REPOGEO REPORT · LITE
LvcidPsyche/auto-browser
Default branch main · commit d6c64ac7 · scanned 6/9/2026, 4:21:34 PM
GitHub: 541 stars · 86 forks
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.
- highreadme#1Reposition 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#2Add more specific topics related to human-in-the-loop AI and governed agent workflows.
Why:
CURRENTai-agent, ai-agents, browser-automation, claude, docker, fastapi, llm, local-first, mcp, novnc, playwright, self-hosted
COPY-PASTE FIXai-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#3Expand the repository description to highlight governed workflows and human oversight.
Why:
CURRENTGive your AI agent a real browser — with a human in the loop. Open-source MCP-native browser agent.
COPY-PASTE FIXGive 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.
- Playwright · recommended 1×
- Selenium WebDriver · recommended 1×
- Puppeteer · recommended 1×
- Browserless · recommended 1×
- Autobahn (by BrowserStack) · recommended 1×
- CATEGORY QUERYHow can I give my AI agent a real browser with human intervention capabilities?you: not recommendedAI recommended (in order):
- Playwright
- Selenium WebDriver
- Puppeteer
- Browserless
- Autobahn (by BrowserStack)
- 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 QUERYWhat tools allow LLM agents to control a self-hosted browser with human takeover?you: not recommendedAI recommended (in order):
- Playwright (microsoft/playwright)
- Selenium WebDriver (SeleniumHQ/selenium)
- Puppeteer (puppeteer/puppeteer)
- Browserless (browserless/browserless)
- 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 completenesspass
- README presencepass
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?passAI 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?passAI 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?passAI named LvcidPsyche/auto-browser explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of LvcidPsyche/auto-browser. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/LvcidPsyche/auto-browser)<a href="https://repogeo.com/en/r/LvcidPsyche/auto-browser"><img src="https://repogeo.com/badge/LvcidPsyche/auto-browser.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
LvcidPsyche/auto-browser — 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