RRepoGEO

REPOGEO REPORT · LITE

hydro13/tandem-browser

Default branch main · commit 992113ab · scanned 6/9/2026, 9:56:21 PM

GitHub: 554 stars · 84 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
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 hydro13/tandem-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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumreadme#1
    Add a 'What Tandem Browser Solves' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after the initial description, titled 'What Tandem Browser Solves' or 'Key Use Cases', and list the problems it addresses, e.g.:
    
    ## What Tandem Browser Solves
    
    *   **Automating complex web tasks:** Use AI to automate real SaaS applications (Gmail, banking portals, internal tools) directly within your logged-in browser session, without needing an API.
    *   **Modifying live web content:** Allow AI agents to rewrite the UI of any site, injecting userscripts or adding new features (e.g., 'add a price-per-square-meter column to this listing view').
    *   **Deep web interaction and understanding:** Provide AI agents with access to the accessibility tree, DOM, live network logs, and DevTools to understand and interact with web pages beyond just pixels.
  • lowtopics#2
    Add more specific topics related to AI agents and web automation

    Why:

    CURRENT
    ai, browser, chromium, electron, human-ai-collaboration, local-first, openclaw, typescript
    COPY-PASTE FIX
    ai, browser, chromium, electron, human-ai-collaboration, local-first, openclaw, typescript, ai-agent, web-automation, browser-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.

Recall
0 / 2
0% of queries surface hydro13/tandem-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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 2×
  2. Puppeteer · recommended 2×
  3. LangChain.js · recommended 1×
  4. LlamaIndex.js · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I use AI to automate complex web tasks directly within a browser environment?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. LangChain.js
    3. LlamaIndex.js
    4. Puppeteer
    5. OpenAI API
    6. Anthropic API
    7. Axiom.ai
    8. Browserflow
    9. Selenium

    AI recommended 9 alternatives but never named hydro13/tandem-browser. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow AI agents to deeply interact with and modify live web page content?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. Selenium WebDriver
    4. Cypress
    5. Browser Extensions
    6. Requests-HTML

    AI recommended 6 alternatives but never named hydro13/tandem-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 hydro13/tandem-browser?
    pass
    AI named hydro13/tandem-browser explicitly

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

  • If a team adopts hydro13/tandem-browser in production, what risks or prerequisites should they evaluate first?
    pass
    AI named hydro13/tandem-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 hydro13/tandem-browser solve, and who is the primary audience?
    pass
    AI did not name hydro13/tandem-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?

Embed your GEO score

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hydro13/tandem-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