RRepoGEO

REPOGEO REPORT · LITE

smallnest/autoresearch

Default branch master · commit d6b78126 · scanned 6/5/2026, 11:22:48 AM

GitHub: 539 stars · 61 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface smallnest/autoresearch, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to clearly state its function as an autonomous software development agent

    Why:

    CURRENT
    # Autoresearch for Software Development

> 全自动化软件开发工具，你只需负责喝茶和睡觉。
> 一觉醒来，Features 全自动高质量的实现了。

基于 karpathy/autoresearch 思想实现的通用的全自动化开发工具。支持 **GitHub Issue**、**本地 Issue** 和**百度 iCafe** 四种模式，适用于任意 Git 项目（Go、Node.js、Python、Rust、Java 等）。
    COPY-PASTE FIX
    # Autoresearch for Software Development

An autonomous AI agent for fully automated software development, transforming GitHub Issues or local tasks into implemented features across any Git project (Go, Node.js, Python, Rust, Java, etc.). Inspired by karpathy/autoresearch.

> 全自动化软件开发工具，你只需负责喝茶和睡觉。
> 一觉醒来，Features 全自动高质量的实现了。
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, autonomous-development, code-generation, software-development, llm, github-issues, automation, devops
  • mediumhomepage#3
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/smallnest/autoresearch

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface smallnest/autoresearch
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cursor
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Cursor · recommended 2×
  2. GitHub Copilot · recommended 1×
  3. GitHub Actions · recommended 1×
  4. Jira · recommended 1×
  5. GitHub Issues · recommended 1×
  • CATEGORY QUERY
    Seeking a tool to fully automate software feature implementation from project issues.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitHub Actions
    3. Jira
    4. GitHub Issues
    5. Cursor
    6. OpenAI API
    7. GPT-4
    8. SWE-agent
    9. CodiumAI

    AI recommended 9 alternatives but never named smallnest/autoresearch. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI-driven assistants for autonomous code generation and development?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot X
    2. Cursor
    3. Tabnine
    4. Codeium
    5. Replit AI
    6. Cody
    7. Amazon CodeWhisperer

    AI recommended 7 alternatives but never named smallnest/autoresearch. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of smallnest/autoresearch?
    pass
    AI named smallnest/autoresearch explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts smallnest/autoresearch in production, what risks or prerequisites should they evaluate first?
    pass
    AI named smallnest/autoresearch explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo smallnest/autoresearch solve, and who is the primary audience?
    pass
    AI named smallnest/autoresearch explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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