RRepoGEO

REPOGEO REPORT · LITE

openai/openai-chatkit-starter-app

Default branch main · commit 9cf32e6b · scanned 6/12/2026, 1:02:35 PM

GitHub: 860 stars · 1,142 forks

AI VISIBILITY SCORE
33 /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
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/openai-chatkit-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 opening to clarify its specific purpose as a ChatKit starter app.

    Why:

    CURRENT
    # OpenAI ChatKit Starter Templates

This repository contains two starter apps as reference implementations of minimal ChatKit integrations.
    COPY-PASTE FIX
    # OpenAI ChatKit Starter Templates

This repository provides two reference starter apps for developers looking to quickly build conversational AI applications using OpenAI ChatKit and Agent Builder. These templates offer minimal, ready-to-run integrations to jumpstart your custom chat experiences, rather than being a general API or framework.
  • hightopics#2
    Add more specific topics to improve categorization.

    Why:

    CURRENT
    chatkit, openai, openai-api
    COPY-PASTE FIX
    chatkit, openai, openai-api, starter-template, agent-builder, conversational-ai, chat-app, quickstart
  • mediumreadme#3
    Expand README with a "Why use this?" or "What is ChatKit?" section.

    Why:

    COPY-PASTE FIX
    ## What is OpenAI ChatKit?
OpenAI ChatKit provides a robust framework for building sophisticated conversational AI experiences. These starter apps demonstrate how to integrate ChatKit with your projects, offering examples for both self-hosted and managed workflows. They are ideal for developers who want to quickly prototype or build custom chat interfaces powered by OpenAI's models and Agent Builder capabilities.

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-chatkit-starter-app
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT API · recommended 1×
  2. Google Gemini API · recommended 1×
  3. huggingface/transformers · recommended 1×
  4. RasaHQ/rasa · recommended 1×
  5. langchain-ai/langchain · recommended 1×
  • CATEGORY QUERY
    Looking for a quick start to develop an intelligent chat assistant.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT API
    2. Google Gemini API
    3. Hugging Face Transformers (huggingface/transformers)
    4. Rasa Open Source (RasaHQ/rasa)
    5. LangChain (langchain-ai/langchain)

    AI recommended 5 alternatives but never named openai/openai-chatkit-starter-app. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I integrate an AI agent into a custom conversational application?
    you: not recommended
    AI recommended (in order):
    1. Google Dialogflow CX
    2. Microsoft Azure Bot Service with Azure Cognitive Services
    3. Rasa
    4. Amazon Lex
    5. OpenAI API
    6. Cohere API

    AI recommended 6 alternatives but never named openai/openai-chatkit-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
    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 openai/openai-chatkit-starter-app?
    pass
    AI named openai/openai-chatkit-starter-app explicitly

    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-chatkit-starter-app in production, what risks or prerequisites should they evaluate first?
    pass
    AI named openai/openai-chatkit-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-chatkit-starter-app solve, and who is the primary audience?
    pass
    AI did not name openai/openai-chatkit-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?

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