RRepoGEO

REPOGEO REPORT · LITE

apify/crawlee-python

Default branch master · commit 0c89b6ef · scanned 5/12/2026, 4:32:30 PM

GitHub: 9,030 stars · 736 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 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's introductory paragraph to highlight AI/LLM data extraction

    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. And thanks to rich configuration options, you can tweak almost any aspect of Crawlee to suit your project's needs if the default settings don't cut it.
    COPY-PASTE FIX
    Crawlee is a powerful web scraping and browser automation library for Python, designed to help you build reliable crawlers fast. It's ideal for extracting data for AI, LLMs, RAG, or GPTs, covering your crawling and scraping needs end-to-end. 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. And thanks to rich configuration options, you can tweak almost any aspect of Crawlee to suit your project's needs if the default settings don't cut it.
  • mediumtopics#2
    Add AI/LLM-related keywords to repository topics

    Why:

    CURRENT
    apify, automation, beautifulsoup, crawler, crawling, hacktoberfest, headless, headless-chrome, parsel, pip, playwright, python, scraper, scraping, web-crawler, web-crawling, web-scraping
    COPY-PASTE FIX
    apify, automation, beautifulsoup, crawler, crawling, hacktoberfest, headless, headless-chrome, parsel, pip, playwright, python, scraper, scraping, web-crawler, web-crawling, web-scraping, ai, llm, rag, gpt
  • lowreadme#3
    Add a "Comparison with Alternatives" section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives

Crawlee-Python offers a unique blend of robust web scraping and native headless browser automation (powered by Playwright), making it ideal for modern, JavaScript-heavy websites. Unlike generic browser automation libraries like Playwright or Selenium, Crawlee provides a full crawling framework with features like proxy rotation and persistent storage. Compared to traditional scraping frameworks like Scrapy, Crawlee's first-class browser integration simplifies handling dynamic content and bot protections, offering a more unified solution for complex web data extraction tasks.

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. Scrapy · recommended 2×
  4. Splash · recommended 2×
  5. Scrapy-Splash · recommended 2×
  • CATEGORY QUERY
    What Python library helps automate browser interactions and reliably scrape data from modern websites?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Selenium
    3. Pyppeteer
    4. Requests-HTML
    5. requests
    6. pyquery
    7. Scrapy
    8. Splash
    9. Scrapy-Splash
    10. Scrapy-Playwright
    11. Scrapy-Selenium
    12. MechanicalSoup
    13. BeautifulSoup4

    AI recommended 13 alternatives but never named apify/crawlee-python. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python tool to extract web data for AI models, including proxy rotation and headless browsing.
    you: not recommended
    AI recommended (in order):
    1. Scrapy
    2. Scrapy-Rotating-Proxies
    3. Scrapy-Splash
    4. Splash
    5. Playwright-Scrapy
    6. Playwright
    7. Selenium
    8. Beautiful Soup 4
    9. lxml
    10. Requests

    AI recommended 10 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?

Embed your GEO score

Drop this badge into the README of apify/crawlee-python. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/apify/crawlee-python.svg)](https://repogeo.com/en/r/apify/crawlee-python)
HTML
<a href="https://repogeo.com/en/r/apify/crawlee-python"><img src="https://repogeo.com/badge/apify/crawlee-python.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

apify/crawlee-python — 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