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13968
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31
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59
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3
Versions
Install in OpenClaw
/install capability-evolver-pro
Description
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem...
Usage Guidance
Install it only if you want an agent to analyze runtime logs. Redact credentials, tokens, personal data, and sensitive internal details before sending logs, and review recommendations before turning them into automated tasks or long-lived records.
Capability Assessment
Purpose & Capability
The skill analyzes supplied runtime logs, computes health scores, and generates improvement recommendations; the handler implements deterministic local analysis only.
Instruction Scope
The invocation examples include broad phrases such as general health checks and agent improvement, which could cause eager routing in some agents, but they remain related to the stated diagnostics purpose.
Install Mechanism
Installation is a standard OpenClaw skill add flow, with no elevated OS permissions, package bootstrap, or credential setup shown.
Credentials
Processing production, staging, or fleet logs is proportionate for this skill, but those logs may contain secrets, personal data, stack traces, or internal operational details.
Persistence & Privilege
Examples show scheduled analysis and storing derived recommendations or metrics, but the shipped handler does not persist data, modify files, call networks, or apply code changes.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install capability-evolver-pro - After installation, invoke the skill by name or use
/capability-evolver-pro - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.2
- Updated integration and usage examples to remove external service/API references, ensuring all calls run locally via agent.run.
- Revised documentation for clarity and consistency, especially in scenario examples (e.g., pre-deployment health check now uses agent.run approach).
- Improved sample code in the quickstart and integration examples for OpenClaw and LangChain agents.
- Aligned continuous improvement and monitoring recipes with fully local execution, reflecting privacy guarantees.
- No changes to underlying logic or features; documentation update only.
v1.0.1
**Switched to fully local skill — no external API or key required.**
- Runs entirely within your OpenClaw agent for complete privacy and zero external dependencies.
- Removed API key requirement and all references to pay-per-call pricing.
- Updated installation and usage instructions for instant, local execution.
- Retained all analysis and evolution features with deterministic logic, no LLMs.
- Documentation clarifies local, private, and dependency-free architecture.
v1.0.0
Major change: Complete redesign and simplification of the skill. Previous implementation and tooling removed; replaced with a pure API-based, deterministic log analyzer focused on reliability insights and improvement proposals.
- Replaced all prior code and scripts with a single handler focused on log analysis and evolution proposal generation.
- Removed 95 files including all legacy assets, evolution logic, and local automation scripts.
- Introduced deterministic, stateless operation—no external AI/model dependency.
- Requires only CLAW0X_API_KEY for API access; all local environment complexity removed.
- Clear, concise SKILL.md with usage recipes, integration examples, and transparent pay-per-call pricing.
- Supports three main actions: analyze (error patterns & root cause), evolve (improvement roadmap), and status (system health).
Metadata
Frequently Asked Questions
What is Capability Evolver?
Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvem... It is an AI Agent Skill for Claude Code / OpenClaw, with 13968 downloads so far.
How do I install Capability Evolver?
Run "/install capability-evolver-pro" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Capability Evolver free?
Yes, Capability Evolver is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Capability Evolver support?
Capability Evolver is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Capability Evolver?
It is built and maintained by claw0x (@kennyzir); the current version is v1.0.2.
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