---
title: "autoresearch"
description: "Autonomous improvement engine for Claude Code. Runs an unbounded modify-verify-keep/discard loop against any mechanical metric. Includes planning wizard, security audit, shipping workflow, autonomous debugger, and autono"
canonical: https://agentpluginsdirectory.com/plugins/autoresearch
last-updated: 2026-09-21
---

# autoresearch
Autonomous improvement engine for Claude Code. Runs an unbounded modify-verify-keep/discard loop against any mechanical metric. Includes planning wizard, security audit, shipping workflow, autonomous debugger, and autonomous fixer.
- Slug: autoresearch
- Publisher: Udit Goenka
- Repository: https://github.com/RDCrystalLab/agentic-plugins
- Manifest: plugins/autoresearch/plugin.json
- Version: 1.3.0
- Category (editorial): agent-tooling
- Skills: 1 (autoresearch)
- MCP servers: 0
- Stars: 0
- Repository created: 2026-01-10
- Repository last pushed: 2026-08-15
- Publisher type: Organization
- Listing: https://agentpluginsdirectory.com/plugins/autoresearch
- Schema: https://agent-plugins.org/schemas/1.0.0/plugin.schema.json

## What autoresearch does, in the publisher's words

Turn Claude Code into a relentless improvement engine.

Based on Karpathy's autoresearch: constraint + mechanical metric + autonomous iteration = compounding gains.

"Set the GOAL → Claude runs the LOOP → You wake up to results"

- Read context: reads all in-scope files
- Define goal: extracts or asks for a mechanical metric
- Define scope: which files can be modified vs read-only
- Establish baseline: runs verification on current state (iteration #0)
- Confirm and go: shows setup, then begins the loop

From the project README, punctuation lightly normalized. Full text: https://raw.githubusercontent.com/RDCrystalLab/agentic-plugins/HEAD/plugins/autoresearch/README.md

## Skills

- autoresearch: 自主目標導向迭代（Autonomous Goal-directed Iteration）。將 Karpathy 的 autoresearch 原則應用於任何任務。自主循環執行, 修改、驗證、保留/捨棄、重複。支援透過 Claude Code 的 /loop 指令指定可選的迴圈次數。

Descriptions come from the frontmatter of each SKILL.md, punctuation lightly normalized.