RRepoGEO

REPOGEO REPORT · LITE

steven-tey/chathn

Default branch main · commit b5634ae8 · scanned 6/28/2026, 10:38:14 PM

GitHub: 1,179 stars · 167 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 introduction to highlight template/example nature

    Why:

    CURRENT
    ChatHN is an open-source AI chatbot that uses OpenAI Functions and the Vercel AI SDK to interact with the Hacker News API with natural language.
    COPY-PASTE FIX
    ChatHN is an open-source AI chatbot example that demonstrates how to use OpenAI Functions and the Vercel AI SDK to build a natural language interface for the Hacker News API. It serves as a Next.js template for similar AI applications.
  • mediumtopics#2
    Add topics to clarify project type as a template/example

    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-template, nextjs-template, example-project
  • lowabout#3
    Update repository description to include 'template' keyword

    Why:

    CURRENT
    Chat with Hacker News using natural language. Built with OpenAI Functions and Vercel AI SDK.
    COPY-PASTE FIX
    A Next.js template to chat with Hacker News using natural language. Built with OpenAI Functions and Vercel AI SDK, ideal for building similar AI chatbots.

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
vercel/ai
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. vercel/ai · recommended 3×
  2. huggingface/transformers · recommended 1×
  3. OpenAI API · recommended 1×
  4. langchain-ai/langchain · recommended 1×
  5. elastic/elasticsearch · recommended 1×
  • CATEGORY QUERY
    How to build a natural language interface for news feeds using AI?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers (huggingface/transformers)
    2. OpenAI API
    3. LangChain (langchain-ai/langchain)
    4. Elasticsearch (elastic/elasticsearch)
    5. Pinecone
    6. Weaviate (weaviate/weaviate)
    7. Milvus (milvus-io/milvus)
    8. spaCy (explosion/spaCy)
    9. Streamlit (streamlit/streamlit)
    10. Gradio (gradio-app/gradio)

    AI recommended 10 alternatives but never named steven-tey/chathn. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Next.js template to build an AI chatbot with streaming responses.
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK (vercel/ai)
    2. `nextjs-ai-chatbot` (vercel/ai)
    3. `nextjs-ai-chat-bot-template` (vercel/ai)
    4. `shadcn/ui` (shadcn-ui/ui)
    5. `create-t3-app` (t3-oss/create-t3-app)

    AI recommended 5 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