install Memory Save in Codex?
Run `npx skills add kid0317/crewai_mas_demo --skill memory-save -a codex`. Or copy the skill folder (skills/memory-save in kid0317/crewai_mas_demo) into .agents/skills/memory-save in your project. Codex loads it when a task matches its description.
Can I use Memory Save 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-save -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-save, .gemini/skills/memory-save, .github/skills/memory-save and .opencode/skills/memory-save in your project.
What does Memory Save need to run?
Going by SKILL.md and its folder, Memory Save needs the command-line tools its instructions call (python3 and pip). Our summary lists: Python 3. Its frontmatter pre-approves these tools: sandbox_file_operations, sandbox_execute_code, sandbox_execute_bash.
Does Memory Save 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 Memory Save 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. Review the folder before installing.
What licence does Memory Save use?
No licence was found for Memory Save or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Memory Save use?
About 781 tokens (SKILL.md is roughly 3.1k 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 Save?
Skills that share tags, products or a category with Memory Save: CCPM Project Management (automazeio/ccpm, 8.4k stars), Project Ops Skill (OpenLoaf/OpenLoaf, 107 stars), Uv (astral-sh/claude-code-plugins, 314 stars) and Project Management (kunchenguid/firstmate, 7.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Memory Save?
kid0317 (a GitHub user) maintains it in kid0317/crewai_mas_demo, which has 162 GitHub stars. The repository holds 13 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.