RRepoGEO

REPOGEO REPORT · LITE

theredsix/cerebellum

Default branch main · commit ec0aad00 · scanned 6/8/2026, 9:07:28 AM

GitHub: 864 stars · 57 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 theredsix/cerebellum, 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
    Strengthen the README's opening sentence to explicitly state core domain

    Why:

    CURRENT
    A lightweight browser using agent that accomplishes user-defined goals on webpages using keyboard and mouse actions.
    COPY-PASTE FIX
    Cerebellum is a lightweight **AI agent for web browser automation** that accomplishes user-defined goals on webpages using keyboard and mouse actions, powered by LLMs.
  • mediumtopics#2
    Add more specific topics for web automation and LLM agents

    Why:

    CURRENT
    agents, ai, automation-framework, automation-ui, browser, fine-tuning, llm
    COPY-PASTE FIX
    agents, ai, automation-framework, automation-ui, browser, fine-tuning, llm, web-automation, llm-agent, selenium, puppeteer
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/theredsix/cerebellum

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 theredsix/cerebellum
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 4 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 4×
  2. LlamaIndex · recommended 3×
  3. Playwright · recommended 2×
  4. Puppeteer · recommended 2×
  5. Robocorp · recommended 2×
  • CATEGORY QUERY
    Need a tool for browser automation that uses LLMs for goal-driven web navigation.
    you: not recommended
    AI recommended (in order):
    1. Browserbase
    2. Playwright
    3. LangChain
    4. LlamaIndex
    5. Puppeteer
    6. LangChain
    7. LlamaIndex
    8. Selenium
    9. LangChain
    10. LlamaIndex
    11. Autobahn
    12. Robocorp
    13. Taskade

    AI recommended 13 alternatives but never named theredsix/cerebellum. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for an AI agent to automate complex web interactions and tasks?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. LangChain
    5. AutoGPT
    6. BabyAGI
    7. Microsoft Playwright for .NET / Java / Python
    8. Robocorp

    AI recommended 8 alternatives but never named theredsix/cerebellum. 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 theredsix/cerebellum?
    pass
    AI named theredsix/cerebellum explicitly

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

  • If a team adopts theredsix/cerebellum in production, what risks or prerequisites should they evaluate first?
    pass
    AI named theredsix/cerebellum 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 theredsix/cerebellum solve, and who is the primary audience?
    pass
    AI named theredsix/cerebellum explicitly

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

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theredsix/cerebellum — RepoGEO report