RRepoGEO

REPOGEO REPORT · LITE

michaellatman/mcp-get

Default branch main · commit d30aa0b3 · scanned 6/12/2026, 2:27:54 AM

GitHub: 511 stars · 149 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 michaellatman/mcp-get, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise description to the 'About' section

    Why:

    COPY-PASTE FIX
    A deprecated command-line tool for discovering, installing, and managing Model Context Protocol (MCP) servers. Now superseded by Smithery (smithery.ai) for LLM external service integration.
  • highreadme#2
    Clarify 'MCP' in the README to prevent misinterpretation

    Why:

    CURRENT
    # mcp-get (Archived)

A powerful command-line tool for discovering, installing, and managing Model Context Protocol (MCP) servers.
    COPY-PASTE FIX
    # mcp-get (Archived)

A powerful command-line tool for discovering, installing, and managing **Model Context Protocol (MCP)** servers. (Note: MCP here refers to Model Context Protocol, not Minecraft Coder Pack.)

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 michaellatman/mcp-get
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Zapier NLA · recommended 1×
  4. AWS API Gateway · recommended 1×
  5. Azure API Management · recommended 1×
  • CATEGORY QUERY
    How can I manage external service integrations for my large language models?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Zapier NLA
    4. AWS API Gateway
    5. Azure API Management
    6. Google Cloud Apigee
    7. OpenAI Functions
    8. Apache Camel
    9. Make

    AI recommended 9 alternatives but never named michaellatman/mcp-get. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools help discover and install AI model augmentation servers?
    you: not recommended
    AI recommended (in order):
    1. Docker CLI
    2. Kubectl
    3. Helm
    4. pip
    5. conda
    6. Git CLI
    7. curl
    8. wget

    AI recommended 8 alternatives but never named michaellatman/mcp-get. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 michaellatman/mcp-get?
    pass
    AI named michaellatman/mcp-get explicitly

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

  • If a team adopts michaellatman/mcp-get in production, what risks or prerequisites should they evaluate first?
    pass
    AI named michaellatman/mcp-get 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 michaellatman/mcp-get solve, and who is the primary audience?
    pass
    AI named michaellatman/mcp-get 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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MARKDOWN (README)
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michaellatman/mcp-get — 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