RRepoGEO

REPOGEO REPORT · LITE

HBAI-Ltd/Toonflow-app

Default branch master · commit af1d1cbf · scanned 6/29/2026, 12:32:10 AM

GitHub: 10,642 stars · 1,964 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 clear, concise value proposition to the top of the README

    Why:

    CURRENT
    The current README starts with navigation links and a dynamic typing SVG.
    COPY-PASTE FIX
    Toonflow is an open-source, cross-platform desktop application that serves as a one-stop AI tool for creating animated short dramas. It rapidly transforms novels and scripts into visual content by integrating AI scriptwriting, intelligent storyboarding, and character/video generation, enabling creators to produce visual content efficiently and at low cost.
  • mediumtopics#2
    Expand repository topics with more specific keywords

    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, ai-storytelling, script-to-video, animated-shorts, short-film-creation
  • lowcomparison#3
    Add a 'Why Toonflow?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, perhaps titled 'Why Toonflow?' or 'Toonflow vs. Alternatives', that highlights its integrated desktop experience for short drama creation, contrasting it with general AI video platforms (like RunwayML) or modular generation tools (like Stable Diffusion UIs).

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
RunwayML Gen-2 / Gen-3 Alpha
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. RunwayML Gen-2 / Gen-3 Alpha · recommended 1×
  2. Pika Labs · recommended 1×
  3. HeyGen / Synthesys X · recommended 1×
  4. DeepMotion Animate 3D · recommended 1×
  5. ElevenLabs / Murf.ai · recommended 1×
  • CATEGORY QUERY
    How to quickly convert novel scripts into animated short dramas using AI tools?
    you: not recommended
    AI recommended (in order):
    1. RunwayML Gen-2 / Gen-3 Alpha
    2. Pika Labs
    3. HeyGen / Synthesys X
    4. DeepMotion Animate 3D
    5. ElevenLabs / Murf.ai
    6. Adobe Premiere Pro
    7. CapCut

    AI recommended 7 alternatives but never named HBAI-Ltd/Toonflow-app. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source desktop applications exist for AI-powered video and character generation from scripts?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion
    2. ControlNet
    3. Automatic1111 (AUTOMATIC1111/stable-diffusion-webui)
    4. ComfyUI (comfyanonymous/ComfyUI)
    5. Kdenlive
    6. DaVinci Resolve
    7. Blender
    8. Dream Textures (carson-katri/dream-textures)
    9. Blender Stable Diffusion (Extraltodeus/blender-stable-diffusion-addon)
    10. Coqui TTS (coqui-ai/TTS)
    11. Mycroft Mimic 3 (MycroftAI/mimic3)
    12. Deforum Stable Diffusion (deforum/deforum_stable_diffusion)
    13. AnimateDiff (guoyww/AnimateDiff)
    14. ModelScope Text-to-Video (modelscope/modelscope)

    AI recommended 14 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?

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HBAI-Ltd/Toonflow-app — 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