RRepoGEO

REPOGEO REPORT · LITE

ariadng/metatrader-mcp-server

Default branch main · commit bd2ff591 · scanned 6/16/2026, 6:32:20 PM

GitHub: 526 stars · 187 forks

AI VISIBILITY SCORE
35 /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
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 ariadng/metatrader-mcp-server, 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
    Strengthen README's opening to explicitly link LLMs and MetaTrader

    Why:

    CURRENT
    **Let AI assistants trade for you using natural language**
    COPY-PASTE FIX
    **Enable Large Language Models (LLMs) and AI assistants to trade on MetaTrader 5 using natural language commands.**
  • mediumtopics#2
    Add 'large-language-models' to repository topics

    Why:

    CURRENT
    ai, finance, investment, llm, mcp, metatrader, quantitative-finance, trading
    COPY-PASTE FIX
    ai, finance, investment, llm, large-language-models, mcp, metatrader, quantitative-finance, trading
  • lowhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Add a relevant URL, e.g., a project website, documentation, or a demo link.

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 ariadng/metatrader-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to enable AI assistants to perform trading operations using natural language commands?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API

    AI recommended 1 alternative but never named ariadng/metatrader-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What solutions connect large language models to trading platforms for automated strategy execution?
    you: not recommended
    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 ariadng/metatrader-mcp-server?
    pass
    AI named ariadng/metatrader-mcp-server explicitly

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

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

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

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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