RRepoGEO

REPOGEO REPORT · LITE

steven-tey/chathn

Default branch main · commit b5634ae8 · scanned 5/17/2026, 5:57:39 PM

GitHub: 1,180 stars · 168 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 steven-tey/chathn, 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 highlight its role as an example application

    Why:

    CURRENT
    <p align="center"> Chat with Hacker News using natural language. Built with OpenAI Functions and Vercel AI SDK. </p>
    COPY-PASTE FIX
    <p align="center"> An open-source example application to chat with Hacker News using natural language, demonstrating OpenAI Functions and Vercel AI SDK. </p>
  • mediumtopics#2
    Add topics to clarify its purpose as an example/starter kit

    Why:

    CURRENT
    ai, ai-sdk, edge-functions, hacker-news, nextjs, openai, openai-functions, streaming, vercel
    COPY-PASTE FIX
    ai, ai-sdk, edge-functions, hacker-news, nextjs, openai, openai-functions, streaming, vercel, ai-chatbot-example, function-calling-demo, vercel-ai-sdk-example, starter-kit
  • lowreadme#3
    Add a 'Who is this for?' or 'Use Cases' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after 'Introduction' or 'Tech Stack':

## Who is this for?
ChatHN is ideal for developers looking to:
- Learn how to integrate OpenAI Functions with the Vercel AI SDK.
- See a practical example of an AI chatbot interacting with a real-time API.
- Kickstart their own AI-powered application development.
- Explore natural language interfaces for existing data sources.

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 steven-tey/chathn
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. OpenAI GPT-4 · recommended 1×
  3. GPT-3.5 Turbo · recommended 1×
  4. Pinecone · recommended 1×
  5. Weaviate · recommended 1×
  • CATEGORY QUERY
    How to build an AI assistant that queries real-time data using natural language?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. OpenAI GPT-4
    3. GPT-3.5 Turbo
    4. Pinecone
    5. Weaviate
    6. ChromaDB
    7. LlamaIndex
    8. SQLAlchemy
    9. PyMongo
    10. MongoDB
    11. boto3
    12. DynamoDB
    13. Microsoft Azure OpenAI Service
    14. Azure Cognitive Search
    15. Azure SQL Database
    16. Azure Cosmos DB
    17. Azure Data Explorer
    18. Azure Functions
    19. Google Cloud Vertex AI
    20. PaLM 2
    21. Gemini
    22. BigQuery
    23. Cloud SQL
    24. Google Cloud Functions
    25. App Engine
    26. Hugging Face Transformers
    27. Llama 2
    28. Mistral
    29. Mixtral 8x7B
    30. Flask
    31. FastAPI
    32. Django
    33. psycopg2
    34. Rasa

    AI recommended 34 alternatives but never named steven-tey/chathn. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good examples of AI chatbots built with function calling and streaming capabilities?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. OpenAI API
    3. Google Gemini
    4. Microsoft Copilot
    5. Azure OpenAI Service
    6. LlamaIndex (run-llama/llama_index)
    7. Anthropic's Claude
    8. LangChain (langchain-ai/langchain)
    9. FastAPI (tiangolo/fastapi)
    10. Flask (pallets/flask)

    AI recommended 10 alternatives but never named steven-tey/chathn. 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 steven-tey/chathn?
    pass
    AI named steven-tey/chathn explicitly

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

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

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

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steven-tey/chathn — 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