RRepoGEO

REPOGEO REPORT · LITE

openai/openai-responses-starter-app

Default branch main · commit 0fae283f · scanned 6/12/2026, 2:43:14 PM

GitHub: 848 stars · 307 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-responses-starter-app, 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 and opening paragraph for clarity

    Why:

    CURRENT
    # Responses starter app

[](LICENSE)

This repository contains a NextJS starter app built on top of the Responses API. It leverages built-in tools (web search and file search) and implements a chat interface with multi-turn conversation handling.
    COPY-PASTE FIX
    # OpenAI Responses API Starter App: NextJS Conversational AI Assistant

This repository provides a NextJS starter app for building multi-turn conversational AI assistants using the OpenAI Responses API. It comes with built-in tools like web search and file search, and implements a full chat interface.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    openai, responses-api, nextjs, conversational-ai, starter-app, chat-bot, llm, web-search, file-search, tool-use
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    CURRENT
    [](LICENSE)
    COPY-PASTE FIX
    This project is licensed under the terms specified in the [LICENSE](LICENSE) file.

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-responses-starter-app
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 3×
  2. LlamaIndex · recommended 2×
  3. LangChain · recommended 1×
  4. Gradio · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    How to quickly build a multi-turn conversational AI assistant with streaming responses?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI API
    3. LlamaIndex
    4. OpenAI API
    5. Gradio
    6. OpenAI API
    7. Hugging Face Transformers
    8. Google Cloud Dialogflow CX
    9. Microsoft Azure Bot Service
    10. Azure OpenAI Service

    AI recommended 10 alternatives but never named openai/openai-responses-starter-app. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a starter kit to add AI-powered web search and external tool integration to my app.
    you: not recommended
    AI recommended (in order):
    1. LangChain.js/LangChain Python
    2. LlamaIndex
    3. OpenAI Assistants API
    4. Hugging Face Transformers Agents
    5. Microsoft Semantic Kernel
    6. Haystack

    AI recommended 6 alternatives but never named openai/openai-responses-starter-app. 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-responses-starter-app?
    pass
    AI did not name openai/openai-responses-starter-app — 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-responses-starter-app in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openai/openai-responses-starter-app 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-responses-starter-app solve, and who is the primary audience?
    pass
    AI did not name openai/openai-responses-starter-app — 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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openai/openai-responses-starter-app — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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