self-improve

self-improve is a Session review & learning skill for AI agents, published by thumperL in the claude-worktrace repository on GitHub. Skillspace rates self-improve D (66/100) and it passed the safety scan; the rating is based on static analysis only.

Self-improving interaction skill that learns from user corrections and steering patterns. TRIGGER THIS SKILL when any of the following occur during a session: (1) The user corrects Claude's approach 3 or more times (e.g., "no, do X instead", "that's not what I meant", "actually...", rephrasing the same request, asking to redo work, expressing dissatisfaction). (2) At periodic context checkpoints (~25%, ~50%, ~75%) — this is routine logging, not a signal to stop. Capture learnings silently and continue working on the current task without interruption. (3) The user explicitly says "learn this", "remember this preference", "improve how you work with me", or similar self-improvement triggers. Also trigger when Claude notices repeated patterns of correction across a conversation, even before hitting the 3-correction threshold, if the pattern is clear. This skill is about making Claude better at working with this specific user over time. Use it liberally — it's better to learn too often than…

Grade

D

Quality

66 / 100

Safety

Passed

GitHub stars

30

Unproven: rated by static analysis only, not yet compared head-to-head.

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