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Install in OpenClaw
/install model-brain
Description
Route each incoming message to the right Bankr/OpenClaw model or to a zero-LLM path based on task type, risk, and cost. Use when you need per-message model s...
Usage Guidance
This skill appears to be what it says: a local, deterministic router. Before installing, test it with representative inputs to ensure routing behavior matches your expectations (especially for short messages, 'script' overlaps, and wallet-related keywords that force wallet/escalation). Verify that the Bankr model names used here map to models your agent can call and that downstream model invocations have appropriate access controls — routing should not be treated as authorization to perform transactions. If you rely on deterministic zero-LLM bypasses for safety, review and adjust ZERO_LLM_PATTERNS and wallet/code pattern lists so sensitive requests aren't accidentally routed to lower-cost models.
Capability Assessment
Purpose & Capability
The name/description match the included files: a deterministic, rule-based router implemented in scripts/route_message.py and scripts/select_model.sh. The requested resources (none) and included artifacts are proportionate to a routing skill. The references to 'bankr' model names are consistent with the stated purpose.
Instruction Scope
SKILL.md directs the agent to run the included scripts and to consult local reference docs. The runtime instructions and code operate only on input text and return routing metadata; they do not read external files, environment secrets, or call external endpoints. Note: routing is purely rule-based (regexes and simple heuristics) and may misclassify edge cases (e.g., 'script' appears in multiple pattern sets, the <=40-word length rule forces a low-cost route, and keywords like 'send'/'swap' trigger wallet routing). These are correctness/coverage concerns rather than security issues, but they can cause accidental escalation or cost if not validated.
Install Mechanism
No install spec or external downloads; the skill is instruction-only with bundled scripts. No archives are extracted and no external package managers are invoked.
Credentials
The skill requires no environment variables, credentials, or config paths. The scripts export only a transient JSON_OUT environment variable at runtime. There are no requests for tokens, keys, or unrelated credentials.
Persistence & Privilege
always:false and user-invocable:true (defaults) — the skill does not request persistent presence or modify other skills' configs. It doesn't write persistent files or store credentials.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install model-brain - After installation, invoke the skill by name or use
/model-brain - Provide required inputs per the skill's parameter spec and get structured output
Version History
v0.1.2
Fix wrapper quoting for aaigotchi integration
v0.1.1
Add aaigotchi wrapper entrypoint
v0.1.0
Initial ClawHub release
Metadata
Frequently Asked Questions
What is Model Brain?
Route each incoming message to the right Bankr/OpenClaw model or to a zero-LLM path based on task type, risk, and cost. Use when you need per-message model s... It is an AI Agent Skill for Claude Code / OpenClaw, with 159 downloads so far.
How do I install Model Brain?
Run "/install model-brain" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Model Brain free?
Yes, Model Brain is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Model Brain support?
Model Brain is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Model Brain?
It is built and maintained by aaigotchi (@aaigotchi); the current version is v0.1.2.
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