RRepoGEO

REPOGEO REPORT · LITE

clemlesne/scrape-it-now

Default branch main · commit 4ffc517f · scanned 6/5/2026, 7:07:01 AM

GitHub: 541 stars · 22 forks

AI VISIBILITY SCORE
28 /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
2 / 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 clemlesne/scrape-it-now, 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
  • hightopics#1
    Add more specific topics for AI data prep and dynamic scraping

    Why:

    CURRENT
    ai, azure, cli, markdown, scraper
    COPY-PASTE FIX
    ai, azure, cli, markdown, scraper, web-scraping, data-extraction, llm, embeddings, vector-search, ai-data-prep, content-extraction, playwright, dynamic-scraping
  • highabout#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://pypi.org/project/scrape-it-now
  • mediumabout#3
    Refine the 'About' description to highlight dynamic scraping and AI indexing

    Why:

    CURRENT
    Web scraper made for AI and simplicity in mind. It runs as a CLI that can be parallelized and outputs high-quality markdown content.
    COPY-PASTE FIX
    A powerful CLI web scraper designed for AI, extracting high-quality markdown from dynamic pages, parallelizable, and capable of creating AI search indexes with embeddings.

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 clemlesne/scrape-it-now
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 1×
  2. Turndown · recommended 1×
  3. Beautiful Soup · recommended 1×
  4. lxml · recommended 1×
  5. markdownify · recommended 1×
  • CATEGORY QUERY
    How can I programmatically extract clean markdown content from websites for AI training?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Turndown
    3. Beautiful Soup
    4. lxml
    5. markdownify
    6. Scrapy
    7. Scrapy-Playwright
    8. Splash
    9. Goose3
    10. Mercury Web Parser API
    11. Readability.js
    12. html2text

    AI recommended 12 alternatives but never named clemlesne/scrape-it-now. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a robust CLI tool to scrape dynamic web pages efficiently, avoiding re-scrapes and blocking ads.
    you: not recommended
    AI recommended (in order):
    1. Playwright CLI (microsoft/playwright)
    2. Puppeteer CLI (puppeteer/puppeteer)
    3. Scrapy (scrapy/scrapy)
    4. Scrapy-Splash (scrapy-plugins/scrapy-splash)
    5. Scrapy-Playwright (scrapy-plugins/scrapy-playwright)
    6. Selenium CLI (SeleniumHQ/selenium)
    7. curl (curl/curl)
    8. chromium --headless
    9. Privoxy
    10. Squid
    11. wget (wget/wget)
    12. phantomjs (ariya/phantomjs)
    13. triflejs (sdesalas/triflejs)

    AI recommended 13 alternatives but never named clemlesne/scrape-it-now. 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 clemlesne/scrape-it-now?
    pass
    AI named clemlesne/scrape-it-now explicitly

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

  • If a team adopts clemlesne/scrape-it-now in production, what risks or prerequisites should they evaluate first?
    pass
    AI named clemlesne/scrape-it-now 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 clemlesne/scrape-it-now solve, and who is the primary audience?
    pass
    AI did not name clemlesne/scrape-it-now — likely talking about a different project

    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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clemlesne/scrape-it-now — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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