MCP Development
coollabsio/coolify
A skill your agent uses for Laravel MCP development. An agent skill from coollabsio/coolify.
Developer implementation guide for building hierarchical (folded) memory into an Agent.
Custom licenceAuto-check passed
Install Folded Memory Implementation
$ npx skills add simbajigege/book2skills --skill folded-memory-implementation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install simbajigege/book2skills folded-memory-implementation --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/simbajigege/book2skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/folded-memory-implementation .claude/skills/folded-memory-implementation && 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 "folded-memory-implementation" agent skill from https://github.com/simbajigege/book2skills/tree/main/skills/folded-memory-implementation into .claude/skills/folded-memory-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "folded-memory-implementation", 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/simbajigege/book2skills/tree/main/skills/folded-memory-implementationType 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 simbajigege/book2skills --skill folded-memory-implementation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install simbajigege/book2skills folded-memory-implementation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/simbajigege/book2skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/folded-memory-implementation .agents/skills/folded-memory-implementation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "folded-memory-implementation" agent skill from https://github.com/simbajigege/book2skills/tree/main/skills/folded-memory-implementation into .agents/skills/folded-memory-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "folded-memory-implementation", 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 simbajigege/book2skills --skill folded-memory-implementation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install simbajigege/book2skills folded-memory-implementation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/simbajigege/book2skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/folded-memory-implementation .cursor/skills/folded-memory-implementation && 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 "folded-memory-implementation" agent skill from https://github.com/simbajigege/book2skills/tree/main/skills/folded-memory-implementation into .cursor/skills/folded-memory-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "folded-memory-implementation", 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/simbajigege/book2skills.git --path skills/folded-memory-implementation--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 simbajigege/book2skills --skill folded-memory-implementation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install simbajigege/book2skills folded-memory-implementation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/simbajigege/book2skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/folded-memory-implementation .gemini/skills/folded-memory-implementation && 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 "folded-memory-implementation" agent skill from https://github.com/simbajigege/book2skills/tree/main/skills/folded-memory-implementation into .gemini/skills/folded-memory-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "folded-memory-implementation", 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 simbajigege/book2skills folded-memory-implementationInstalls 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 simbajigege/book2skills --skill folded-memory-implementation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/simbajigege/book2skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/folded-memory-implementation .github/skills/folded-memory-implementation && 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 "folded-memory-implementation" agent skill from https://github.com/simbajigege/book2skills/tree/main/skills/folded-memory-implementation into .github/skills/folded-memory-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "folded-memory-implementation", 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 simbajigege/book2skills --skill folded-memory-implementation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install simbajigege/book2skills folded-memory-implementation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/simbajigege/book2skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/folded-memory-implementation .opencode/skills/folded-memory-implementation && 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 "folded-memory-implementation" agent skill from https://github.com/simbajigege/book2skills/tree/main/skills/folded-memory-implementation into .opencode/skills/folded-memory-implementation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "folded-memory-implementation", 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
folded-memory-implementation- GitHub stars
- 184
- Token cost
- ~3.4k tokens
- SKILL.md length
- 553 words
- Files
- 3
- Skills in repo
- 37
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Developer implementation guide for building hierarchical (folded) memory into an Agent.
- Works in 9 steps: Understand the setup → Three-layer architecture → Data structures → …
- Compact-memory-implementation is not retaining enough
- SKILL.md covers The core idea, Step 1 — Understand the setup, Step 2 — Three-layer… and Step 3 — Data structures, plus 8 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Folded Memory Implementation is an agent skill from simbajigege/book2skills. Developer implementation guide for building hierarchical (folded) memory into an Agent. Three-layer architecture where recent turns stay detailed, older content compresses into episodes, and the oldest distills into durable semantic facts. Use when compact-memory-implementation is not retaining enough, or when agents need to recall decisions from many sessions ago.
Its SKILL.md is about 3.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `README.md`).
The repository describes itself as: Create best skills based on best books.
When your agent uses it
- Compact-memory-implementation is not retaining enough
- Agents need to recall decisions from many sessions ago
Example prompts
- “/folded-memory-implementation”
Requirements
- Python 3
Workflow steps
9 steps, taken from the step headings in SKILL.md.
- Understand the setup
- Three-layer architecture
- Data structures
- Fork agent: L1 → L2 (episode compactor)
- Fork agent: L2 → L3 (semantic extractor)
- When to trigger each layer
- Recall: build system prompt from layers
- Full agent loop
- Persistence
What it can do on your machine
Read from SKILL.md and the folder at commit e5ba66c. 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
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
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
Folded Memory Implementation loads about 3.4k tokens when it runs. Until then it costs about 99 tokens; SKILL.md has 553 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 553 words (~3,431 tokens).
“A developer guide for hierarchical memory: instead of replacing history with a single flat summary, maintain three memory layers at different levels of detail. Old content is compressed more aggressively — not discarded. Each layer is independently stored and selectively…”
- name
- folded-memory-implementation
Files
SKILL.md and 2 other files in skills/folded-memory-implementation of simbajigege/book2skills.
- SKILL.md
- LICENSE.txt
- README.md
Open the folder on GitHubat commit e5ba66c
Compare with similar skills
Folded Memory Implementation 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 |
|---|---|---|---|---|---|---|
| Folded Memory Implementation this skillsimbajigege/book2skills | 184 | — | ~3.4k | Automated safety check: Pass | Custom licence | |
| MCP Developmentcoollabsio/coolify | 63k | 1 repos | ~949 | Automated safety check: Pass | MIT | |
| Game Developmentsickn33/agentic-awesome-skills | 47k | 1 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Twenty App Entity Developmenttwentyhq/twenty | 58k | — | ~1.8k | Automated safety check: Pass | Custom licence | |
| Developmentccusage/ccusage | 19k | — | ~433 | Automated safety check: Pass | Custom licence | |
| Frontend DevelopmentOpenHands/OpenHands | 90k | — | ~324 | Automated safety check: Pass | MIT |
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Questions about Folded Memory Implementation
What does Folded Memory Implementation do?
Developer implementation guide for building hierarchical (folded) memory into an Agent. Folded Memory Implementation is an agent skill from simbajigege/book2skills. Developer implementation guide for building hierarchical (folded) memory into an Agent.
When should I use Folded Memory Implementation?
Folded Memory Implementation fits situations like: compact-memory-implementation is not retaining enough; agents need to recall decisions from many sessions ago.
How do I install Folded Memory Implementation in Claude Code?
Run `npx skills add simbajigege/book2skills --skill folded-memory-implementation -a claude-code`. Or copy the skill folder (skills/folded-memory-implementation in simbajigege/book2skills) into .claude/skills/folded-memory-implementation in your project. Claude Code loads it when a task matches its description.
How do I install Folded Memory Implementation in Codex?
Run `npx skills add simbajigege/book2skills --skill folded-memory-implementation -a codex`. Or copy the skill folder (skills/folded-memory-implementation in simbajigege/book2skills) into .agents/skills/folded-memory-implementation in your project. Codex loads it when a task matches its description.
Can I use Folded Memory Implementation 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 simbajigege/book2skills --skill folded-memory-implementation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/folded-memory-implementation, .gemini/skills/folded-memory-implementation, .github/skills/folded-memory-implementation and .opencode/skills/folded-memory-implementation in your project.
What does Folded Memory Implementation need to run?
SKILL.md names no scripts, command-line tools or credentials: Folded Memory Implementation is instructions for the agent only. Our summary lists: Python 3.
Does Folded Memory Implementation 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 Folded Memory Implementation 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 Folded Memory Implementation use?
Folded Memory Implementation has a licence file (from the LICENSE file in the skill folder) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Folded Memory Implementation use?
About 3.4k tokens (SKILL.md is roughly 14k 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 Folded Memory Implementation?
Skills that share tags, products or a category with Folded Memory Implementation: MCP Development (coollabsio/coolify, 63k stars), Game Development (sickn33/agentic-awesome-skills, 47k stars), Twenty App Entity Development (twentyhq/twenty, 58k stars) and Development (ccusage/ccusage, 19k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Folded Memory Implementation?
simbajigege (a GitHub user) maintains it in simbajigege/book2skills, which has 184 GitHub stars. The repository holds 37 skills in this directory. The repository was last updated on August 26, 2026.
Source: simbajigege/book2skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.