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self-improving

Capture learnings, errors, and corrections from conversations for continuous self-improvement.

Skill by zzycxz

IndexedMIT★ 9
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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/zzycxz-self-improving

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Capture learnings, errors, and corrections from conversations for continuous self-improvement. Use when: completing a complex task, encountering an error and fixing it, learning a user preference, or discovering a better approach.

Use cases: productivity

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
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Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/self-improving

What's inside

Skill name
self-improving
Description
Capture learnings, errors, and corrections from conversations for continuous self-improvement. Use when: completing a complex task, encountering an error and fixing it, learning a user preference, or discovering a better approach.
License
MIT
Instructions
40 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Self-Improving Agent

Automatically capture insights from task execution to improve future performance.

## When to Record Learnings

Record a learning when:

1. **Error → Fix pattern**: You encountered an error and found a working solution
2. **User correction**: The user corrected your approach or output
3. **Preference discovery**: You learned the user prefers a specific style, format, or tool
4. **Optimization found**: You discovered a faster or better way to accomplish something
5. **Tool discovery**: You found a tool combination that works well for a specific domain

## How to Record

Use the `memory_add_fact` tool to store learnings as structured facts:

```
Type: learning
Content: "When doing X, prefer Y because Z"
Confidence: high|medium|low
```

## Categories

- **tool-pattern**: Effective tool combinations or sequences
- **error-recipe**: Common errors and their fixes
- **user-preference**: User-specific preferences (style, format, language)
- **performance**: Faster approaches or shortcuts discovered
- **domain-knowledge**: Facts learned about the user's project/domain

## Anti-Patterns (Do NOT Record)

- Obvious or trivial facts
- Temporary state (file paths, current date)
- Speculative guesses without evidence
- Duplicate or contradictory existing learnings

From zzycxz/rooster, MIT.

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Signals

Stars
9
Forks
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Open issues
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Last commit (this folder)
Jun 9, 2026 (4 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

self-improving skill. Agent Mart. https://agentmart.dev/skills/zzycxz-self-improving (last updated 2026-10-24)