AI ToolsAI ツール · Designer & builder
Overview概要
A zero-dependency CLI that records failures and recalls the useful lessons before similar work starts.外部依存のない CLI ツール。失敗を記録し、似た作業を始める前に教訓を呼び出す。
My part担当
- Built a PostToolUse hook that records failures automatically as they happen
- Built a lightweight token-overlap search to surface relevant past failures before repeating an error class
- Built an eval command to measure recall effectiveness
CLI · Claude Code Skill + Hook · Codex · Gemini · Qwen ready
CLI
Claude Code Skill + Hook
Codex · Gemini · Qwen ready
MIT
Your coding agent stops repeating yesterday's mistakes.
failforward is a zero-dependency CLI plus Claude Code skill that records every build, test, and lint failure as plain Markdown — then recalls the relevant ones before similar work begins. Convention files extend it to Codex, Gemini, and Qwen.