RRepoGEO

REPOGEO REPORT · LITE

mario-andreschak/FLUJO

Default branch main · commit 8e6cdd3e · scanned 6/3/2026, 5:38:07 AM

GitHub: 585 stars · 79 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 mario-andreschak/FLUJO, 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 core value proposition to the top of README

    Why:

    CURRENT
    # DISCLAIMER
FLUJO is still an early preview! Here's a 30 second video to show it off:
[](https://www.youtube.com/watch?v=D63e1XUGbi4)
    COPY-PASTE FIX
    # FLUJO: Multi-Model AI Workflow Orchestration and Chat Interface

FLUJO is an open-source platform that bridges the gap between **workflow orchestration**, **Model-Context-Protocol (MCP)**, and **AI tool integration**. It provides a unified interface for managing AI models, MCP servers, and complex workflows - all locally and open-source.

# DISCLAIMER
FLUJO is still an early preview! Here's a 30 second video to show it off:
[](https://www.youtube.com/watch?v=D63e1XUGbi4)
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-workflow-orchestration, multi-model-ai, llm-orchestration, chat-interface, model-context-protocol, local-ai, open-source-ai, workflow-management, ai-tools
  • mediumhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://discord.gg/KPyrjTSSat

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 mario-andreschak/FLUJO
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Kubeflow Pipelines
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Kubeflow Pipelines · recommended 1×
  2. Apache Airflow · recommended 1×
  3. MLflow · recommended 1×
  4. Metaflow · recommended 1×
  5. Prefect · recommended 1×
  • CATEGORY QUERY
    How to orchestrate workflows involving multiple AI models and tools?
    you: not recommended
    AI recommended (in order):
    1. Kubeflow Pipelines
    2. Apache Airflow
    3. MLflow
    4. Metaflow
    5. Prefect
    6. Azure Machine Learning Pipelines
    7. AWS Step Functions

    AI recommended 7 alternatives but never named mario-andreschak/FLUJO. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a unified chat interface for managing AI model contexts and workflows.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Assistants API
    4. Haystack
    5. Microsoft Semantic Kernel
    6. Botpress

    AI recommended 6 alternatives but never named mario-andreschak/FLUJO. 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 mario-andreschak/FLUJO?
    pass
    AI named mario-andreschak/FLUJO explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts mario-andreschak/FLUJO in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mario-andreschak/FLUJO 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 mario-andreschak/FLUJO solve, and who is the primary audience?
    pass
    AI named mario-andreschak/FLUJO 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 mario-andreschak/FLUJO. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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mario-andreschak/FLUJO — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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