AutoForge is a production-grade autonomous optimization framework for AI agents. It replaces subjective "reflection" with mathematically rigorous convergence loops — tracking every iteration in TSV, cross-validating with multiple models, and stopping only when pass rates confirm real improvement. Four specialized modes: prompt (skill & doc optimization via scenario simulation), code (sandboxed test execution with measurable criteria), audit (CLI verification against live tool behavior), and project (whole-repo cross-file consistency analysis). Battle-tested across 50+ iterations on production skills. Use when: user says "autoforge", "forge", "optimize skill", "improve", "run autoforge", "optimize code", "improve script", "optimize repo", "forge project", "check project", "repo audit".
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryGeneralStars0
About this skill
AutoForge is a production-grade autonomous optimization framework for AI agents. It replaces subjective "reflection" with mathematically rigorous convergence loops — tracking every iteration in TSV, cross-validating with multiple models, and stopping only when pass rates confirm real improvement. Four specialized modes: prompt (skill & doc optimization via scenario simulation), code (sandboxed test execution with measurable criteria), audit (CLI verification against live tool behavior), and project (whole-repo cross-file consistency analysis). Battle-tested across 50+ iterations on production skills. Use when: user says "autoforge", "forge", "optimize skill", "improve", "run autoforge", "optimize code", "improve script", "optimize repo", "forge project", "check project", "repo audit".
Quick start
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AutoForge is a production-grade autonomous optimization framework for AI agents. It replaces subjective "reflection" with mathematically rigorous convergence loops — tracking every iteration in TSV, cross-validating with multiple models, and stopping only when pass rates confirm real improvement. Four specialized modes: prompt (skill & doc optimization via scenario simulation), code (sandboxed test execution with measurable criteria), audit (CLI verification against live tool behavior), and project (whole-repo cross-file consistency analysis). Battle-tested across 50+ iterations on production skills. Use when: user says "autoforge", "forge", "optimize skill", "improve", "run autoforge", "optimize code", "improve script", "optimize repo", "forge project", "check project", "repo audit".
About this listing
Category
General
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.