uditgoenka/autoresearch

• highreadme#1

  Reposition the README H1 and opening paragraph to emphasize "autonomous agent" and "code research."

  原因：

  当前

  # Autoresearch
  
  **Turn Claude Code, OpenCode, or OpenAI Codex into a relentless improvement engine.**
  
  Based on Karpathy's autoresearch — constraint + mechanical metric + autonomous iteration = compounding gains.

  复制粘贴的修复

  复制

  # Autoresearch: An Autonomous Agent for Iterative Code Research
  
  **Turn Claude Code, OpenCode, or OpenAI Codex into a relentless, goal-directed improvement engine.** This project implements an autonomous agent inspired by Karpathy's autoresearch, focusing on continuous modification, verification, and refinement of code.

  待办完成忽略
• mediumabout#2

  Update the "About" description to explicitly state it's an autonomous agent for code research.

  原因：

  当前

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

  复制粘贴的修复

  复制

  An autonomous agent for goal-directed code research and iterative improvement, inspired by Karpathy's autoresearch. It continuously modifies, verifies, and refines code using Claude, OpenCode, or OpenAI Codex.

  待办完成忽略
• lowtopics#3

  Add more specific topics related to LLM agents and code generation.

  原因：

  当前

  ai, autonomous-agent, autoresearch, claude, claude-code, iteration, karpathy, productivity, skill

  复制粘贴的修复

  复制

  ai, autonomous-agent, autoresearch, claude, claude-code, iteration, karpathy, productivity, skill, llm-agent, code-generation, code-improvement

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  What tools automate the iterative refinement of code for continuous improvement?

  你：未被推荐
  AI 推荐顺序：

  1. GitHub Actions
  2. GitLab CI/CD
  3. Azure Pipelines
  4. Jenkins (jenkinsci/jenkins)
  5. SonarQube (SonarSource/sonarqube)
  6. DeepSource (deepsourcelabs/deepsource-cli)
  7. CodeClimate (codeclimate/codeclimate)
  8. Codacy
  9. Renovate (renovatebot/renovate)
  10. Dependabot (dependabot/dependabot-core)
  11. Pre-commit (pre-commit/pre-commit)
  12. Snyk (snyk/snyk)
  13. Black Duck
  14. WhiteSource
  15. Jira
  16. Asana
  17. Trello

  AI 推荐了 17 个替代方案，却始终没点名 uditgoenka/autoresearch。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  How can I deploy an autonomous agent to continuously improve my codebase towards specific metrics?

  你：未被推荐
  AI 推荐顺序：

  1. GitHub Copilot for Business
  2. GitHub Actions
  3. Prometheus client
  4. Datadog API
  5. JaCoCo
  6. JMeter
  7. SonarQube
  8. Snyk
  9. ast (Python)
  10. OpenAI API (GPT-4/GPT-3.5)
  11. LangChain
  12. LlamaIndex
  13. CodiumAI
  14. SonarQube/SonarCloud
  15. DeepCode AI
  16. Snyk Code

  AI 推荐了 16 个替代方案，却始终没点名 uditgoenka/autoresearch。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of uditgoenka/autoresearch?

  pass
  ✓AI 明确点名了 uditgoenka/autoresearch

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts uditgoenka/autoresearch in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 uditgoenka/autoresearch

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo uditgoenka/autoresearch solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 uditgoenka/autoresearch

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？