RRepoGEO

REPOGEO REPORT · LITE

bytedance/flowgram.ai

Default branch main · commit a9d1624a · scanned 6/29/2026, 4:26:41 AM

GitHub: 8,162 stars · 736 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 the README's opening to clarify its role as an AI workflow platform building framework

    Why:

    CURRENT
    FlowGram is a composable, visual, easy-to-integrate, and extensible workflow development framework & toolkit. Our goal is to help developers build AI workflow platforms **faster** and **simpler**. FlowGram comes with a suite of built-in tools for workflow development: flow canvas, node configuration form, variable scope chain, and ready-to-use materials (LLM, Condition, Code Editor etc). It’s not a ready-made workflow platform; it’s the framework and toolkit to build yours.
    COPY-PASTE FIX
    FlowGram is a composable, visual, easy-to-integrate, and extensible **framework for building custom AI workflow platforms**, not a ready-made platform. It provides developers with a comprehensive toolkit for workflow development, including a flow canvas, node configuration form, variable scope chain, and ready-to-use materials (LLM, Condition, Code Editor etc). Our goal is to help you build your own AI workflow platforms **faster** and **simpler**.
  • mediumtopics#2
    Add more specific topics to emphasize AI workflow framework capabilities

    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, node-based-ui, react, typescript, typescript-library, visualization, workflow, workflow-automation, ai-workflow-framework, llm-orchestration
  • lowcomparison#3
    Add a 'Why FlowGram?' or 'Comparison' section to differentiate from common alternatives

    Why:

    COPY-PASTE FIX
    ## Why FlowGram? (Framework vs. Platform)

FlowGram is designed as a **framework for building custom AI workflow platforms**, distinguishing it from ready-made platforms like Node-RED, Apache Airflow, or Prefect. While those tools offer complete solutions, FlowGram provides the foundational components (visual canvas, node forms, variable management, LLM/Code nodes) for developers to create their *own* tailored AI workflow systems. Unlike generic UI libraries (e.g., React Flow, GoJS), FlowGram is purpose-built for complex, AI-driven workflow automation, offering higher-level abstractions and built-in AI-specific materials.

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/node-red
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. node-red/node-red · recommended 1×
  2. mlflow/mlflow · recommended 1×
  3. apache/airflow · recommended 1×
  4. kubeflow/pipelines · recommended 1×
  5. PrefectHQ/prefect · recommended 1×
  • CATEGORY QUERY
    What framework helps build custom AI workflow platforms with a visual, node-based editor?
    you: not recommended
    AI recommended (in order):
    1. Node-RED (node-red/node-red)
    2. MLflow (mlflow/mlflow)
    3. Apache Airflow (apache/airflow)
    4. Kubeflow Pipelines (kubeflow/pipelines)
    5. Prefect (PrefectHQ/prefect)
    6. Metaflow (Netflix/metaflow)

    AI recommended 6 alternatives but never named bytedance/flowgram.ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a JavaScript library to build custom drag-and-drop workflow automation tools.
    you: not recommended
    AI recommended (in order):
    1. React Flow (xyflow/react-flow)
    2. GoJS
    3. jsPlumb (jsplumb/jsplumb)
    4. D3.js (d3/d3)
    5. Konva.js (konvajs/konva)

    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
  • Prioritized action items8 vs 3 in Lite