RRepoGEO

REPOGEO REPORT · LITE

hrithikkoduri/WebRover

Default branch main · commit c8fadb97 · scanned 6/3/2026, 7:41:48 PM

GitHub: 994 stars · 172 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 hrithikkoduri/WebRover, 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

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

OVERALL DIRECTION
  • highreadme#1
    Clarify WebRover's core identity as an autonomous AI agent in the README's opening

    Why:

    CURRENT
    WebRover is an AI-powered web agent that combines autonomous browsing with advanced research capabilities.
    COPY-PASTE FIX
    WebRover is an autonomous AI agent, powered by advanced language models, designed to interpret user input and execute complex actions directly on web elements for task automation, intelligent browsing, and deep research—going far beyond traditional web scraping.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/hrithikkoduri/WebRover

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 hrithikkoduri/WebRover
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. Playwright · recommended 1×
  3. OpenAI API · recommended 1×
  4. Selenium · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How can I build an AI agent to automate web browsing and task execution?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. OpenAI API
    3. LangChain
    4. Selenium
    5. LlamaIndex
    6. Puppeteer
    7. Google Gemini API
    8. AutoGen
    9. Browserless
    10. Robocorp

    AI recommended 10 alternatives but never named hrithikkoduri/WebRover. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist for autonomous web research and information synthesis using AI?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. AgentGPT
    3. MemGPT
    4. LangChain
    5. Serper API
    6. Google Search API
    7. You.com
    8. YouChat
    9. YouPro
    10. Perplexity AI

    AI recommended 10 alternatives but never named hrithikkoduri/WebRover. 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 hrithikkoduri/WebRover?
    pass
    AI named hrithikkoduri/WebRover explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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HTML
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hrithikkoduri/WebRover — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite