RRepoGEO

REPOGEO REPORT · LITE

nerding-io/n8n-nodes-mcp

Default branch main · commit 6ee215b3 · scanned 5/15/2026, 7:36:41 PM

GitHub: 3,012 stars · 520 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 nerding-io/n8n-nodes-mcp, 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
    Reposition README's opening to clarify purpose and category

    Why:

    CURRENT
    The current README starts with an 'Important Note' then the H1 'n8n-nodes-mcp-client', followed by the description.
    COPY-PASTE FIX
    # n8n-nodes-mcp-client: An n8n Community Node for Model Context Protocol (MCP)

This is an n8n community node that lets you interact with Model Context Protocol (MCP) servers in your n8n workflows. MCP is a protocol that enables AI models to interact with external tools and data sources in a standardized way. This node allows you to connect to MCP servers, access resources, execute tools, and use prompts.

> **Important Note:**
> The Server-Sent Events (SSE) transport is deprecated and replaced by the new HTTP Streamable transport. SSE remains available for legacy compatibility, but HTTP Streamable is now the recommended method for all new implementations.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    n8n, custom-node, ai, model-context-protocol, mcp, workflow-automation, low-code, integration, tools, agents
  • mediumhomepage#3
    Add a project homepage URL

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    [YOUR_PROJECT_HOMEPAGE_URL_HERE]

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 nerding-io/n8n-nodes-mcp
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. OpenAI Function Calling · recommended 1×
  4. Google's Gemini · recommended 1×
  5. Anthropic's Claude · recommended 1×
  • CATEGORY QUERY
    How to enable AI models to interact with external tools and data sources programmatically?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. Google's Gemini
    5. Anthropic's Claude
    6. Microsoft Semantic Kernel
    7. Haystack
    8. AutoGPT
    9. BabyAGI

    AI recommended 9 alternatives but never named nerding-io/n8n-nodes-mcp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good ways to automate AI model interactions with external services and data?
    you: not recommended
    AI recommended (in order):
    1. Apache Airflow
    2. Prefect
    3. Kubeflow Pipelines
    4. AWS Step Functions
    5. Azure Data Factory
    6. Google Cloud Composer
    7. Zapier
    8. Make

    AI recommended 8 alternatives but never named nerding-io/n8n-nodes-mcp. 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 nerding-io/n8n-nodes-mcp?
    pass
    AI did not name nerding-io/n8n-nodes-mcp — 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 nerding-io/n8n-nodes-mcp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nerding-io/n8n-nodes-mcp 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 nerding-io/n8n-nodes-mcp solve, and who is the primary audience?
    pass
    AI did not name nerding-io/n8n-nodes-mcp — 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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  • Brand-free category queries5 vs 2 in Lite
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