RRepoGEO

REPOGEO REPORT · LITE

akazwz/openchat-monorepo

Default branch main · commit 447c8d0e · scanned 6/8/2026, 12:02:31 PM

GitHub: 567 stars · 55 forks

AI VISIBILITY SCORE
35 /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
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 akazwz/openchat-monorepo, 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's initial description to emphasize "full-stack application framework"

    Why:

    CURRENT
    <p align="center"> 一个现代化的全栈应用，具有AI驱动的聊天功能，使用React和多后端架构(Cloudflare Workers/Node.js/Golang)构建，支持Web、移动App和桌面端全平台客户端 </p>
    COPY-PASTE FIX
    <p align="center"> OpenChat 是一个现代化的全栈 AI Chatbot 应用框架，提供开箱即用的AI驱动聊天功能，使用React和多后端架构(Cloudflare Workers/Node.js/Golang)构建，支持Web、移动App和桌面端全平台客户端。 </p>
  • highlicense#2
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the text of your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0). This will ensure clarity for users and AI systems regarding usage rights.
  • mediumtopics#3
    Expand repository topics with broader category terms

    Why:

    CURRENT
    cloudflare, cloudflare-workers, connectrpc, react, react-router, tauri
    COPY-PASTE FIX
    cloudflare, cloudflare-workers, connectrpc, react, react-router, tauri, ai-chatbot, fullstack-application, cross-platform-app, generative-ai, chatbot-framework

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 akazwz/openchat-monorepo
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. FlutterFlow · recommended 1×
  3. Firebase · recommended 1×
  4. Google Cloud AI Platform · recommended 1×
  5. Vertex AI · recommended 1×
  • CATEGORY QUERY
    How to build a full-stack AI chatbot application with cross-platform desktop and mobile support?
    you: not recommended
    AI recommended (in order):
    1. FlutterFlow
    2. Firebase
    3. Google Cloud AI Platform
    4. OpenAI API
    5. Vertex AI
    6. PaLM 2
    7. Gemini
    8. GPT-4
    9. GPT-3.5 Turbo
    10. Next.js
    11. React Native
    12. Supabase
    13. Hugging Face
    14. Electron
    15. Node.js
    16. Express.js
    17. PostgreSQL
    18. Tauri
    19. Rust
    20. Actix Web
    21. Axum
    22. Qt
    23. Python
    24. Flask
    25. Django

    AI recommended 25 alternatives but never named akazwz/openchat-monorepo. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best way to develop a scalable AI chat app using React and Cloudflare Workers?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. LangChain.js
    3. LlamaIndex.ts
    4. Cloudflare D1
    5. Cloudflare KV
    6. React Query
    7. SWR
    8. Cloudflare R2
    9. Cloudflare AI Gateway
    10. Vercel
    11. Netlify
    12. Cloudflare Pages

    AI recommended 12 alternatives but never named akazwz/openchat-monorepo. 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 akazwz/openchat-monorepo?
    pass
    AI named akazwz/openchat-monorepo explicitly

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

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

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

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akazwz/openchat-monorepo — 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