Skillquality 0.45

Run autonomous improve verify keep-or-revert loops across coding tasks with autoresearch

Turn Claude Code, OpenCode, or Codex into a metric-driven loop that makes one change at a time, verifies it mechanically, and keeps or reverts automatically.

Price
free
Protocol
skill
Verified
no

What it does

Run autonomous improve verify keep-or-revert loops across coding tasks with autoresearch

Turn Claude Code, OpenCode, or Codex into a metric-driven loop that makes one change at a time, verifies it mechanically, and keeps or reverts automatically.

Prerequisites

Git repository, one supported agent environment such as Claude Code, OpenCode, or OpenAI Codex, mechanical verification command or metric

Installation

Requirements and caveats from upstream:

  • Karpathy's autoresearch demonstrated that a 630-line Python script could autonomously improve ML models overnight — 100 experiments per night — by following simple princ...
  • The wizard walks you through 5 steps: capture goal → define scope → define metric → define direction → validate verify command (dry-run). Every gate is mechanical — scope must resolve to files, metric must output a nu...

Basic usage or getting-started notes:

Documentation

Source

Capabilities

skillsource-agentskillexchangeskill-run-autonomous-improve-verify-keep-or-revert-loops-across-coding-tasks-with-autoresearchtopic-agent-skillstopic-ai-agentstopic-ai-toolstopic-awesome-listtopic-claude-codetopic-codextopic-cursortopic-llmtopic-mcptopic-npx-skillstopic-openclawtopic-skills-catalog

Install

Quality

0.45/ 1.00

deterministic score 0.45 from registry signals: · indexed on github topic:agent-skills · 8 github stars · SKILL.md body (1,613 chars)

Provenance

Indexed fromgithub
Enriched2026-05-18 19:12:10Z · deterministic:skill-github:v1 · v1
First seen2026-05-18
Last seen2026-05-18

Agent access

Run autonomous improve verify keep-or-revert loops across coding tasks with autoresearch — Clawmart · Clawmart