RRepoGEO

REPOGEO REPORT · LITE

LvcidPsyche/auto-browser

Default branch main · commit d6c64ac7 · scanned 6/9/2026, 4:21:34 PM

GitHub: 541 stars · 86 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 LvcidPsyche/auto-browser, 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 paragraph to emphasize AI agent, human-in-the-loop, and MCP-native aspects.

    Why:

    CURRENT
    # Auto Browser

> **Give your AI agent a real browser, with a human in the loop.**

Auto Browser is an MCP-native browser control plane for authorized workflows. It gives MCP clients, LLM agents, and operators a shared Playwright browser with human takeover, reusable auth profiles, approvals, audit trails, and local-first deployment.
    COPY-PASTE FIX
    # Auto Browser

> **Give your AI agent a real browser, with a human in the loop.**

Auto Browser is an MCP-native browser control plane specifically designed for AI agents and LLMs, integrating human oversight and advanced workflow governance. It provides a shared Playwright browser environment with human takeover, reusable authentication profiles, approval mechanisms, and comprehensive audit trails, enabling secure and controlled web interactions for AI-driven tasks. Unlike generic browser automation tools, Auto Browser focuses on the unique requirements of agentic workflows.
  • mediumtopics#2
    Add more specific topics related to human-in-the-loop AI and governed agent workflows.

    Why:

    CURRENT
    ai-agent, ai-agents, browser-automation, claude, docker, fastapi, llm, local-first, mcp, novnc, playwright, self-hosted
    COPY-PASTE FIX
    ai-agent, ai-agents, browser-automation, claude, docker, fastapi, llm, local-first, mcp, novnc, playwright, self-hosted, human-in-the-loop-ai, agentic-ai, ai-governance, browser-control-plane
  • lowabout#3
    Expand the repository description to highlight governed workflows and human oversight.

    Why:

    CURRENT
    Give your AI agent a real browser — with a human in the loop. Open-source MCP-native browser agent.
    COPY-PASTE FIX
    Give your AI agent a real browser — with a human in the loop. An open-source, MCP-native browser control plane for secure, governed AI agent workflows with human oversight.

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 LvcidPsyche/auto-browser
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. Selenium WebDriver · recommended 1×
  3. Puppeteer · recommended 1×
  4. Browserless · recommended 1×
  5. Autobahn (by BrowserStack) · recommended 1×
  • CATEGORY QUERY
    How can I give my AI agent a real browser with human intervention capabilities?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium WebDriver
    3. Puppeteer
    4. Browserless
    5. Autobahn (by BrowserStack)
    6. OpenAI's "Web Browsing" Tool

    AI recommended 6 alternatives but never named LvcidPsyche/auto-browser. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow LLM agents to control a self-hosted browser with human takeover?
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. Selenium WebDriver (SeleniumHQ/selenium)
    3. Puppeteer (puppeteer/puppeteer)
    4. Browserless (browserless/browserless)
    5. Pyppeteer (pyppeteer/pyppeteer)

    AI recommended 5 alternatives but never named LvcidPsyche/auto-browser. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 LvcidPsyche/auto-browser?
    pass
    AI did not name LvcidPsyche/auto-browser — likely talking about a different project

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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