RRepoGEO

REPOGEO REPORT · LITE

LSTM-Kirigaya/openmcp-client

Default branch main · commit 314657e7 · scanned 6/12/2026, 3:46:27 PM

GitHub: 748 stars · 55 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 LSTM-Kirigaya/openmcp-client, 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
  • highabout#1
    Clarify the repository description to specify 'Minecraft Protocol' and 'VSCode extension'

    Why:

    CURRENT
    All in one vscode plugin for mcp developer
    COPY-PASTE FIX
    An all-in-one VSCode extension for Minecraft Protocol (MCP) development and debugging.
  • hightopics#2
    Update topics to accurately reflect 'VSCode extension' and 'Minecraft Protocol' development

    Why:

    CURRENT
    ai-agent, llm, mcp
    COPY-PASTE FIX
    vscode-extension, minecraft, game-development, debugging, protocol-analysis, mcp-development
  • mediumreadme#3
    Reinforce the core purpose in the README's opening paragraph

    Why:

    CURRENT
    An all-in-one vscode/trae/cursor plugin for MCP server debugging.
    COPY-PASTE FIX
    OpenMCP is an all-in-one VSCode extension for Minecraft Protocol (MCP) server debugging and development. It integrates essential tools for testing game client interactions and inspecting protocol behavior.

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 LSTM-Kirigaya/openmcp-client
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Fiddler Everywhere
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Fiddler Everywhere · recommended 2×
  2. Postman · recommended 2×
  3. Wireshark · recommended 1×
  4. Proxyman · recommended 1×
  5. mitmproxy · recommended 1×
  • CATEGORY QUERY
    Looking for a comprehensive VSCode extension to debug and develop game client protocols.
    you: not recommended
    AI recommended (in order):
    1. Wireshark
    2. Fiddler Everywhere
    3. Proxyman
    4. mitmproxy
    5. Postman
    6. Thunder Client

    AI recommended 6 alternatives but never named LSTM-Kirigaya/openmcp-client. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    AI-powered tools for testing custom game client interactions and inspecting protocol behavior?
    you: not recommended
    AI recommended (in order):
    1. GameDriver.io
    2. Keysight eggPlant Functional
    3. Applitools Ultrafast Test Cloud
    4. Tricentis Tosca
    5. Postman
    6. Fiddler Everywhere
    7. Charles Proxy

    AI recommended 7 alternatives but never named LSTM-Kirigaya/openmcp-client. 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 LSTM-Kirigaya/openmcp-client?
    pass
    AI named LSTM-Kirigaya/openmcp-client explicitly

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

  • If a team adopts LSTM-Kirigaya/openmcp-client in production, what risks or prerequisites should they evaluate first?
    pass
    AI named LSTM-Kirigaya/openmcp-client 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 LSTM-Kirigaya/openmcp-client solve, and who is the primary audience?
    pass
    AI named LSTM-Kirigaya/openmcp-client 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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LSTM-Kirigaya/openmcp-client — 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