RRepoGEO

REPOGEO REPORT · LITE

ChatAnyTeam/ChatAny

Default branch master · commit 0210f56a · scanned 5/26/2026, 3:56:59 AM

GitHub: 6,514 stars · 1,787 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 ChatAnyTeam/ChatAny, 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
    Remove or clarify deprecation notice in README

    Why:

    CURRENT
    > ⚠️ 本项目已停止维护，欢迎使用 **轻量级高性能跨平台AI对话 + AI网关桌面客户端AQBot**，全开源，你想要的他都有（对话，联网搜索，压缩对话，多模型，多服务商，网关，知识库，记忆，MCP等等等等）
>
> 开源地址：https://github.com/AQBot-Desktop/AQBot
    COPY-PASTE FIX
    Remove this deprecation notice if the project is intended to be actively recommended and discoverable by AI assistants. If the project is truly deprecated, consider archiving the repository instead of trying to improve its recommendation.
  • highreadme#2
    Clarify project scope as a personal, API-based AI portal in README

    Why:

    CURRENT
    一键拥有你自己的 `ChatGPT`+`众多AI` 的聚合网页服务（基于ChatGPT-Next-Web开发）
    COPY-PASTE FIX
    Ensure the introductory sentence (and its English equivalent) clearly states: 'ChatAny is a self-hosted web portal designed for personal access to multiple generative AI services (like ChatGPT, Midjourney, and Stable Diffusion) by aggregating their respective APIs.'
  • mediumhomepage#3
    Add a homepage URL to repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/ChatAnyTeam/ChatAny

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 ChatAnyTeam/ChatAny
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT Plus
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT Plus · recommended 1×
  2. Poe · recommended 1×
  3. jan-ai/jan · recommended 1×
  4. pallets/flask · recommended 1×
  5. vercel/next.js · recommended 1×
  • CATEGORY QUERY
    How can I set up a personal web portal to access multiple generative AI services?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus
    2. Poe
    3. Jan (jan-ai/jan)
    4. Flask (pallets/flask)
    5. Next.js (vercel/next.js)
    6. LangChain (langchain-ai/langchain)
    7. LlamaIndex (run-llama/llama_index)
    8. OpenAI API
    9. Anthropic API
    10. Google Gemini API
    11. Hugging Face Spaces
    12. Gradio (gradio-app/gradio)
    13. Streamlit (streamlit/streamlit)
    14. Zapier
    15. Make

    AI recommended 15 alternatives but never named ChatAnyTeam/ChatAny. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good self-hosted web platforms for managing diverse AI image and chat models?
    you: not recommended
    AI recommended (in order):
    1. InvokeAI (invoke-ai/InvokeAI)
    2. Open WebUI (open-webui/open-webui)
    3. ComfyUI (comfyanonymous/ComfyUI)
    4. Ollama (ollama/ollama)
    5. Automatic1111's Stable Diffusion web UI (AUTOMATIC1111/stable-diffusion-webui)
    6. LocalAI (mudler/LocalAI)

    AI recommended 6 alternatives but never named ChatAnyTeam/ChatAny. 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 ChatAnyTeam/ChatAny?
    pass
    AI named ChatAnyTeam/ChatAny explicitly

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

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

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

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ChatAnyTeam/ChatAny — 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