REPOGEO REPORT · LITE
zhom/donutbrowser
Default branch main · commit 577ab79f · scanned 6/19/2026, 1:51:17 AM
GitHub: 3,093 stars · 313 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 zhom/donutbrowser, 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#1Clarify README's opening to prevent miscategorization
Why:
CURRENT<div align="center"> <h1>Donut Browser</h1> <strong>Open Source Anti-Detect Browser</strong> <br> <a href="https://donutbrowser.com">donutbrowser.com</a> </div>
COPY-PASTE FIX<div align="center"> <h1>Donut Browser</h1> <strong>The Open Source Anti-Detect Browser for Privacy and Multi-Account Management. Not a browser history visualization tool.</strong> <br> <a href="https://donutbrowser.com">donutbrowser.com</a> </div> <br> <p align="center"> Donut Browser is a robust, production-ready solution for creating unlimited, isolated browser profiles with advanced anti-fingerprinting capabilities. It leverages a privacy-focused Chromium engine to naturally hide information from anti-bot services like Cloudflare and reCaptcha v3. </p>
- mediumreadme#2Emphasize open-source advantage against commercial competitors
Why:
COPY-PASTE FIXAdd a short section or sentence in the README's introduction or a dedicated "Why Donut Browser?" section that explicitly positions it as an open-source alternative to commercial anti-detect browsers, highlighting benefits like transparency, community control, and cost-effectiveness. For example: "Unlike proprietary solutions such as GoLogin or Dolphin Anty, Donut Browser offers a fully open-source, transparent, and community-driven platform for your anti-detection needs."
- lowreadme#3Expand on API capabilities for automation use cases
Why:
CURRENTLocal API & MCP** — REST API and Model Context Protocol server for integration with Claude, automation tools, and custom workflows
COPY-PASTE FIXExpand the description of the "Local API & MCP" feature in the README to clearly articulate how it enables programmatic control and integration with automation scripts, similar to how Puppeteer or Playwright are used, but within an anti-detect context. For example: "Our Local API & MCP provides a powerful REST API for seamless integration with your automation tools and custom workflows. Programmatically control browser profiles, manage fingerprints, and orchestrate tasks, offering a robust alternative to libraries like Puppeteer or Playwright for anti-detection automation."
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.
- GoLogin · recommended 1×
- Dolphin Anty · recommended 1×
- Incogniton · recommended 1×
- MultiLogin · recommended 1×
- AdsPower · recommended 1×
- CATEGORY QUERYHow to manage multiple browser profiles with advanced anti-fingerprinting for privacy?you: not recommendedAI recommended (in order):
- GoLogin
- Dolphin Anty
- Incogniton
- MultiLogin
- AdsPower
- Kameleo
- MoreLogin
AI recommended 7 alternatives but never named zhom/donutbrowser. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are good open source tools for creating isolated browser environments to bypass bot detection?you: not recommendedAI recommended (in order):
- Puppeteer
- puppeteer-extra
- puppeteer-extra-plugin-stealth
- Selenium WebDriver
- Playwright
- Headless Chrome/Firefox directly
- Browserless.io
- Scrapy-Splash
AI recommended 8 alternatives but never named zhom/donutbrowser. 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 zhom/donutbrowser?passAI did not name zhom/donutbrowser — 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 zhom/donutbrowser in production, what risks or prerequisites should they evaluate first?passAI named zhom/donutbrowser 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 zhom/donutbrowser solve, and who is the primary audience?passAI named zhom/donutbrowser 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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[](https://repogeo.com/en/r/zhom/donutbrowser)<a href="https://repogeo.com/en/r/zhom/donutbrowser"><img src="https://repogeo.com/badge/zhom/donutbrowser.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
zhom/donutbrowser — 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