RRepoGEO

REPOGEO REPORT · LITE

mark3labs/mcphost

Default branch main · commit 632cc196 · scanned 5/13/2026, 7:22:10 AM

GitHub: 1,598 stars · 231 forks

AI VISIBILITY SCORE
28 /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
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 mark3labs/mcphost, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    llm, large-language-models, cli, tools, model-context-protocol, mcp, orchestration, agents
  • highreadme#2
    Reposition the project's core purpose in the README's opening

    Why:

    CURRENT
    # ⚠️ MCPHost is No Longer Actively Maintained
    COPY-PASTE FIX
    # MCPHost: A CLI host for LLM tool interaction (No Longer Actively Maintained)
  • mediumhomepage#3
    Add a homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/mark3labs/kit

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 mark3labs/mcphost
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 2×
  2. LangChain · recommended 1×
  3. OpenAI Function Calling · recommended 1×
  4. Microsoft Semantic Kernel · recommended 1×
  5. Hugging Face Transformers Agents · recommended 1×
  • CATEGORY QUERY
    How can I enable my large language model to interact with external tools?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. Microsoft Semantic Kernel
    5. Hugging Face Transformers Agents

    AI recommended 5 alternatives but never named mark3labs/mcphost. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a CLI host to connect LLMs with external services via a common protocol.
    you: not recommended
    AI recommended (in order):
    1. LangChain CLI
    2. LlamaIndex
    3. OpenAI Assistants API
    4. Marvin AI
    5. Haystack
    6. requests
    7. openai
    8. anthropic

    AI recommended 8 alternatives but never named mark3labs/mcphost. 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 mark3labs/mcphost?
    pass
    AI did not name mark3labs/mcphost — 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 mark3labs/mcphost in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mark3labs/mcphost 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 mark3labs/mcphost solve, and who is the primary audience?
    pass
    AI named mark3labs/mcphost 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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mark3labs/mcphost — 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