RRepoGEO

REPOGEO REPORT · LITE

Superflows-AI/superflows

Default branch main · commit 4c8c40c0 · scanned 6/4/2026, 8:02:44 PM

GitHub: 636 stars · 77 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 Superflows-AI/superflows, 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 main heading to clarify its SaaS copilot focus

    Why:

    CURRENT
    <h2 align="center" >Open Source alternative to OpenAI Assistants API</h3>
    COPY-PASTE FIX
    <h1 align="center">Superflows: Open-source toolkit to build an AI copilot for SaaS products</h1>
  • mediumtopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, assistant, chat, developer-tools, open-source, saas
    COPY-PASTE FIX
    ai, assistant, chat, developer-tools, open-source, saas, saas-integration, api-integration, ai-copilot, product-api
  • lowreadme#3
    Add a 'Why Superflows?' section to the README for explicit differentiation

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled 'Why Superflows?' or 'Superflows vs. Alternatives'. This section should start by clarifying Superflows' niche: 'While general AI frameworks like LangChain or cloud services like OpenAI Assistants API offer broad AI capabilities, Superflows is purpose-built for integrating intelligent copilots directly into SaaS applications, enabling natural language interaction with your product's existing API.'

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 Superflows-AI/superflows
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Google Cloud Dialogflow · recommended 1×
  3. Microsoft Azure AI Bot Service · recommended 1×
  4. Azure AI Language Studio · recommended 1×
  5. Amazon Lex · recommended 1×
  • CATEGORY QUERY
    How to integrate an intelligent AI assistant into my SaaS application for user natural language queries?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud Dialogflow
    3. Microsoft Azure AI Bot Service
    4. Azure AI Language Studio
    5. Amazon Lex
    6. Rasa
    7. Cohere API

    AI recommended 7 alternatives but never named Superflows-AI/superflows. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source framework to build a custom AI agent interacting with my product's API.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. AgentVerse
    6. AutoGPT

    AI recommended 6 alternatives but never named Superflows-AI/superflows. 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 Superflows-AI/superflows?
    pass
    AI named Superflows-AI/superflows explicitly

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

  • If a team adopts Superflows-AI/superflows in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Superflows-AI/superflows 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 Superflows-AI/superflows solve, and who is the primary audience?
    pass
    AI named Superflows-AI/superflows explicitly

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

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