RRepoGEO

REPOGEO REPORT · LITE

ant-design/pro-chat

Default branch main · commit 73be565e · scanned 6/6/2026, 8:46:45 AM

GitHub: 900 stars · 117 forks

AI VISIBILITY SCORE
33 /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
2 / 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 ant-design/pro-chat, 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 rephrase the misleading '前言' section in the README

    Why:

    CURRENT
    ## 前言

新用户请直接使用 ant-design/x

一些道歉和想说的：https://github.com/ant-design/pro-chat/issues/340
    COPY-PASTE FIX
    Remove this entire section. If `ant-design/x` is a related but distinct project, clarify the relationship elsewhere, but do not start the README by redirecting users away. If the project is truly deprecated, it should be archived.
  • highreadme#2
    Add a clear, concise value proposition to the README's opening

    Why:

    COPY-PASTE FIX
    Insert a short paragraph immediately after the H1 (and before badges/TOC) that clearly states what ProChat is, its primary benefit, and its target audience, emphasizing its LLM focus and Ant Design integration. For example: 'ProChat is a powerful React component library designed for developers to rapidly build sophisticated and customizable LLM (Large Language Model) chat interfaces. Leveraging the Ant Design ecosystem, it provides a rich set of components specifically tailored for conversational AI applications, enabling quick integration and a polished user experience.'
  • mediumtopics#3
    Enhance repository topics with more specific LLM/AI terms

    Why:

    CURRENT
    ant-design, chat, chatbot, pro-components, pro-editor, react
    COPY-PASTE FIX
    ant-design, chat, chatbot, pro-components, react, llm, ai, generative-ai, conversational-ai, ui-components, frontend

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 ant-design/pro-chat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Ant Design
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ant Design · recommended 2×
  2. Chakra UI · recommended 1×
  3. Material UI · recommended 1×
  4. shadcn/ui · recommended 1×
  5. Radix UI · recommended 1×
  • CATEGORY QUERY
    What are the best React component libraries for building a custom LLM chat UI?
    you: not recommended
    AI recommended (in order):
    1. Chakra UI
    2. Material UI
    3. shadcn/ui
    4. Radix UI
    5. Ant Design
    6. React Aria
    7. React Spectrum

    AI recommended 7 alternatives but never named ant-design/pro-chat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need a UI framework to quickly integrate a conversational AI into my React application.
    you: not recommended
    AI recommended (in order):
    1. Botpress
    2. Rasa Webchat
    3. Chatbot UI
    4. React Chatbot Kit
    5. Microsoft Bot Framework Web Chat
    6. Twilio Flex UI
    7. Material-UI (MUI)
    8. Ant Design

    AI recommended 8 alternatives but never named ant-design/pro-chat. 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 ant-design/pro-chat?
    pass
    AI did not name ant-design/pro-chat — likely talking about a different project

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

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

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

Embed your GEO score

Drop this badge into the README of ant-design/pro-chat. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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ant-design/pro-chat — 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