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Oraclaw Evolve
by
Whatsonyourmind
· GitHub ↗
· v1.0.0
· MIT-0
127
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1
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Install in OpenClaw
/install oraclaw-evolve
Description
Genetic Algorithm optimizer for AI agents. Multi-objective Pareto optimization for portfolio weights, pricing, hyperparameters, marketing mix — any problem w...
Usage Guidance
This skill generally looks like a genetic-algorithm optimizer, but there are gaps you should resolve before installing or providing credentials: 1) Ask the publisher how the ORACLAW_API_KEY is used — what endpoint/host does the agent call, what data is sent, and what permissions the API key grants? 2) Confirm billing: the SKILL.md lists a USDC/Base payment model — who charges this, how are payments triggered, and does the agent ever require wallet keys? 3) Prefer issuing a scoped, revocable API key with minimal permissions and set expiration/monitoring if you test the skill. 4) If you need to run privately sensitive data through optimizations, verify the service's data retention and privacy policy. If the publisher cannot clearly explain the API usage and billing flow, treat the skill as untrusted.
Capability Analysis
Type: OpenClaw Skill
Name: oraclaw-evolve
Version: 1.0.0
The skill bundle for 'oraclaw-evolve' is a standard documentation and tool definition for a Genetic Algorithm optimization service. It contains no executable code, and the instructions in SKILL.md are strictly aligned with its stated purpose of multi-objective optimization without any signs of prompt injection, data exfiltration, or malicious intent.
Capability Assessment
Purpose & Capability
Name/description and the optimize_evolve config align with a GA optimization tool. Requesting an ORACLAW_API_KEY could be reasonable if the skill calls an external Oraclaw service, but SKILL.md contains no instructions or endpoint showing where or how the API key is used.
Instruction Scope
The runtime instructions only define optimizer parameters, rules, and expected return values — they do not instruct reading unrelated files, environment variables, or secrets beyond the declared ORACLAW_API_KEY. There is no instruction to transmit extra local data.
Install Mechanism
Instruction-only skill with no install spec or code files. This minimizes on-disk risk; nothing is downloaded or written by the skill itself.
Credentials
Only a single credential (ORACLAW_API_KEY) is required, which is proportionate if the skill calls an external API. However, SKILL.md does not document any network endpoints, API surface, or how the key is used. The manifest also advertises paid pricing in USDC on Base (x402) — payment-related details are present but the skill does not request any payment credentials or explain billing or data-economics.
Persistence & Privilege
The skill does not request always:true and does not claim to persist or modify other skills or system settings. Default autonomous invocation is allowed (platform normal).
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install oraclaw-evolve - After installation, invoke the skill by name or use
/oraclaw-evolve - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of OraClaw Evolve: a genetic algorithm optimizer for multi-objective problems.
- Supports portfolio optimization, pricing, marketing mix modeling, hyperparameter tuning, and other nonlinear or combinatorial tasks.
- Implements Pareto frontier optimization for tradeoff analysis between competing objectives.
- User-configurable options for population size, number of generations, gene length, bounds, selection and crossover methods, mutation rate, and objectives.
- Returns best solution, Pareto frontier, convergence stats, and timing information.
- Requires ORACLAW_API_KEY; pricing starts at $0.15 per optimization.
Metadata
Frequently Asked Questions
What is Oraclaw Evolve?
Genetic Algorithm optimizer for AI agents. Multi-objective Pareto optimization for portfolio weights, pricing, hyperparameters, marketing mix — any problem w... It is an AI Agent Skill for Claude Code / OpenClaw, with 127 downloads so far.
How do I install Oraclaw Evolve?
Run "/install oraclaw-evolve" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Oraclaw Evolve free?
Yes, Oraclaw Evolve is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Oraclaw Evolve support?
Oraclaw Evolve is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Oraclaw Evolve?
It is built and maintained by Whatsonyourmind (@whatsonyourmind); the current version is v1.0.0.
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