RRepoGEO

REPOGEO REPORT · LITE

benborla/mcp-server-mysql

Default branch main · commit d17bd4ec · scanned 5/21/2026, 9:26:44 AM

GitHub: 1,692 stars · 216 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 benborla/mcp-server-mysql, 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' in the README's main heading

    Why:

    CURRENT
    # MCP Server for MySQL - Claude Code Edition
    COPY-PASTE FIX
    # Model Context Protocol (MCP) Server for MySQL - Claude Code Edition
  • hightopics#2
    Add relevant topics to improve discoverability and categorization

    Why:

    COPY-PASTE FIX
    llm, mysql, database, ai, claude, model-context-protocol, ssh-tunnel, nodejs
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://archestra.ai/mcp-catalog/benborla__mcp-server-mysql

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 benborla/mcp-server-mysql
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. SQLAlchemy · recommended 1×
  4. OpenAI API · recommended 1×
  5. Anthropic Claude API · recommended 1×
  • CATEGORY QUERY
    How to connect large language models to MySQL for schema introspection and data querying?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. SQLAlchemy
    4. OpenAI API
    5. Anthropic Claude API
    6. Google Gemini API
    7. Hugging Face Transformers
    8. mysql-connector-python
    9. PyMySQL
    10. DB-GPT

    AI recommended 10 alternatives but never named benborla/mcp-server-mysql. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Node.js solution to provide secure, read-only MySQL access for AI applications with SSH.
    you: not recommended
    AI recommended (in order):
    1. ssh2 (mscdex/ssh2)
    2. mysql2 (sidorares/node-mysql2)
    3. tunnel-ssh (mscdex/tunnel-ssh)
    4. node-ssh (steelbrain/node-ssh)
    5. ssh-tunnel (juliangruber/ssh-tunnel)

    AI recommended 5 alternatives but never named benborla/mcp-server-mysql. 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 benborla/mcp-server-mysql?
    pass
    AI did not name benborla/mcp-server-mysql — 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 benborla/mcp-server-mysql in production, what risks or prerequisites should they evaluate first?
    pass
    AI named benborla/mcp-server-mysql 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 benborla/mcp-server-mysql solve, and who is the primary audience?
    pass
    AI did not name benborla/mcp-server-mysql — 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?

Embed your GEO score

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benborla/mcp-server-mysql — 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