REPOGEO REPORT · LITE

oxbshw/Open-Workflow-Library

Default branch main · commit 1113193f · scanned 6/12/2026, 11:06:35 PM

GitHub: 541 stars · 181 forks

AI VISIBILITY SCORE

35 /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

3 / 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/Open-Workflow-Library, 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 the README's opening paragraph to clarify its role as a meta-tool

Why:

CURRENT

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

Open Workflow Library is an open workflow intelligence project providing a universal knowledge base and tooling layer for *existing* automation frameworks. It helps you collect, index, validate, repair, and generate automation workflows *across platforms* (starting with n8n), serving as a meta-tool for workflow management and AI-driven generation, rather than an automation platform itself.

highhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/oxbshw/Open-Workflow-Library
```

mediumtopics#3

Add more specific topics to emphasize the 'intelligence' and 'meta-layer' aspects

Why:

CURRENT

ai-agents, ai-agents-automation, ai-agents-framework, automation, automation-framework, llm, n8n, n8n-workflow, open-source, prompt-to-workflow, workflow-automation, workflow-generator, workflow-repair, workflow-validation

COPY-PASTE FIX

ai-agents, ai-agents-automation, ai-agents-framework, automation, automation-framework, llm, n8n, n8n-workflow, open-source, prompt-to-workflow, workflow-automation, workflow-generator, workflow-repair, workflow-validation, workflow-intelligence, workflow-management-tools, automation-meta-layer, ai-for-automation-workflows

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/Open-Workflow-Library

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Zapier

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Zapier · recommended 1×
Microsoft Power Automate · recommended 1×
Make · recommended 1×
n8n · recommended 1×
LangChain · recommended 1×

CATEGORY QUERY
How to generate automation workflows using AI from natural language prompts?
you: not recommended
AI recommended (in order):
1. Zapier
2. Microsoft Power Automate
3. Make
4. n8n
5. LangChain
6. LlamaIndex
7. OpenAI GPT-4
8. Claude 3
9. Pipedream
AI recommended 9 alternatives but never named oxbshw/Open-Workflow-Library. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a system to manage and audit automation workflows across different platforms.
you: not recommended
AI recommended (in order):
1. PagerDuty Process Automation
2. Ansible Automation Platform
3. Azure Logic Apps
4. AWS Step Functions
5. Google Cloud Workflows
6. Jenkins
7. Apache Airflow
8. UiPath Orchestrator
9. Automation Anywhere Control Room
AI recommended 9 alternatives but never named oxbshw/Open-Workflow-Library. 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/Open-Workflow-Library?
pass
AI named oxbshw/Open-Workflow-Library explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts oxbshw/Open-Workflow-Library in production, what risks or prerequisites should they evaluate first?
pass
AI named oxbshw/Open-Workflow-Library 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/Open-Workflow-Library solve, and who is the primary audience?
pass
AI named oxbshw/Open-Workflow-Library explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite