RRepoGEO

REPOGEO REPORT · LITE

daodao97/chatmcp

Default branch main · commit 707ad370 · scanned 5/8/2026, 11:06:58 PM

GitHub: 2,195 stars · 207 forks

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 daodao97/chatmcp, 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
    Clarify 'MCP' acronym in README's main heading

    Why:

    CURRENT
    <h1>chatmcp</h1>
    COPY-PASTE FIX
    <h1>chatmcp: A Cross-Platform AI Chat Client for the Model Context Protocol (MCP)</h1>
  • mediumtopics#2
    Add more descriptive topics to improve category visibility

    Why:

    CURRENT
    ai, chat, client, mcp, mcp-client
    COPY-PASTE FIX
    ai, chat, client, mcp, mcp-client, llm-client, cross-platform-ai, ai-assistant-client, model-context-protocol
  • lowreadme#3
    Add a concise introductory paragraph to the README

    Why:

    COPY-PASTE FIX
    ChatMCP is a versatile, cross-platform AI chat client designed to implement the Model Context Protocol (MCP). It provides a unified interface for interacting with various AI models across macOS, Windows, Linux, iOS, Android, and Web platforms, focusing on efficient context management for conversational AI.

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 daodao97/chatmcp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LocalAI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LocalAI · recommended 1×
  2. Chatbot UI · recommended 1×
  3. Open WebUI · recommended 1×
  4. LobeChat · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    Which open-source AI chat clients support multiple operating systems including mobile and web?
    you: not recommended
    AI recommended (in order):
    1. LocalAI
    2. Chatbot UI
    3. Open WebUI
    4. LobeChat
    5. Ollama
    6. KoboldAI Lite
    7. Jan

    AI recommended 7 alternatives but never named daodao97/chatmcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI assistant client that implements the Model Context Protocol.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. LangChain
    3. LlamaIndex
    4. OpenAI Python Client Library
    5. Hugging Face `transformers` library

    AI recommended 5 alternatives but never named daodao97/chatmcp. 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 daodao97/chatmcp?
    pass
    AI named daodao97/chatmcp explicitly

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

  • If a team adopts daodao97/chatmcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named daodao97/chatmcp 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 daodao97/chatmcp solve, and who is the primary audience?
    pass
    AI named daodao97/chatmcp explicitly

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

Embed your GEO score

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daodao97/chatmcp — 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