RRepoGEO

REPOGEO REPORT · LITE

openai/build-hours

Default branch main · commit 13315ac6 · scanned 6/8/2026, 6:03:15 AM

GitHub: 810 stars · 170 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 openai/build-hours, 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
    Clarify the README's opening to state this repo contains workshop code

    Why:

    CURRENT
    # Build Hours

OpenAI Build Hours is a live virtual series led by our technical team to help you build with the latest product releases. These one-hour interactive sessions include hands-on demos with a code repo, best practices, and live Q&A. 

Register for all upcoming sessions and watch on demand recordings on the Build Hours homepage.
    COPY-PASTE FIX
    # Build Hours Code Examples

This repository contains the code examples and hands-on demos from the OpenAI Build Hours live virtual series. OpenAI Build Hours is a live virtual series led by our technical team to help you build with the latest product releases. These one-hour interactive sessions include best practices and live Q&A. 

Register for all upcoming sessions and watch on demand recordings on the Build Hours homepage.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-workshops, developer-tools, code-examples, openai-api, live-coding, machine-learning-demos
  • mediumhomepage#3
    Add the external Build Hours homepage URL

    Why:

    COPY-PASTE FIX
    [Insert actual URL for the Build Hours homepage here]

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 openai/build-hours
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Coursera
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Coursera · recommended 1×
  2. edX · recommended 1×
  3. Udemy · recommended 1×
  4. DataCamp · recommended 1×
  5. Cognitive Class (IBM) · recommended 1×
  • CATEGORY QUERY
    Where can I find interactive online workshops to learn about new AI development tools?
    you: not recommended
    AI recommended (in order):
    1. Coursera
    2. edX
    3. Udemy
    4. DataCamp
    5. Cognitive Class (IBM)
    6. Weights & Biases (W&B) Learning Center (wandb/wandb)
    7. Hugging Face Courses (huggingface/transformers)

    AI recommended 7 alternatives but never named openai/build-hours. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good resources for practical guidance and best practices on new API integrations?
    you: not recommended
    AI recommended (in order):
    1. Postman
    2. Stripe
    3. Twilio
    4. RESTful Web APIs
    5. API Design Patterns
    6. Nordic APIs
    7. ProgrammableWeb

    AI recommended 7 alternatives but never named openai/build-hours. 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 openai/build-hours?
    pass
    AI did not name openai/build-hours — 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 openai/build-hours in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openai/build-hours 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 openai/build-hours solve, and who is the primary audience?
    pass
    AI named openai/build-hours explicitly

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

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openai/build-hours — 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