ClawForge metaskillbase

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

install

source · Clone the upstream repo

git clone https://github.com/leionion/ClawForge

Claude Code · Install into ~/.claude/skills/

T=$(mktemp -d) && git clone --depth=1 https://github.com/leionion/ClawForge "$T" && mkdir -p ~/.claude/skills && cp -r "$T/openclaw-skill" ~/.claude/skills/leionion-clawforge-metaskillbase && rm -rf "$T"

OpenClaw · Install into ~/.openclaw/skills/

T=$(mktemp -d) && git clone --depth=1 https://github.com/leionion/ClawForge "$T" && mkdir -p ~/.openclaw/skills && cp -r "$T/openclaw-skill" ~/.openclaw/skills/leionion-clawforge-metaskillbase && rm -rf "$T"

manifest: openclaw-skill/SKILL.md

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

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

Usage

CLI (recommended)

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

Python API

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

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