RRepoGEO

REPOGEO REPORT · LITE

refreshdotdev/web-eval-agent

Default branch main · commit 4e1ad6e2 · scanned 5/29/2026, 7:07:56 PM

GitHub: 1,241 stars · 108 forks

AI VISIBILITY SCORE
40 /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
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 refreshdotdev/web-eval-agent, 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
    Make project sunset status the primary README statement

    Why:

    CURRENT
    # ⚠️ PROJECT HAS BEEN SUNSET ⚠️
    COPY-PASTE FIX
    This project, refreshdotdev/web-eval-agent, has been sunsetted and is no longer actively maintained or recommended for new use. Please refer to withrefresh.com for our current work.
  • hightopics#2
    Refine topics to emphasize AI agent for web evaluation

    Why:

    CURRENT
    debugging, debugging-tool, mcp, mcp-server, modelcontextprotocol, playwright, qa, vibe-coding, vibe-testing
    COPY-PASTE FIX
    ai-agent, web-evaluation, autonomous-testing, llm-agent, web-debugging, qa-automation, mcp-server, modelcontextprotocol
  • mediumreadme#3
    Rephrase README introduction to reflect historical purpose

    Why:

    CURRENT
    operative.sh web-eval-agent MCP Server > *Let the coding agent debug itself, you've got better things to do.* ## 🔥 Supercharge Your Debugging operative.sh's MCP Server launches a browser-use powered agent to autonomously execute and debug web apps directly in your code editor.
    COPY-PASTE FIX
    This project, operative.sh web-eval-agent MCP Server, was designed as an MCP server that launched a browser-use powered agent to autonomously execute and debug web applications directly in your code editor. Its goal was to let coding agents debug themselves.

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 refreshdotdev/web-eval-agent
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. Cypress · recommended 2×
  3. Selenium · recommended 2×
  4. LangChain · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I automate web application debugging and evaluation using an AI agent?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. LangChain
    3. OpenAI API
    4. Cypress
    5. Applitools Eyes
    6. Testim.io
    7. Mabl
    8. Selenium
    9. Scikit-learn
    10. TensorFlow
    11. PyTorch
    12. Galen Framework

    AI recommended 12 alternatives but never named refreshdotdev/web-eval-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tool autonomously tests web apps, capturing network requests and console errors?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Cypress
    3. Puppeteer
    4. Selenium
    5. TestCafe

    AI recommended 5 alternatives but never named refreshdotdev/web-eval-agent. 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 refreshdotdev/web-eval-agent?
    pass
    AI named refreshdotdev/web-eval-agent explicitly

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

  • If a team adopts refreshdotdev/web-eval-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named refreshdotdev/web-eval-agent 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 refreshdotdev/web-eval-agent solve, and who is the primary audience?
    pass
    AI named refreshdotdev/web-eval-agent 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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refreshdotdev/web-eval-agent — 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