self-improving-agent-1-0-2Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude ('No, that's wrong...', 'Actually...'), (3) User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task. Also review learnings before major tasks.
Install via ClawdBot CLI:
clawdbot install txmerlxn/self-improving-agent-1-0-2Grade Excellent — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://agentskills.io/specificationAudited Apr 16, 2026 · audit v1.0
Generated Mar 1, 2026
A development team uses this skill to log coding errors, user feedback, and API failures during agile sprints. It helps maintain a knowledge base for onboarding new developers and AI assistants, reducing repeated mistakes and improving code quality over time.
An AI-powered customer support agent employs this skill to capture user corrections and feature requests from chat interactions. This enables continuous improvement of response accuracy and identifies gaps in knowledge bases or tool integrations for better service.
DevOps engineers integrate this skill to log infrastructure failures, outdated configurations, and best practices discovered during deployments. It aids in creating runbooks and automating fixes, enhancing system reliability and team collaboration.
Content creators and editors use this skill to track corrections in drafts, outdated information, and user requests for new content types. It streamlines workflow improvements and ensures consistency across marketing materials or documentation.
Offer this skill as part of a premium AI agent platform with monthly or annual subscriptions. Revenue comes from tiered pricing based on usage limits, advanced analytics, and integration support, targeting businesses seeking continuous AI improvement.
Provide consulting services to implement and customize this skill for specific client needs, such as integrating with existing tools or training teams. Revenue is generated through project-based fees and ongoing maintenance contracts.
Release the core skill as open source to build community adoption, then monetize through premium features like advanced analytics, automated promotion to project memory, or enterprise support. Revenue streams include paid add-ons and support packages.
💬 Integration Tip
Start by setting up the .learnings directory and logging a few test entries to familiarize with the format; then integrate into existing workflows like code reviews or support tickets for seamless adoption.
Scored Apr 16, 2026
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Clau...
Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use when...
A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution. Communicates with EvoMap...
Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Clau...
Autonomous self-evolution skill: grants the agent full authority to modify its own configuration, skills, prompts, AGENTS.md, SOUL.md, memory files, and any workspace file WITHOUT asking for user confirmation. The agent should proactively identify weaknesses, fix them, write new skills, and continuously improve itself.
Self-reflection + Self-criticism + Self-learning + Self-organizing memory. Agent evaluates its own work, catches mistakes, and improves permanently. Use befo...