RRepoGEO

REPOGEO REPORT · LITE

web-agent-master/google-search

Default branch main · commit 367aa019 · scanned 6/10/2026, 9:23:16 AM

GitHub: 604 stars · 96 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
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 web-agent-master/google-search, 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
  • highabout#1
    Refine the 'About' description for AI agent focus and SERP API alternative

    Why:

    CURRENT
    A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches. Local alternative to SERP APIs with MCP server integration.
    COPY-PASTE FIX
    A specialized Node.js tool for AI agents, leveraging Playwright to bypass anti-scraping and perform Google searches. It's a local, free alternative to paid SERP APIs, with built-in MCP server integration.
  • mediumlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root, or clarify the intended license(s) directly in the README if a custom or compound license is used.
  • lowhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a documentation site, a demo page, or the GitHub repo itself if no external site exists) to the 'Homepage' field in the repository settings.

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 web-agent-master/google-search
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Puppeteer
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Puppeteer · recommended 2×
  2. Google Custom Search Engine (CSE) API · recommended 1×
  3. googlesearch-python · recommended 1×
  4. requests · recommended 1×
  5. BeautifulSoup · recommended 1×
  • CATEGORY QUERY
    How can I perform automated Google searches without relying on paid SERP APIs?
    you: not recommended
    AI recommended (in order):
    1. Google Custom Search Engine (CSE) API
    2. googlesearch-python
    3. requests
    4. BeautifulSoup
    5. Selenium WebDriver
    6. Puppeteer
    7. Scrapy

    AI recommended 7 alternatives but never named web-agent-master/google-search. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Node.js tools effectively bypass anti-bot measures for web scraping search results?
    you: not recommended
    AI recommended (in order):
    1. Puppeteer
    2. Playwright
    3. puppeteer-extra
    4. puppeteer-extra-plugin-stealth
    5. undici
    6. axios
    7. Bright Data
    8. Oxylabs
    9. Smartproxy
    10. user-agents

    AI recommended 10 alternatives but never named web-agent-master/google-search. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 web-agent-master/google-search?
    pass
    AI named web-agent-master/google-search explicitly

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

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

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

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web-agent-master/google-search — 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