Swift Actor Persistence
affaan-m/ECC
Thread-safe data persistence in Swift using actors — in-memory cache with file-backed storage, eliminating data races by design.
Manage your persistent hierarchical memory — save, update, search, and organize knowledge as markdown files in the memory/ folder.
$ npx skills add TinyAGI/tinyagi --skill memory -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install TinyAGI/tinyagi memory --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/TinyAGI/tinyagi.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/memory .claude/skills/memory && 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" agent skill from https://github.com/TinyAGI/tinyagi/tree/main/.agents/skills/memory into .claude/skills/memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory", 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/TinyAGI/tinyagi/tree/main/.agents/skills/memoryType 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 TinyAGI/tinyagi --skill memory -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install TinyAGI/tinyagi memory --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TinyAGI/tinyagi.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/memory .agents/skills/memory && 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" agent skill from https://github.com/TinyAGI/tinyagi/tree/main/.agents/skills/memory into .agents/skills/memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory", 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 TinyAGI/tinyagi --skill memory -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install TinyAGI/tinyagi memory --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TinyAGI/tinyagi.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/memory .cursor/skills/memory && 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" agent skill from https://github.com/TinyAGI/tinyagi/tree/main/.agents/skills/memory into .cursor/skills/memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory", 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/TinyAGI/tinyagi.git --path .agents/skills/memory--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 TinyAGI/tinyagi --skill memory -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install TinyAGI/tinyagi memory --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TinyAGI/tinyagi.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/memory .gemini/skills/memory && 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" agent skill from https://github.com/TinyAGI/tinyagi/tree/main/.agents/skills/memory into .gemini/skills/memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory", 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 TinyAGI/tinyagi memoryInstalls 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 TinyAGI/tinyagi --skill memory -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/TinyAGI/tinyagi.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/memory .github/skills/memory && 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" agent skill from https://github.com/TinyAGI/tinyagi/tree/main/.agents/skills/memory into .github/skills/memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory", 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 TinyAGI/tinyagi --skill memory -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install TinyAGI/tinyagi memory --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TinyAGI/tinyagi.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/memory .opencode/skills/memory && 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" agent skill from https://github.com/TinyAGI/tinyagi/tree/main/.agents/skills/memory into .opencode/skills/memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory", 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.
memoryManage your persistent hierarchical memory — save, update, search, and organize knowledge as markdown files in the memory/ folder.
Memory is an agent skill from TinyAGI/tinyagi. Manage your persistent hierarchical memory — save, update, search, and organize knowledge as markdown files in the memory/ folder. Use when: you learn something worth remembering, the user asks you to remember something, you want to recall past knowledge, you need to reorganize or update existing memories, or you want to search through your memories. Triggers: 'remember this', 'save to memory', 'what do you remember about', 'update memory', 'search memory', 'forget', or when you decide something is worth…
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: TinyAGI is the agent teams orchestrator for One Person Company. (fka TinyClaw). The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 2db3a03. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash and markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Memory loads about 1.1k tokens when it runs. Until then it costs about 132 tokens; SKILL.md has 317 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.
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.
The full file from TinyAGI/tinyagi at commit 2db3a03, republished under its MIT licence (© TinyAGI). 317 words, ~1,077 tokens.
.claude/skills/memory/SKILL.md (or your agent's skills folder).Manage your persistent hierarchical memory system. Memories are stored as markdown files in the memory/ folder in your workspace, organized into a folder hierarchy that acts as categories/groups.
memory/
├── project-setup.md ← root-level memory
├── preferences/ ← category folder
│ ├── coding-style.md
│ └── communication.md
├── projects/ ← category folder
│ ├── overview.md
│ └── webapp/ ← nested category
│ ├── architecture.md
│ └── api-endpoints.md
└── people/
└── team-contacts.mdEvery memory file MUST have YAML frontmatter with name and summary fields:
---
name: coding-style
summary: User prefers functional style, TypeScript strict mode, no semicolons
---
Detailed notes about the user's coding preferences:
- Functional programming style over OOP
- TypeScript with strict mode enabled
- No semicolons (relies on ASI)
- Prefer const over let
- Use arrow functions for callbacksmemory/ if it's top-level)mkdir -p memory/<category>.md file with proper frontmattercat > memory/preferences/coding-style.md << 'EOF'
---
name: coding-style
summary: User prefers functional TypeScript, strict mode, no semicolons
---
Detailed preferences documented here...
EOFRead the existing file, modify its content, and write it back. Update the summary in frontmatter if the core meaning changed.
Search through memory content using grep:
# Search all memories for a keyword
grep -r "keyword" memory/ --include="*.md"
# Search only summaries (frontmatter)
grep -r "summary:" memory/ --include="*.md"
# Find memories in a specific category
ls memory/projects/The memory index in AGENTS.md only shows name + summary. To read the full content:
cat memory/<path-to-file>.mdYou can move, rename, or restructure the hierarchy at any time:
# Create a new category
mkdir -p memory/new-category
# Move a memory to a different category
mv memory/old-location/file.md memory/new-category/file.md
# Rename a memory (update the name field in frontmatter too)
mv memory/old-name.md memory/new-name.mdWhen reorganizing, ensure the name field in frontmatter matches the new filename.
rm memory/path/to/memory.md
# Remove empty category folders
rmdir memory/empty-category/© TinyAGI, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .agents/skills/memory of TinyAGI/tinyagi.
Open the folder on GitHubat commit 2db3a03
Memory 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 this skillTinyAGI/tinyagi | 3.6k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Swift Actor Persistenceaffaan-m/ECC | 274k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Agent Hierarchical Coordinatorruvnet/ruflo | 74k | 2 repos | ~2.8k | Automated safety check: Pass | MIT | |
| Session Persistruvnet/ruflo | 74k | — | ~415 | Automated safety check: Notes | MIT | |
| Context Savegarrytan/gstack | 136k | — | ~9.7k | Automated safety check: Notes | MIT | |
| Save As PDFasgeirtj/system_prompts_leaks | 69k | — | ~2.3k | Automated safety check: Pass | CC0-1.0 |
affaan-m/ECC
Thread-safe data persistence in Swift using actors — in-memory cache with file-backed storage, eliminating data races by design.
ruvnet/ruflo
Agent skill for hierarchical-coordinator - invoke with $agent-hierarchical-coordinator
ruvnet/ruflo
Persist and restore agent sessions across conversations with state snapshots
garrytan/gstack
Captures git state, decisions made and remaining work so that a later session can resume the task without losing context.
asgeirtj/system_prompts_leaks
Print-ready PDF export
affaan-m/ECC
在 Swift 中使用 actor 实现线程安全的数据持久化——基于内存缓存与文件支持的存储,通过设计消除数据竞争. An agent skill from affaan-m/ECC.
TinyAGI/tinyagi
Create, list, and delete scheduled tasks (recurring or one-time) that send messages to agents.
TinyAGI/tinyagi
Send a proactive message to a paired user via their channel (Discord, Telegram, or WhatsApp).
TinyAGI/tinyagi
Search for and install skills from the skills registry to agent workspaces.
TinyAGI/tinyagi
Manage your assigned tasks on the TinyAGI kanban board — list tasks, update task status, create new tasks, and add or view comments.
TinyAGI/tinyagi
Manage and operate the TinyAGI system itself — agents, teams, settings, queue, tasks, daemon lifecycle, and source code.
Manage your persistent hierarchical memory — save, update, search, and organize knowledge as markdown files in the memory/ folder. Memory is an agent skill from TinyAGI/tinyagi. Manage your persistent hierarchical memory — save, update, search, and organize knowledge as markdown files in the memory/ folder.
Memory fits situations like: : you learn something worth remembering; the user asks you to remember something; you want to recall past knowledge; you need to reorganize.
Run `npx skills add TinyAGI/tinyagi --skill memory -a claude-code`. Or copy the skill folder (.agents/skills/memory in TinyAGI/tinyagi) into .claude/skills/memory in your project. Claude Code loads it when a task matches its description.
Run `npx skills add TinyAGI/tinyagi --skill memory -a codex`. Or copy the skill folder (.agents/skills/memory in TinyAGI/tinyagi) into .agents/skills/memory in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add TinyAGI/tinyagi --skill memory -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, .gemini/skills/memory, .github/skills/memory and .opencode/skills/memory in your project.
SKILL.md names no scripts, command-line tools or credentials: Memory is instructions for the agent only.
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.
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.
Memory is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.1k tokens (SKILL.md is roughly 4.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Memory: Swift Actor Persistence (affaan-m/ECC, 274k stars), Agent Hierarchical Coordinator (ruvnet/ruflo, 74k stars), Session Persist (ruvnet/ruflo, 74k stars) and Context Save (garrytan/gstack, 136k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
TinyAGI (a GitHub organization) maintains it in TinyAGI/tinyagi, which has 3,620 GitHub stars. The repository holds 6 skills in this directory. The repository was last updated on March 30, 2026.
Source: TinyAGI/tinyagi on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.