RRepoGEO

REPOGEO REPORT · LITE

HBAI-Ltd/Toonflow-app

Default branch master · commit 122d2aa4 · scanned 5/17/2026, 7:42:02 PM

GitHub: 8,047 stars · 1,379 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 HBAI-Ltd/Toonflow-app, 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
    Add a concise value proposition to the top of the README

    Why:

    CURRENT
    The README starts with navigation links and badges.
    COPY-PASTE FIX
    Toonflow is an open-source, cross-platform desktop AI tool designed to rapidly convert novels and scripts into animated short dramas, featuring AI scriptwriting, storyboarding, and character/video generation for efficient content creation.
  • mediumtopics#2
    Add more specific topics related to 'short dramas' and 'script-to-video'

    Why:

    CURRENT
    ai, ai-content-creation, ai-tool, ai-video-generation, automation, content-generation, desktop-app, electron, generative-ai, image-generation, llm, nodejs, shorts, text-to-video, typescript, video-generation, vite, vue3
    COPY-PASTE FIX
    ai, ai-content-creation, ai-tool, ai-video-generation, automation, content-generation, desktop-app, electron, generative-ai, image-generation, llm, nodejs, shorts, text-to-video, typescript, video-generation, vite, vue3, animated-shorts, short-drama, script-to-video, story-to-animation
  • lowreadme#3
    Add a 'Why Toonflow?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Toonflow?
Toonflow stands out as an open-source, cross-platform desktop application specifically designed for converting novels and scripts into animated short dramas. Unlike cloud-based alternatives, Toonflow offers local deployment for efficient batch production, empowering creators with full control and lower costs for generating visual content from text.

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 HBAI-Ltd/Toonflow-app
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Wonder Dynamics (Wonder Studio)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Wonder Dynamics (Wonder Studio) · recommended 1×
  2. RunwayML · recommended 1×
  3. Plask (formerly DeepMotion) · recommended 1×
  4. Character Creator (Reallusion) · recommended 1×
  5. Storyteller (Google AI/Research) · recommended 1×
  • CATEGORY QUERY
    What AI tools convert novels or scripts into animated short dramas with character generation?
    you: not recommended
    AI recommended (in order):
    1. Wonder Dynamics (Wonder Studio)
    2. RunwayML
    3. Plask (formerly DeepMotion)
    4. Character Creator (Reallusion)
    5. Storyteller (Google AI/Research)
    6. Synthesia
    7. HeyGen
    8. ElevenLabs
    9. Adobe Premiere Pro
    10. DaVinci Resolve

    AI recommended 10 alternatives but never named HBAI-Ltd/Toonflow-app. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a desktop AI app for efficient batch production of animated shorts from scripts.
    you: not recommended
    AI recommended (in order):
    1. Plask
    2. DeepMotion Animate 3D
    3. Wonder Studio
    4. Blender
    5. AI Animation Tools
    6. Stable Diffusion for Blender
    7. Unreal Engine
    8. MetaHuman Animator
    9. Control Rig AI

    AI recommended 9 alternatives but never named HBAI-Ltd/Toonflow-app. 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 HBAI-Ltd/Toonflow-app?
    pass
    AI named HBAI-Ltd/Toonflow-app explicitly

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

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

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

Embed your GEO score

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MARKDOWN (README)
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HBAI-Ltd/Toonflow-app — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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HBAI-Ltd/Toonflow-app — RepoGEO report