soul-evolversoul-evolver - AI Agent Memory Evolution System. Automatically analyzes memory files and evolves SOUL.md, USER.md, IDENTITY.md, and other workspace identity...
Install via ClawdBot CLI:
clawdbot install relunctance/soul-evolverGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Accesses system directories or attempts privilege escalation
/var/log/Calls external URL not in known-safe list
https://github.com/relunctance/soul-evolver.gitAI Analysis
The skill's stated purpose of analyzing memory files and updating identity documents using the MiniMax API is plausible and aligns with its description. However, the external URL reference to a GitHub repository is undocumented and could indicate unreviewed code execution, though no direct data exfiltration or credential harvesting patterns are evident in the provided snippet.
Audited Apr 16, 2026 · audit v1.0
Generated May 21, 2026
A personal AI assistant automatically updates its user model (USER.md) by analyzing daily conversation logs and user feedback. This enables the assistant to learn preferences, habits, and communication style over time without manual retraining.
A code review AI agent adjusts its review criteria and style based on recurring feedback from the team captured in .learnings/. It updates IDENTITY.md to reflect new best practices and TOOLS.md for new tool usage patterns, improving code quality progressively.
A customer support AI automatically refines SOUL.md with behavioral guidelines after multiple interactions show preferred response tone and escalation patterns. This leads to more consistent and personalized customer experiences.
A project management AI analyzes team communication logs and identifies recurring workflow bottlenecks. It updates AGENTS.md and IDENTITY.md to reflect new delegation rules and role responsibilities, optimizing team collaboration.
An educational AI tutor evolves its teaching strategies by mining memory files for student mistakes and successes. It updates USER.md with student preferences and learning pace, tailoring future explanations and exercises accordingly.
Provide hosted AI agents that use soul-evolver to automatically improve over time, offering tiered plans based on agent workspace size and evolution frequency. Revenue from monthly or annual subscriptions.
Sell soul-evolver as a premium add-on for enterprise AI platforms, enabling automatic identity and memory management across teams. Revenue from per-seat licensing or flat annual fees.
Offer a service where the provider configures and monitors soul-evolver for clients, including custom trigger conditions and integration with existing AI agents. Revenue from setup fees and ongoing maintenance.
💬 Integration Tip
Ensure MINIMAX_API_KEY is set securely. Use the dry-run flag (--dry-run) to preview changes before applying them, and schedule the evolution every 120 minutes for continuous improvement.
Scored May 21, 2026
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