RRepoGEO

REPOGEO REPORT · LITE

trevorhobenshield/twitter-api-client

Default branch main · commit c150f1a3 · scanned 5/14/2026, 4:37:50 AM

GitHub: 1,883 stars · 254 forks

AI VISIBILITY SCORE
27 /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
1 / 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 trevorhobenshield/twitter-api-client, 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 README H1 to emphasize bot/scraping capabilities

    Why:

    CURRENT
    ## Implementation of X/Twitter v1, v2, and GraphQL APIs
    COPY-PASTE FIX
    ## The Modern Python Client for X/Twitter Bots, Automation, and Scraping (v1, v2, GraphQL APIs)
  • mediumabout#2
    Update repository description to highlight use cases

    Why:

    CURRENT
    Implementation of X/Twitter v1, v2, and GraphQL APIs
    COPY-PASTE FIX
    A comprehensive Python client for X/Twitter v1, v2, and GraphQL APIs, designed for building bots, automating tasks, and advanced data scraping.
  • lowreadme#3
    Add Pydantic models as a key feature in README

    Why:

    COPY-PASTE FIX
    Leverages Pydantic models for all API request and response bodies, ensuring robust type-hinting, data validation, and serialization/deserialization out of the box.

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 trevorhobenshield/twitter-api-client
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
instaloader/instaloader
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. instaloader/instaloader · recommended 2×
  2. tweepy/tweepy · recommended 2×
  3. facebook/facebook-sdk-for-python · recommended 2×
  4. SeleniumHQ/selenium · recommended 1×
  5. microsoft/playwright · recommended 1×
  • CATEGORY QUERY
    Seeking a robust client for building bots to manage social network accounts.
    you: not recommended
    AI recommended (in order):
    1. Selenium WebDriver (SeleniumHQ/selenium)
    2. Playwright (microsoft/playwright)
    3. Puppeteer (puppeteer/puppeteer)
    4. Instaloader (instaloader/instaloader)
    5. Tweepy (tweepy/tweepy)
    6. facebook-sdk (facebook/facebook-sdk-for-python)
    7. Requests-HTML (psf/requests-html)

    AI recommended 7 alternatives but never named trevorhobenshield/twitter-api-client. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a library to programmatically search and collect posts from a global social platform.
    you: not recommended
    AI recommended (in order):
    1. Tweepy (tweepy/tweepy)
    2. facebook-sdk (facebook/facebook-sdk-for-python)
    3. PRAW (praw-dev/praw)
    4. python-linkedin (ozgur/python-linkedin)
    5. instaloader (instaloader/instaloader)
    6. youtube-dl (ytdl-org/youtube-dl)
    7. yt-dlp (yt-dlp/yt-dlp)
    8. snscrape (JustAnotherArchivist/snscrape)

    AI recommended 8 alternatives but never named trevorhobenshield/twitter-api-client. 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 trevorhobenshield/twitter-api-client?
    pass
    AI named trevorhobenshield/twitter-api-client explicitly

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

  • If a team adopts trevorhobenshield/twitter-api-client in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name trevorhobenshield/twitter-api-client — 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?

  • In one sentence, what problem does the repo trevorhobenshield/twitter-api-client solve, and who is the primary audience?
    pass
    AI did not name trevorhobenshield/twitter-api-client — 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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MARKDOWN (README)
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trevorhobenshield/twitter-api-client — 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