RRepoGEO

REPOGEO REPORT · LITE

allenai/molmoweb

Default branch main · commit 3db36806 · scanned 6/7/2026, 4:27:47 AM

GitHub: 565 stars · 77 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 allenai/molmoweb, 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
  • highabout#1
    Add a concise 'About' description to clarify project domain

    Why:

    COPY-PASTE FIX
    MolmoWeb is an open multimodal web agent that autonomously controls a web browser using natural language instructions to complete tasks.
  • mediumhomepage#2
    Set the repository homepage to the project demo

    Why:

    COPY-PASTE FIX
    https://molmoweb.allen.ai

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 allenai/molmoweb
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. Puppeteer · recommended 2×
  3. Selenium · recommended 2×
  4. GPT-4 · recommended 1×
  5. Claude 3 · recommended 1×
  • CATEGORY QUERY
    How can I automate web browser interactions using natural language instructions?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. GPT-4
    3. Claude 3
    4. Browserflow
    5. Axiom.ai
    6. Robocorp
    7. Puppeteer
    8. Selenium

    AI recommended 8 alternatives but never named allenai/molmoweb. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI agent to perform complex web navigation and data extraction tasks.
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium
    3. Puppeteer
    4. Beautiful Soup
    5. Requests
    6. Scrapy
    7. Apify
    8. Browserless

    AI recommended 8 alternatives but never named allenai/molmoweb. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 allenai/molmoweb?
    pass
    AI named allenai/molmoweb explicitly

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

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

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

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allenai/molmoweb — 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