RRepoGEO

REPOGEO REPORT · LITE

jamesturk/scrapeghost

Default branch main · commit 8ac3abda · scanned 5/23/2026, 4:57:16 PM

GitHub: 1,440 stars · 88 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
33 /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
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 jamesturk/scrapeghost, 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
    Rephrase README's opening to allow for correct categorization

    Why:

    CURRENT
    This project from 2023 is no longer maintained or recommended, the author has no interest in working with commercial LLMs.

`scrapeghost` **was** an experimental library for scraping websites using OpenAI's GPT.
    COPY-PASTE FIX
    scrapeghost: An experimental Python library for web scraping using OpenAI's GPT API. (Note: This project from 2023 is no longer actively maintained or recommended by the author, who has no interest in working with commercial LLMs.)
  • highreadme#2
    Clarify the project's license directly in the README

    Why:

    COPY-PASTE FIX
    Add a section to the README, for example: '## License This project is licensed under [Specify License Name(s) here, e.g., 'a custom license combining X and Y']. Please refer to the LICENSE file for full details.'
  • hightopics#3
    Add more specific topics to improve categorization

    Why:

    CURRENT
    gpt, openai-api, webscraping
    COPY-PASTE FIX
    gpt, openai-api, webscraping, llm-web-scraping, ai-scraping, structured-data-extraction, python-library

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 jamesturk/scrapeghost
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apify
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Apify · recommended 2×
  2. OpenAI GPT-4 / GPT-3.5 Turbo with Function Calling · recommended 1×
  3. LlamaIndex · recommended 1×
  4. LangChain · recommended 1×
  5. Instructor · recommended 1×
  • CATEGORY QUERY
    How to extract structured data from websites using large language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4 / GPT-3.5 Turbo with Function Calling
    2. LlamaIndex
    3. LangChain
    4. Instructor
    5. ScrapeGraphAI
    6. Apify
    7. Zyte Smart Proxy Manager

    AI recommended 7 alternatives but never named jamesturk/scrapeghost. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for web scraping with OpenAI's GPT API?
    you: not recommended
    AI recommended (in order):
    1. Playwright
    2. Python requests
    3. BeautifulSoup
    4. lxml
    5. Scrapy
    6. Puppeteer
    7. Cheerio
    8. Apify
    9. Selenium WebDriver
    10. requests_html

    AI recommended 10 alternatives but never named jamesturk/scrapeghost. 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 jamesturk/scrapeghost?
    pass
    AI did not name jamesturk/scrapeghost — 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?

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

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

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jamesturk/scrapeghost — 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