Is this skill limited only to code tasks?

No, while powerful for coding, subcommands like /autoresearch:ship and /autoresearch:scenario support marketing, content creation, sales, and general research tasks.

Can I limit the number of iterations Claude performs?

Yes, you can use the 'Iterations: N' inline configuration to set a specific boundary for any autonomous loop.

What is the core principle behind Claude Autoresearch?

It is based on autonomous goal-directed iteration: the agent modifies the environment, verifies the result against a metric, and decides whether to keep or discard the change before repeating the cycle.

What security frameworks does the security subcommand use?

It utilizes the STRIDE threat modeling framework and the OWASP Top 10 to identify vulnerabilities, mapping findings to specific code evidence.

Claude Autoresearch

Name: Claude Autoresearch
Author: uditgoenka

byuditgoenka

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3,830

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生产力与工作流

Automates complex development tasks through autonomous, goal-directed iteration loops focused on continuous verification and refinement.

Claude Autoresearch transforms Claude into an autonomous agent capable of solving complex problems through a structured 'Modify → Verify → Keep/Discard → Repeat' cycle. Inspired by Andrej Karpathy's research principles, this skill allows users to set specific goals and metrics for tasks like security auditing, bug fixing, and codebase documentation. It operates in an iterative loop, autonomously navigating technical challenges until it reaches a defined success threshold or iteration limit, making it ideal for deep-dive investigations and the 'last mile' of software delivery.

主要功能

01Autonomous goal-directed iteration with 'Modify-Verify' feedback loops

02Multi-persona adversarial reasoning for subjective domain refinement

03Universal shipping workflow for code, content, marketing, and research assets

04Comprehensive security auditing using STRIDE threat modeling and OWASP frameworks

05Automated debugging and iterative code repair until zero errors remain

063,830 GitHub stars

使用场景

01Iteratively fixing linting, build, and test errors in a legacy codebase until all checks pass

02Conducting an autonomous end-to-end security audit with code-based evidence and mitigation reports

03Generating and validating comprehensive technical documentation through autonomous codebase exploration

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add uditgoenka/autoresearch autoresearch

For use in Claude.ai and ChatGPT

主要功能

01Autonomous goal-directed iteration with 'Modify-Verify' feedback loops

02Multi-persona adversarial reasoning for subjective domain refinement

03Universal shipping workflow for code, content, marketing, and research assets

04Comprehensive security auditing using STRIDE threat modeling and OWASP frameworks

05Automated debugging and iterative code repair until zero errors remain

063,830 GitHub stars

使用场景

01Iteratively fixing linting, build, and test errors in a legacy codebase until all checks pass

02Conducting an autonomous end-to-end security audit with code-based evidence and mitigation reports

03Generating and validating comprehensive technical documentation through autonomous codebase exploration