RRepoGEO

REPOGEO REPORT · LITE

microsoft/playwright

Default branch main · commit c17e0b45 · scanned 5/9/2026, 5:59:51 AM

GitHub: 88,289 stars · 5,652 forks

AI VISIBILITY SCORE
93 /100
Healthy
Category recall
2 / 2
Avg rank #1.0 when recommended
Rule findings
2 pass · 0 warn · 0 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 microsoft/playwright, 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
  • mediumreadme#1
    Clarify Playwright Test's relationship to the framework in README

    Why:

    CURRENT
    Playwright Test is a full-featured test runner built for end-to-end testing.
    COPY-PASTE FIX
    Playwright Test is the official, full-featured test runner *included with* the Playwright framework, designed for robust end-to-end testing.
  • mediumtopics#2
    Add AI agent and LLM automation topics

    Why:

    CURRENT
    automation, chrome, chromium, e2e-testing, electron, end-to-end-testing, firefox, javascript, playwright, test, test-automation, testing, testing-tools, web, webkit
    COPY-PASTE FIX
    automation, chrome, chromium, e2e-testing, electron, end-to-end-testing, firefox, javascript, playwright, test, test-automation, testing, testing-tools, web, webkit, ai-agents, llm-automation
  • lowabout#3
    Update repository description to include AI agent use case

    Why:

    CURRENT
    Playwright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with a single API.
    COPY-PASTE FIX
    Playwright is a framework for web automation and testing. It drives Chromium, Firefox, and WebKit with a single API, serving as a tool for end-to-end tests, automation scripts, and AI agents.

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
2 / 2
100% of queries surface microsoft/playwright
Avg rank
#1.0
Lower is better. #1 = top recommendation.
Share of voice
17%
Of all named tools, what % are you?
Top rival
Cypress
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cypress · recommended 1×
  2. Selenium WebDriver · recommended 1×
  3. WebdriverIO · recommended 1×
  4. Playwright Test Runner · recommended 1×
  5. Puppeteer · recommended 1×
  • CATEGORY QUERY
    What's a good tool for end-to-end web testing across multiple browser engines?
    you: #1
    AI recommended (in order):
    1. Playwright ← you
    2. Cypress
    3. Selenium WebDriver
    4. WebdriverIO
    5. Playwright Test Runner
    6. Puppeteer
    7. TestCafe
    Show full AI answer
  • CATEGORY QUERY
    How can I automate browser interactions for web scraping or UI testing with JavaScript?
    you: #1
    AI recommended (in order):
    1. Playwright (microsoft/playwright) ← you
    2. Puppeteer (puppeteer/puppeteer)
    3. Cypress (cypress-io/cypress)
    4. Selenium WebDriver (SeleniumHQ/selenium)
    5. TestCafe (DevExpress/testcafe)
    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 microsoft/playwright?
    pass
    AI named microsoft/playwright explicitly

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

  • If a team adopts microsoft/playwright in production, what risks or prerequisites should they evaluate first?
    pass
    AI named microsoft/playwright 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 microsoft/playwright solve, and who is the primary audience?
    pass
    AI named microsoft/playwright 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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MARKDOWN (README)
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HTML
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  • Brand-free category queries5 vs 2 in Lite
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