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metaskillbase

Decompose human demands into atomic meta skills using OpenClaw Skill Forge Cutter.

Skill by leionion

IndexedApache-2.0★ 89
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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/leionion-metaskillbase

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Decompose human demands into atomic meta skills using OpenClaw Skill Forge Cutter. Run standalone skills (memory_backup, strategy_backtest) or orchestrate OpenClaw skills.

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/metaskillbase

What's inside

Skill name
metaskillbase
Description
Decompose human demands into atomic meta skills using OpenClaw Skill Forge Cutter. Run standalone skills (memory_backup, strategy_backtest) or orchestrate OpenClaw skills.
License
Apache-2.0
Instructions
68 lines in SKILL.md · view on GitHub

Agent Skills spec issues

  • name: "metaskillbase" does not match folder "openclaw-skill"

Files (2)

  • SKILL.md
  • skill.yaml

SKILL.md (first lines)

# OpenClaw Skill Forge — Demand Decomposition for OpenClaw

When a user describes what they want in natural language, use OpenClaw Skill Forge to decompose the demand into atomic meta skills, then execute or hand off.

## When to Use

- User says: "backup my chat memory", "run a backtest on my data", "organize my files"
- Multi-step or ambiguous demands that need skill mapping
- Before executing—decompose first to route correctly

## How It Works

1. **Decompose**: Call OpenClaw Skill Forge Cutter with the user's demand.
2. **Skills returned**: e.g. `memory_backup`, `strategy_backtest`, `file_copy`, etc.
3. **Runnable standalone**: `memory_backup`, `strategy_backtest` run via `metaskill` CLI.
4. **Needs OpenClaw**: Mac HCI, device, other skills—use OpenClaw's native skills.

## Usage

### CLI (recommended)

```bash
# Install: pip install -e /path/to/ClawForge
metaskill "backup my chat memory"
metaskill "run backtest on trading data" --decompose-only
metaskill --list
```

### Python API

```python
from core.cutter import CutterEngine
result = CutterEngine().process("backup my chat memory")
# result["decomposed"] → [{"skill": "memory_backup", "confidence": 0.8, ...}]
```

### LLM Decomposition (optional)

Set `CHUTES_API_KEY` in .env and use `--model chutes` for smarter decomposition.

## Cutter Keywords

| Demand phrase | Skill |
|---------------|-------|
| backup my, chat memory, memory backup | memory_backup |
| backtest, trading strategy, quantitative | strategy_backtest |
| file copy, move, delete | file_copy, file_move, file_delete |
| open app, close app | open_app, close_app |
| screenshot, brightness, volume | screenshot, brightness, volume |
| ... see Skill-Index.md |

## Installation

```bash
cd ClawForge
pip install -e .

# Install into OpenClaw workspace (or run ./scripts/setup_openclaw.sh)
cp -r openclaw-skill ~/.openclaw/workspace/skills/metaskillbase
```

## Permissions

- **filesystem**: For memory_backup, strategy_backtest (read/write CSVs, backups)
- **network**: Optional for strategy_backtest (data fetch), GPT decomposition
- **shell**: Run metaskill CLI from OpenClaw

From leionion/ClawForge, Apache-2.0.

More from leionion/ClawForge

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Stars
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Forks
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Open issues
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Last commit (this folder)
Mar 11, 2026 (7 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Apache-2.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from leionion

Cite this page

metaskillbase. Agent Mart. https://agentmart.dev/skills/leionion-metaskillbase (last updated 2026-10-24)