RRepoGEO

REPOGEO REPORT · LITE

bytedance/flowgram.ai

Default branch main · commit 15323434 · scanned 5/17/2026, 10:56:41 PM

GitHub: 8,041 stars · 723 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 bytedance/flowgram.ai, 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 sentence to emphasize "AI workflow platform framework"

    Why:

    CURRENT
    # FlowGram｜Workflow development framework
...
FlowGram is a composable, visual, easy-to-integrate, and extensible workflow development framework & toolkit.
    COPY-PASTE FIX
    # FlowGram｜Framework for AI Workflow Platforms
...
FlowGram is a composable, visual, easy-to-integrate, and extensible framework & toolkit specifically designed for building AI workflow platforms.
  • mediumtopics#2
    Add specific AI/LLM workflow topics and remove overly generic ones

    Why:

    CURRENT
    ai, automation, coze, data-flow, diagram, flow, flowchart, graph, integration-framework, javascript, no-code, node-based-ui, react, typescript, typescript-library, visualization, workflow, workflow-automation
    COPY-PASTE FIX
    ai, automation, coze, data-flow, diagram, flow, flowchart, graph, integration-framework, javascript, no-code, workflow, workflow-automation, llm, ai-agents, generative-ai, visual-programming, low-code, workflow-engine-builder
  • lowreadme#3
    Add a "What FlowGram is NOT" section to clarify its role as a framework

    Why:

    COPY-PASTE FIX
    ## What FlowGram is NOT

FlowGram is a framework and toolkit for building AI workflow platforms. It is **not** a ready-made, end-user workflow automation platform like Node-RED, Apache NiFi, or Microsoft Azure Logic Apps. Instead, it provides the foundational components for developers to create their own custom AI workflow solutions.

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 bytedance/flowgram.ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Node-RED
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Node-RED · recommended 1×
  2. Apache NiFi · recommended 1×
  3. Prefect · recommended 1×
  4. KNIME Analytics Platform · recommended 1×
  5. Microsoft Azure Logic Apps · recommended 1×
  • CATEGORY QUERY
    What framework helps build AI automation platforms with a visual drag-and-drop workflow editor?
    you: not recommended
    AI recommended (in order):
    1. Node-RED
    2. Apache NiFi
    3. Prefect
    4. KNIME Analytics Platform
    5. Microsoft Azure Logic Apps
    6. Power Automate
    7. AWS Step Functions
    8. Google Cloud Workflows

    AI recommended 8 alternatives but never named bytedance/flowgram.ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a React and TypeScript library to create custom node-based data flow UIs.
    you: not recommended
    AI recommended (in order):
    1. React Flow
    2. Rete.js
    3. react-dag-editor
    4. GoJS
    5. JointJS

    AI recommended 5 alternatives but never named bytedance/flowgram.ai. 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 bytedance/flowgram.ai?
    pass
    AI named bytedance/flowgram.ai explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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