AI导哈

后端与数据库

self-improvement

pskoett/self-im…ng-agent

Captures 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User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task.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.

  • 9723 次安装
  • 782 星标
  • 收录于

安装命令

npx skills add https://github.com/pskoett/self-improving-agent --skill self-improvement

要点

Captures learnings, errors, and corrections to enable continuous improvement across agent sessions.

  • Logs failures, user corrections, knowledge gaps, and API errors to structured markdown files (.learnings/LEARNINGS.md, ERRORS.md, FEATURE_REQUESTS.md) with consistent ID, priority, and status tracking
  • Supports promotion of broadly applicable learnings to project memory files (CLAUDE.md, AGENTS.md, .github/copilot-instructions.md) and workspace files in OpenClaw (SOUL.md, TOOLS.md)
  • Includes OpenClaw workspace integration with automatic session injection, inter-session communication tools, and optional startup hooks for learning reminders
  • Provides skill extraction workflow to convert recurring, verified learnings into reusable agent skills with quality gates and multi-agent support

SKILL.md

Self-Improvement Skill

Log learnings and errors to markdown files for continuous improvement. Coding agents can later process these into fixes, and important learnings get promoted to project memory.

First-Use Initialisation

Before logging anything, ensure the .learnings/ directory and files exist in the project or workspace root. If any are missing, create them:

mkdir -p .learnings
[ -f .learnings/LEARNINGS.md ] || printf "# Learnings\n\nCorrections, insights, and knowledge gaps captured during development.\n\n**Categories**: correction | insight | knowledge_gap | best_practice\n\n---\n" > .learnings/LEARNINGS.md
[ -f .learnings/ERRORS.md ] || printf "# Errors\n\nCommand failures and integration errors.\n\n---\n" > .learnings/ERRORS.md
[ -f .learnings/FEATURE_REQUESTS.md ] || printf "# Feature Requests\n\nCapabilities requested by the user.\n\n---\n" > .learnings/FEATURE_REQUESTS.md

Never overwrite existing files. This is a no-op if .learnings/ is already initialised.

Do not log secrets, tokens, private keys, environment variables, or full source/config files unless the user explicitly asks for that level of detail. Prefer short summaries or redacted excerpts over raw command output or full transcripts.