RRepoGEO

REPOGEO REPORT · LITE

apify/crawlee-python

Default branch master · commit 6ca0117e · scanned 6/23/2026, 12:56:58 AM

GitHub: 9,241 stars · 760 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
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 apify/crawlee-python, 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
    Reposition the README H1 subtitle to specify framework and AI data focus

    Why:

    CURRENT
    <small>A web scraping and browser automation library</small>
    COPY-PASTE FIX
    <small>A Python library for building reliable web scrapers, optimized for AI/LLM data extraction and bot detection avoidance.</small>
  • mediumtopics#2
    Add more specific topics to highlight framework and AI data use cases

    Why:

    CURRENT
    apify, automation, beautifulsoup, crawler, crawling, headless, headless-chrome, parsel, pip, playwright, python, scraper, scraping, selenium, web-crawler, web-crawling, web-scraping
    COPY-PASTE FIX
    apify, automation, beautifulsoup, crawler, crawling, headless, headless-chrome, parsel, pip, playwright, python, scraper, scraping, selenium, web-crawler, web-crawling, web-scraping, scraping-framework, ai-data-scraping, llm-data-extraction, bot-detection-bypass, reliable-crawling
  • mediumreadme#3
    Explicitly mention AI/LLM data extraction early in the README's opening paragraph

    Why:

    CURRENT
    Crawlee covers your crawling and scraping end-to-end and **helps you build reliable scrapers. Fast.** Your crawlers will appear almost human-like and fly under the radar of modern bot protections even with the default configuration. Crawlee gives you the tools to crawl the web for links, scrape data and persistently store it in machine-readable formats, without having to worry about the technical details.
    COPY-PASTE FIX
    Crawlee covers your crawling and scraping end-to-end and **helps you build reliable scrapers. Fast.** It's optimized for extracting high-quality data for AI, LLMs, RAG, or GPTs. Your crawlers will appear almost human-like and fly under the radar of modern bot protections even with the default configuration. Crawlee gives you the tools to crawl the web for links, scrape data and persistently store it in machine-readable formats, without having to worry about the technical details.

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 apify/crawlee-python
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. Selenium · recommended 2×
  3. Pyppeteer · recommended 1×
  4. undetected-chromedriver · recommended 1×
  5. Requests-HTML · recommended 1×
  • CATEGORY QUERY
    What Python libraries are best for building reliable web scrapers with browser automation?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium
    3. Pyppeteer
    4. undetected-chromedriver
    5. Requests-HTML

    AI recommended 5 alternatives but never named apify/crawlee-python. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I scrape website data for LLM training while avoiding bot detection?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Puppeteer
    3. playwright-extra
    4. stealth-plugin
    5. puppeteer-extra
    6. puppeteer-extra-plugin-stealth
    7. Scrapy
    8. fake_useragent
    9. Bright Data
    10. Oxylabs
    11. Smartproxy
    12. Selenium
    13. Undetected-Chromedriver
    14. Requests
    15. requests-html

    AI recommended 15 alternatives but never named apify/crawlee-python. 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 apify/crawlee-python?
    pass
    AI named apify/crawlee-python explicitly

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

  • If a team adopts apify/crawlee-python in production, what risks or prerequisites should they evaluate first?
    pass
    AI named apify/crawlee-python 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 apify/crawlee-python solve, and who is the primary audience?
    pass
    AI named apify/crawlee-python explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite