RRepoGEO

REPOGEO REPORT · LITE

openai/openai-assistants-quickstart

Default branch main · commit 06fc2d44 · scanned 5/9/2026, 8:57:42 PM

GitHub: 1,966 stars · 581 forks

AI VISIBILITY SCORE
22 /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
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 openai/openai-assistants-quickstart, 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 comprehensive topics to the repository

    Why:

    COPY-PASTE FIX
    openai, assistants-api, nextjs, quickstart, template, ai-chat, fullstack, code-interpreter, file-search, function-calling, streaming
  • highreadme#2
    Enhance the README's first sentence to highlight advanced features

    Why:

    CURRENT
    A quick-start template using the OpenAI Assistants API with Next.js.
    COPY-PASTE FIX
    A comprehensive quickstart template for building interactive AI chat applications using the OpenAI Assistants API with Next.js, demonstrating streaming, tool use (code interpreter, file search), and function calling.
  • mediumabout#3
    Expand the 'About' description with key features

    Why:

    CURRENT
    OpenAI Assistants API quickstart with Next.js.
    COPY-PASTE FIX
    OpenAI Assistants API quickstart template with Next.js, demonstrating streaming, tool use (code interpreter, file search), and function calling for interactive AI chat applications.

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/openai-assistants-quickstart
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Next.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Next.js · recommended 1×
  2. React · recommended 1×
  3. Vercel AI SDK · recommended 1×
  4. OpenAI API · recommended 1×
  5. Anthropic API · recommended 1×
  • CATEGORY QUERY
    How to quickly build an interactive AI chat application using a modern full-stack framework?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. React
    3. Vercel AI SDK
    4. OpenAI API
    5. Anthropic API
    6. SvelteKit
    7. Svelte
    8. LangChain.js
    9. Nuxt
    10. Vue.js
    11. Nuxt AI module
    12. Remix
    13. Django
    14. Django REST Framework
    15. LangChain.py
    16. OpenAI Python SDK

    AI recommended 16 alternatives but never named openai/openai-assistants-quickstart. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a template for integrating advanced conversational AI features like file search and code execution.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. Microsoft Semantic Kernel
    6. Botpress
    7. Rasa

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