RRepoGEO

REPOGEO REPORT · LITE

xdevplatform/samples

Default branch main · commit 99992dd7 · scanned 5/27/2026, 10:23:35 PM

GitHub: 3,180 stars · 1,094 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 xdevplatform/samples, 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 opening to clarify purpose and platform type

    Why:

    CURRENT
    Working code samples for the **X API v2** in Python, JavaScript, Ruby, Java, and R.
    COPY-PASTE FIX
    Official, working code samples for building applications and integrations with the **X API v2** (a popular social media platform) in Python, JavaScript, Ruby, Java, and R.
  • mediumtopics#2
    Add more specific topics related to social media development and API integration

    Why:

    CURRENT
    java, javascript, nodejs, python, ruby, twitter, twitter-api, twitter-api-v2
    COPY-PASTE FIX
    java, javascript, nodejs, python, ruby, twitter, twitter-api, twitter-api-v2, social-media, social-media-api, api-integration
  • lowreadme#3
    Add a 'Who is this for?' section to the README

    Why:

    COPY-PASTE FIX
    ## 🎯 Who is this for?
    This repository is designed for developers looking to understand, learn, and quickly integrate with the X API v2. Whether you're building a new application, automating tasks, or exploring the API's capabilities, these samples provide practical, ready-to-use code.

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 xdevplatform/samples
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tweepy/tweepy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. tweepy/tweepy · recommended 1×
  2. instaloader/instaloader · recommended 1×
  3. Facebook Graph API · recommended 1×
  4. psf/requests · recommended 1×
  5. pythonforfacebook/facebook-sdk · recommended 1×
  • CATEGORY QUERY
    How to programmatically interact with a popular social media platform using Python examples?
    you: not recommended
    AI recommended (in order):
    1. Tweepy (tweepy/tweepy)
    2. Instaloader (instaloader/instaloader)
    3. Facebook Graph API
    4. requests (psf/requests)
    5. facebook-sdk (pythonforfacebook/facebook-sdk)
    6. PRAW (praw-dev/praw)
    7. LinkedIn API

    AI recommended 7 alternatives but never named xdevplatform/samples. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need JavaScript code samples for posting and retrieving data from a public messaging service.
    you: not recommended
    AI recommended (in order):
    1. Pusher
    2. Socket.IO
    3. Firebase Realtime Database / Cloud Firestore
    4. Ably
    5. AWS AppSync (with AWS Amplify)

    AI recommended 5 alternatives but never named xdevplatform/samples. 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 xdevplatform/samples?
    pass
    AI named xdevplatform/samples explicitly

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

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

    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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xdevplatform/samples — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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