evolverA self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution. Communicates with EvoMap...
Install via ClawdBot CLI:
clawdbot install autogame-17/evolverGrade Excellent — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
exec(Accesses system directories or attempts privilege escalation
/proc/Calls external URL not in known-safe list
https://github.com/autogame-17/evolver/releases`Uses known external API (expected, informational)
api.github.comGenerated Feb 28, 2026
A customer service chatbot continuously evolves by analyzing conversation logs to fix misunderstandings and optimize response accuracy. It automatically patches code to handle new queries, reducing manual developer intervention and improving user satisfaction over time.
A financial trading AI uses the Evolver to review historical trade data, identify inefficiencies in algorithms, and apply constrained updates to improve profitability. It operates in review mode to ensure compliance before deploying changes in high-stakes environments.
A medical AI analyzes diagnostic errors from runtime history to refine its models and update protocols for better accuracy. It runs in automated mode with safety checks to adapt to new medical data without compromising patient safety.
An AI tutor evolves by assessing student interaction logs to fix gaps in explanations and introduce new teaching methods. It uses the GEP protocol to track changes, ensuring educational content remains effective and up-to-date.
An AI managing smart home devices analyzes failure logs to self-repair and optimize performance scripts. It runs in continuous loop mode via cron jobs, adapting to new device integrations and reducing maintenance downtime.
Offer the Evolver as a cloud-based service where businesses pay a monthly fee for automated AI maintenance and evolution. Revenue comes from tiered plans based on usage levels and support features, targeting companies with AI-driven products.
Sell perpetual licenses for on-premises deployment to large organizations needing full control over their AI evolution processes. Revenue includes upfront license costs and annual maintenance fees for updates and technical support.
Provide professional services to customize and integrate the Evolver into existing AI systems for specific industries. Revenue is generated through project-based fees and ongoing optimization contracts, leveraging the skill's local override capabilities.
💬 Integration Tip
Start with review mode to validate changes before full automation, and use environment variables like EVOLVE_STRATEGY to tailor evolution behavior to your specific needs.
Scored Jun 20, 2026
AI Analysis
The skill enables autonomous code modification and self-evolution with potential for system instability, includes unsafe shell execution patterns, and accesses system directories like /proc/. While external API usage (GitHub) aligns with its stated purpose for updates, the combination of self-modification capability, system access, and automated execution poses a significant operational security risk if misconfigured or exploited.
Audited Apr 16, 2026 · audit v1.0
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