RRepoGEO

REPOGEO REPORT · LITE

MinorJerry/WebVoyager

Default branch main · commit 5a789673 · scanned 6/19/2026, 4:17:42 PM

GitHub: 1,097 stars · 119 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 MinorJerry/WebVoyager, 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
    Reposition the README's introduction to highlight unique differentiators

    Why:

    CURRENT
    This repo contains the data and implementation of our paper WebVoyager. WebVoyager is an innovative Large Multimodal Model (LMM) powered web agent that can complete user instructions end-to-end by interacting with real-world websites.
    COPY-PASTE FIX
    This repository provides the data and implementation for WebVoyager, an innovative **end-to-end web agent powered by Large Multimodal Models (LMMs)**. Unlike generic web automation tools, WebVoyager is designed to autonomously complete complex user instructions by interacting with real-world websites. Its core differentiator lies in a **hierarchical planning framework** combined with **action space pruning** for efficient navigation and robust task execution.
  • mediumreadme#2
    Add a dedicated 'Usage' or 'Examples' section to the README

    Why:

    COPY-PASTE FIX
    ## Usage

Provide concrete examples of how to run WebVoyager for common tasks, including command-line instructions and expected outputs. Illustrate how to define new tasks or adapt existing ones, showcasing the agent's end-to-end capabilities.

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 MinorJerry/WebVoyager
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 2×
  2. GPT-4V · recommended 2×
  3. Puppeteer · recommended 2×
  4. Robocorp · recommended 2×
  5. GPT-4o · recommended 1×
  • CATEGORY QUERY
    How to build an AI agent that navigates and interacts with websites using visual input?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. GPT-4o
    3. GPT-4V
    4. LangChain
    5. LlamaIndex
    6. Puppeteer
    7. Selenium
    8. OpenAI's Assistants API
    9. BrowserGPT
    10. Robocorp
    11. UiPath

    AI recommended 11 alternatives but never named MinorJerry/WebVoyager. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for automating complex web tasks using multimodal AI models?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. GPT-4V
    3. Gemini 1.5 Pro
    4. Puppeteer
    5. Browserless.io
    6. Robocorp
    7. Robot Framework
    8. Tome.app

    AI recommended 8 alternatives but never named MinorJerry/WebVoyager. 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 MinorJerry/WebVoyager?
    pass
    AI named MinorJerry/WebVoyager explicitly

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

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