autoresearch: Claude Autoresearch Skill — Autonomous goal-directed iteration for Claude Code. Inspired by Karpathy’s autoresearch. Modify → Verify → Keep/Discard → Repeat forever.

autoresearch

Deep dive into this week’s trending GitHub open source project Repository: uditgoenka/autoresearch Generated: 2026-03-19 07:59:42

Project Overview

uditgoenka/autoresearch is one of the most talked-about open source projects on GitHub this week.

Basic Information

  • Author: @uditgoenka
  • Language: Shell
  • Stars: 1,374 ⭐
  • Forks: 106
  • Created: 2026-03-13
  • Last Updated: 2026-03-18

Introduction

Claude Autoresearch Skill — Autonomous goal-directed iteration for Claude Code. Inspired by Karpathy’s autoresearch. Modify → Verify → Keep/Discard → Repeat forever.

Key Features

Based on README analysis, autoresearch’s core features include:

  • /autoresearch:predict --chain debug — pre-ranked hypotheses before debugging
  • /autoresearch:predict --chain security — multi-persona red team analysis
  • /autoresearch:predict --chain scenario,debug,fix — full quality pipeline
  • Verify = “Did the metric improve?” (the goal)
  • Guard = “Did anything else break?” (the safety net)

Technical Architecture

autoresearch is built with the Shell technology stack:

  1. Programming Language: Shell - A modern solution in the Shell ecosystem
  2. Project Scale: 1,374 stars indicate wide recognition
  3. Community Activity: 106 forks show active developer participation

README Highlights

`

Claude Autoresearch

Turn Claude Code into a relentless improvement engine.

Based on Karpathy’s autoresearch — constraint + mechanical metric + autonomous iteration = compounding gains.

Claude Code Skill Version License: MIT Based on Follow @iuditg


*“Set the GOAL → Claude runs the LOOP → You wake u… `

Recent Updates

Recent commits:

  • 2026-03-18: Merge pull request #42 from uditgoenka/release/1.7.3
  • 2026-03-18: chore: prepare release v1.7.3 — further stability fixes and improvements
  • 2026-03-18: Merge pull request #41 from uditgoenka/release/1.7.2
  • 2026-03-18: chore: prepare release v1.7.2 — stability fixes across all commands
  • 2026-03-18: fix: address 8 stability bugs from debug audit

Use Cases

autoresearch is suitable for:

  • Developers who need Claude Autoresearch Skill — Autonomous goal-directed iteration for Claude Code. Inspired by Karpathy’s autoresearch. Modify → Verify → Keep/Discard → Repeat forever.
  • Technical teams looking to improve development efficiency
  • Developers learning Shell best practices
  • Project managers seeking open source solutions

Getting Started

If you’re interested in this project:

  1. Visit the GitHub repository for full documentation
  2. Read the README for installation and usage instructions
  3. Check Issues for known problems and community feedback
  4. Consider contributing code or submitting improvement suggestions

Summary

autoresearch represents the latest exploration in the Shell ecosystem for Claude Autoresearch Skill — Autonomous goal-directed iteration for Claude Code. Inspired by Karpathy’s autoresearch. Modify → Verify → Keep/Discard → Repeat forever.. Its rapid rise to 1,374 stars reflects developers’ strong interest in this type of solution.

For technical teams looking to improve development efficiency, autoresearch is an open source project worth watching.

This article was automatically generated based on GitHub API data analysis. Data source: GitHub Generated: 2026-03-19T07:59:42