quriosity-agent/qcut/self-evolve

Claude Code and agent skill by quriosity-agent/qcut

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Checking that the SKILL.md file is still in the repository.

Self-evolving skills. Record user feedback, update methodology and rules. Triggers: update rules, record feedback, improve skill, 更新规则, 记录反馈, 改进skill

Install

npx vskill@latest install quriosity-agent/qcut/self-evolve

SKILL.md

Self-Evolve

Let the Agent learn from mistakes and continuously improve

Quick Start

User: Record the issue we just had
User: Update the speech error detection rules
User: Remember this lesson
User: 记录一下刚才的问题
User: 更新口误识别的规则

Update Locations

Content TypeTarget FileExample
User profileCLAUDE.mdPreferences, habits
Methodology + feedback*/tips/*.mdRules, lessons

Flow

User triggers ("that just failed", "record this")
    ↓
[Auto] Trace back context, find the problem
    ↓
[Auto] Read target file fully, understand structure
    ↓
[Auto] Integrate into the appropriate section (not just append!)
    ↓
[Auto] Feedback log only records events, doesn't repeat rules
    ↓
Report update results

Key: Don't ask "what's the problem" — analyze from context directly!

Update Principles

Bad: Append to the end
markdown
## Feedback Log
### 2026-01-14
-Lesson: Must generate deletion task list at end of review
-Lesson: Confirm errors and silence separately

Only adding to feedback log = rules scattered at the bottom, will repeat mistakes.

Good: Integrate into body
  1. Read full file, understand section structure
  2. Find the right section, integrate the rule
  3. Feedback log only records events: - Review marked silence, but missed during cut
markdown
## IV. Review Format
(Add deletion task list template)
 
## V. Confirmation & Execution Flow  ← Add this section if missing
(Add separate confirmation for errors and silence)
 
## Feedback Log
### 2026-01-14
-Review marked silence, but missed during cut (only cut errors)

Trigger Conditions

  • User corrects AI mistakes
  • User says "remember this", "watch out for this in the future"
  • A new general pattern is discovered

Anti-patterns

2026-01-13
Bad:
User: That just failed, update the skills
AI: What problem did you find?  ← Should NOT ask!
 
Good:
AI: [Auto trace back context, find failure point]
AI: [Execute update]
2026-01-14
Bad:
AI: Updated. Added 3 lessons to feedback log  ← Only appended!
 
Good:
AI: [Read full file, understand structure]
AI: [Integrate into appropriate sections]
AI: [Feedback log only records events]
AI: Updated: Added Chapter V "Confirmation Flow", updated Chapter IV template

Principle: Rules must be integrated into the body; feedback log is just an event journal.

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

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Quality evaluation

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Source

Popularity

7-day trend score
5

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