Autoresearch Skill

Autoresearch Skill is an open-source Claude Code plugin that performs autonomous, goal-directed iterations to improve tasks with measurable metrics.

Autoresearch Skill is a Claude Code plugin designed for autonomous iteration on any task with a measurable outcome. It operates by modifying files, committing changes, verifying metrics, and automatically reverting on failures using git. The skill includes a planning wizard to configure goal metrics and a security audit tool that applies STRIDE threat modeling and OWASP Top 10 checks. It logs all iterations in TSV format and uses git history to learn from past successes and failures. This tool works across domains including backend code, ML training, frontend UI, content, and performance testing.

Autoresearch Skill at a glance

Best for: Software engineer, Researcher
Runs on: CLI
Pricing: Open source; free
Released: March 2026
Category: AI coding tool
Website: udit.co

Key features

Atomic changes per iteration
Automatic git rollback on verification failure
Mechanical verification against defined metrics
Security audit with STRIDE and OWASP Top 10
Planning wizard for configuration
TSV logging of iteration results
Git history usage for learning
Domain-agnostic operation

Use it for

Optimizing backend code coverage and tests
Improving frontend Lighthouse scores
Refining ML model training parameters
Reducing lines of code during refactoring
Performing automated security vulnerability assessments

Companions

Tools that articles about Autoresearch Skill recommend using with it, each with its job.

Claude Code — Built to work with Claude Code.
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GitHub MCP Server — Reads pull requests, issues and code search on GitHub.
Superpowers — Brainstorm, plan and execute skills for bigger tasks.
gstack — Skill bundle for planning, review and shipping.

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