RRepoGEO

REPOGEO REPORT · LITE

leonardsellem/n8n-mcp-server

Default branch main · commit 3b97d467 · scanned 5/9/2026, 3:02:49 PM

GitHub: 1,618 stars · 290 forks

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 leonardsellem/n8n-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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    n8n, workflow-automation, ai-assistant, natural-language-processing, mcp-server, low-code, no-code
  • highabout#2
    Update the repository's About description for clarity

    Why:

    CURRENT
    MCP server that provides tools and resources for interacting with n8n API
    COPY-PASTE FIX
    An MCP server enabling AI assistants to manage n8n workflows and executions using natural language commands.
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/leonardsellem/n8n-mcp-server

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 leonardsellem/n8n-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
UiPath
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. UiPath · recommended 1×
  2. Microsoft Power Automate · recommended 1×
  3. Zapier · recommended 1×
  4. n8n-io/n8n · recommended 1×
  5. ActiveBatch · recommended 1×
  • CATEGORY QUERY
    How can I enable AI assistants to manage and control workflow automation platforms programmatically?
    you: not recommended
    AI recommended (in order):
    1. UiPath
    2. Microsoft Power Automate
    3. Zapier
    4. n8n (n8n-io/n8n)
    5. ActiveBatch
    6. Workato
    7. Apache Airflow (apache/airflow)

    AI recommended 7 alternatives but never named leonardsellem/n8n-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow AI to orchestrate backend processes using natural language commands?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Zapier NLA
    3. Microsoft Semantic Kernel
    4. LlamaIndex
    5. Pipedream
    6. Make

    AI recommended 6 alternatives but never named leonardsellem/n8n-mcp-server. 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 leonardsellem/n8n-mcp-server?
    pass
    AI did not name leonardsellem/n8n-mcp-server — 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 leonardsellem/n8n-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named leonardsellem/n8n-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 leonardsellem/n8n-mcp-server solve, and who is the primary audience?
    pass
    AI did not name leonardsellem/n8n-mcp-server — 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?

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leonardsellem/n8n-mcp-server — 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