RRepoGEO

REPOGEO REPORT · LITE

FranciscoMoretti/chat-js

Default branch main · commit 0fcd554d · scanned 5/22/2026, 7:38:42 PM

GitHub: 1,175 stars · 110 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 FranciscoMoretti/chat-js, 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 the README H1 and opening paragraph to clarify core identity and stack

    Why:

    CURRENT
    # ChatJS

Stop rebuilding the same AI chat infrastructure. ChatJS gives you a production-ready foundation with authentication, 120+ models, streaming, and tools so you can focus on what makes your app unique.
    COPY-PASTE FIX
    # ChatJS: Production-Ready Next.js AI Chat Application

Stop rebuilding the same AI chat infrastructure. ChatJS is an actively maintained, production-ready Next.js and TypeScript foundation with authentication, 120+ models, streaming, and tools so you can focus on what makes your app unique.
  • mediumtopics#2
    Add framework and application-type topics

    Why:

    CURRENT
    ai, anthropic, chat, chatbot, chatgpt, claude, gemini, gemini-ai, grok, llm, multiprovider, openai, xai
    COPY-PASTE FIX
    ai, anthropic, chat, chatbot, chatgpt, claude, gemini, gemini-ai, grok, llm, multiprovider, openai, xai, nextjs, react, typescript, fullstack, starter-kit
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under [INSERT YOUR LICENSE NAME(S) HERE, e.g., "a custom license combining Apache-2.0 and MIT"]. Please refer to the [LICENSE](LICENSE) file for full details.

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 FranciscoMoretti/chat-js
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
nextauthjs/next-auth
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. nextauthjs/next-auth · recommended 2×
  2. LangChain · recommended 1×
  3. FastAPI · recommended 1×
  4. Streamlit · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How to quickly build a production-ready AI chat application with multi-provider LLM support?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. FastAPI
    3. Streamlit
    4. LlamaIndex
    5. Flask
    6. Django
    7. OpenAI Assistants API
    8. React
    9. Vue.js
    10. Svelte
    11. Botpress
    12. Voiceflow
    13. Haystack
    14. Gradio

    AI recommended 14 alternatives but never named FranciscoMoretti/chat-js. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best Next.js frameworks for building custom AI chatbot UIs with user authentication?
    you: not recommended
    AI recommended (in order):
    1. NextAuth.js (nextauthjs/next-auth)
    2. Tailwind CSS (tailwindlabs/tailwindcss)
    3. Vercel AI SDK (vercel/ai)
    4. Auth.js (nextauthjs/next-auth)
    5. Chakra UI (chakra-ui/chakra-ui)
    6. LangChain.js (langchain-ai/langchainjs)
    7. Clerk (clerkinc/clerk)
    8. Mantine (mantinedev/mantine)
    9. OpenAI API (openai/openai-node)
    10. Supabase Auth (supabase/supabase)
    11. Radix UI (radix-ui/primitives)
    12. Firebase Authentication (firebase/firebase-js-sdk)
    13. Ant Design (ant-design/ant-design)
    14. Google Cloud AI Platform

    AI recommended 14 alternatives but never named FranciscoMoretti/chat-js. 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 FranciscoMoretti/chat-js?
    pass
    AI named FranciscoMoretti/chat-js explicitly

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

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

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

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FranciscoMoretti/chat-js — 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