REPOGEO REPORT · LITE

Rheosoph/flow-like

Default branch dev · commit e6496b71 · scanned 6/13/2026, 8:36:54 AM

GitHub: 899 stars · 71 forks

AI VISIBILITY SCORE

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 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 Rheosoph/flow-like, 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

Clarify core technology and purpose in README's opening paragraph

Why:

CURRENT

Flow-Like is a **visual workflow automation platform** that runs entirely on your hardware. Build workflows with drag-and-drop blocks, run them on your laptop, phone, or server, and get a clear record of where data came from, what changed, and what came out — no cloud dependency, no black boxes, no guesswork.

COPY-PASTE FIX

Flow-Like is a **Rust-powered visual workflow automation platform** that runs entirely on your hardware. Build strongly typed workflows with drag-and-drop blocks, run them on your laptop, phone, or server, and get a clear record of where data came from, what changed, and what came out — no cloud dependency, no black boxes, no guesswork.

mediumtopics#2

Add more specific topics for enterprise and self-hosted workflow automation

Why:

CURRENT

agents, ai, apis, automation, data-flow, development, llm, low-code, mcp, mcp-client, mcp-server, no-code, rust, self-hosted, typed, typescript, visual-scripting, workflow, workflow-automation

COPY-PASTE FIX

agents, ai, apis, automation, data-flow, development, llm, low-code, mcp, mcp-client, mcp-server, no-code, rust, self-hosted, typed, typescript, visual-scripting, workflow, workflow-automation, enterprise-workflow, workflow-engine, high-performance, ai-workflow, on-premise

mediumlicense#3

Add a clear statement about the project's license(s) to the README

Why:

COPY-PASTE FIX

## License
Flow-Like is released under [describe the license(s) here, e.g., 'a custom license available in the LICENSE file' or 'a dual-license model (MIT/Apache-2.0) as detailed in the LICENSE file']. Please refer to the [LICENSE](LICENSE) file for full details.

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 Rheosoph/flow-like

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Apache Airflow

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Apache Airflow · recommended 2×
Prefect · recommended 2×
Camunda Platform · recommended 1×
Temporal · recommended 1×
Activiti · recommended 1×

CATEGORY QUERY
What are the best self-hosted visual workflow automation platforms for enterprise applications?
you: not recommended
AI recommended (in order):
1. Camunda Platform
2. Apache Airflow
3. Temporal
4. Activiti
5. n8n
6. Prefect
AI recommended 6 alternatives but never named Rheosoph/flow-like. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How can I build strongly typed AI-powered workflows using a high-performance engine?
you: not recommended
AI recommended (in order):
1. Temporal.io
2. Prefect
3. Apache Airflow
4. Kubeflow Pipelines
5. AWS Step Functions
6. Azure Data Factory
7. Azure Machine Learning Pipelines
AI recommended 7 alternatives but never named Rheosoph/flow-like. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
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 Rheosoph/flow-like?
pass
AI named Rheosoph/flow-like explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts Rheosoph/flow-like in production, what risks or prerequisites should they evaluate first?
pass
AI named Rheosoph/flow-like 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 Rheosoph/flow-like solve, and who is the primary audience?
pass
AI named Rheosoph/flow-like explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of Rheosoph/flow-like. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/Rheosoph/flow-like.svg)](https://repogeo.com/en/r/Rheosoph/flow-like)

HTML

<a href="https://repogeo.com/en/r/Rheosoph/flow-like"><img src="https://repogeo.com/badge/Rheosoph/flow-like.svg" alt="RepoGEO" /></a>

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