evolution-toolkitProvides portable tools for agent self-improvement including session handoffs, reasoning style measurement, contradiction scanning, prediction logging, playb...
Install via ClawdBot CLI:
clawdbot install ergopitrez/evolution-toolkitGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
exec(Calls external URL not in known-safe list
https://github.com/ergopitrez/evolution-toolkit.gitUses known external API (expected, informational)
googleapis.comAI Analysis
The skill's primary risk is executing user-provided scripts in a local workspace, which is consistent with its self-improvement tooling purpose. The external API (googleapis.com) is likely for legitimate services like Gemini, and the GitHub reference is for sourcing the toolkit itself. No evidence of credential harvesting, data exfiltration, or hidden malicious overrides exists in the provided definition.
Generated May 22, 2026
When a customer support agent needs to hand off a complex issue to a colleague, the toolkit captures session context, logs reasoning, and ensures continuity without losing previous interactions.
A data scientist uses cognitive fingerprinting to measure their reasoning patterns across multiple projects, identifying biases or over-reliance on certain approaches to improve problem-solving.
A legal team scans a large set of guidance documents for conflicting directives, outdated references, or inconsistent clauses before finalizing a contract or policy.
A financial advisor logs predictions about market movements and periodically audits calibration to refine forecasting accuracy and decision-making.
A sales team uses the skill optimizer to iteratively improve their cold outreach playbook by evaluating response rates and adjusting messaging across multiple rounds.
Offer the toolkit as a monthly subscription, providing regular updates, new protocols, and priority support for teams seeking ongoing self-improvement.
Package the toolkit with consulting sessions where experts help organizations set up workspaces, customize scripts, and train teams on best practices.
License the toolkit to large enterprises, offering customization to integrate with existing workflows, compliance requirements, and proprietary systems.
💬 Integration Tip
Export EVOLUTION_TOOLKIT_WORKSPACE before running scripts; ensure the workspace has the expected directory structure for state persistence.
Scored May 22, 2026
Audited Apr 16, 2026 · audit v1.0
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