RRepoGEO

REPOGEO REPORT · LITE

oxbshw/ultimate-n8n-ai-workflows

Default branch main · commit 1113193f · scanned 6/17/2026, 1:27:17 PM

GitHub: 540 stars · 181 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 oxbshw/ultimate-n8n-ai-workflows, 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 H1 and opening paragraph for AI workflow intelligence clarity

    Why:

    CURRENT
    # Open Workflow Library > Open Workflow Library is an open workflow intelligence project for collecting, indexing, validating, repairing, and eventually generating automation workflows across frameworks. It starts with a large n8n workflow collection and is being expanded into a universal workflow knowledge base and tooling layer.
    COPY-PASTE FIX
    # ultimate-n8n-ai-workflows: Open Workflow Intelligence for n8n & Beyond > This project provides open workflow intelligence for discovering, validating, repairing, and generating automation workflows across frameworks, starting with a comprehensive n8n collection. It is *not* an enterprise RPA platform or a generic code linter, but a specialized toolkit for AI-driven workflow management.
  • mediumhomepage#2
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    https://ultimate-n8n-ai-workflows.org
  • mediumreadme#3
    Explicitly state the project's vision as a universal workflow knowledge base

    Why:

    COPY-PASTE FIX
    ## Vision: A Universal Workflow Knowledge Base
    This project aims to evolve beyond n8n into a universal workflow knowledge base and tooling layer, providing a framework for AI-driven discovery, validation, repair, and generation of automation workflows across various platforms.

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 oxbshw/ultimate-n8n-ai-workflows
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
UiPath Studio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. UiPath Studio · recommended 1×
  2. AI Fabric · recommended 1×
  3. Document Understanding · recommended 1×
  4. Microsoft Power Automate · recommended 1×
  5. AI Builder · recommended 1×
  • CATEGORY QUERY
    How can I use AI to generate, validate, and manage complex automation workflows?
    you: not recommended
    AI recommended (in order):
    1. UiPath Studio
    2. AI Fabric
    3. Document Understanding
    4. Microsoft Power Automate
    5. AI Builder
    6. Automation Anywhere Enterprise A2019/360
    7. IQ Bot
    8. AppSheet Automation
    9. Document AI
    10. Vertex AI
    11. IBM Cloud Pak for Business Automation
    12. IBM Watson
    13. Pega Platform

    AI recommended 13 alternatives but never named oxbshw/ultimate-n8n-ai-workflows. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools help repair and audit existing automation workflow collections?
    you: not recommended
    AI recommended (in order):
    1. Ansible Lint (ansible/ansible-lint)
    2. Pylint (pylint-dev/pylint)
    3. Flake8 (PyCQA/flake8)
    4. ShellCheck (koalaman/shellcheck)

    AI recommended 4 alternatives but never named oxbshw/ultimate-n8n-ai-workflows. 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 oxbshw/ultimate-n8n-ai-workflows?
    pass
    AI did not name oxbshw/ultimate-n8n-ai-workflows — 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 oxbshw/ultimate-n8n-ai-workflows in production, what risks or prerequisites should they evaluate first?
    pass
    AI named oxbshw/ultimate-n8n-ai-workflows 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 oxbshw/ultimate-n8n-ai-workflows solve, and who is the primary audience?
    pass
    AI did not name oxbshw/ultimate-n8n-ai-workflows — 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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  • Brand-free category queries5 vs 2 in Lite
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