RRepoGEO

REPOGEO REPORT · LITE

leonardsellem/n8n-mcp-server

Default branch main · commit 3b97d467 · scanned 6/19/2026, 11:42:43 AM

GitHub: 1,628 stars · 295 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
15 /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
0 / 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

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

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to clarify its role as an AI-to-n8n bridge

    Why:

    CURRENT
    A Model Context Protocol (MCP) server that allows AI assistants to interact with n8n workflows through natural language.
    COPY-PASTE FIX
    An **AI-native server** that acts as a **bridge** for AI assistants to programmatically control and interact with n8n workflows using natural language commands. This project provides a Model Context Protocol (MCP) server specifically designed to empower AI assistants to seamlessly manage n8n, a popular workflow automation tool.
  • mediumhomepage#2
    Set the repository URL as the homepage

    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
Zapier
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Zapier · recommended 2×
  2. Microsoft Power Automate · recommended 2×
  3. Make · recommended 1×
  4. n8n · recommended 1×
  5. ActiveCampaign · recommended 1×
  • CATEGORY QUERY
    How can I enable an AI assistant to control my workflow automation tool programmatically?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. Make
    3. Microsoft Power Automate
    4. n8n
    5. ActiveCampaign
    6. UiPath

    AI recommended 6 alternatives but never named leonardsellem/n8n-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's the best way to manage automation workflows using natural language commands from an AI?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. OpenAI/ChatGPT
    3. Make (formerly Integromat)
    4. Google AI
    5. Microsoft Power Automate
    6. Azure OpenAI Service
    7. n8n (n8n-io/n8n)
    8. Hugging Face (huggingface/transformers)
    9. LangChain (langchain-ai/langchain)
    10. LlamaIndex (run-llama/llama_index)
    11. Apache Airflow (apache/airflow)
    12. Prefect (PrefectHQ/prefect)
    13. Temporal (temporalio/temporal)
    14. IFTTT (If This Then That)

    AI recommended 14 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 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?

  • 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 — RepoGEO report