RRepoGEO

REPOGEO REPORT · LITE

hero8152/Infinite-Canvas

Default branch main · commit df4eefd3 · scanned 6/7/2026, 6:13:02 PM

GitHub: 1,057 stars · 206 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 hero8152/Infinite-Canvas, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 and opening description to clarify core functionality

    Why:

    CURRENT
    # Infinite-Canvas
Supports comfyui/API calls/modelscope calls
    COPY-PASTE FIX
    # Infinite-Canvas: A Unified Desktop Interface for AI Model & API Orchestration

This application provides a comprehensive desktop interface for managing and calling various AI generation models and APIs, including ComfyUI, Modelscope, OpenAI-compatible APIs, Gemini, and more. It's designed for users who need to integrate local AI image generation workflows with advanced manipulation features, as well as access a wide range of cloud-based AI services from a single, intuitive canvas.
  • mediumlicense#2
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    ## License

This software is protected by copyright and is intended for personal and company use only. Commercial use, including modification or packaging into commercial products, is strictly prohibited without explicit authorization. Any software developed based on this code must remain open source and credit the original author. Please refer to the `LICENSE` file for full details.

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 hero8152/Infinite-Canvas
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. openai/openai-python · recommended 1×
  4. BerriAI/litellm · recommended 1×
  5. huggingface/transformers · recommended 1×
  • CATEGORY QUERY
    How to manage and call different AI generation models and APIs from a single interface?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI Python Library (openai/openai-python)
    4. LiteLLM (BerriAI/litellm)
    5. Hugging Face Transformers (huggingface/transformers)
    6. MindsDB (mindsdb/mindsdb)
    7. Microsoft Semantic Kernel (microsoft/semantic-kernel)

    AI recommended 7 alternatives but never named hero8152/Infinite-Canvas. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool to integrate local AI image generation workflows with advanced manipulation features.
    you: not recommended
    AI recommended (in order):
    1. ComfyUI
    2. Automatic1111's Stable Diffusion web UI
    3. InvokeAI
    4. Fooocus
    5. DiffusionBee

    AI recommended 5 alternatives but never named hero8152/Infinite-Canvas. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 hero8152/Infinite-Canvas?
    pass
    AI named hero8152/Infinite-Canvas explicitly

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

  • If a team adopts hero8152/Infinite-Canvas in production, what risks or prerequisites should they evaluate first?
    pass
    AI named hero8152/Infinite-Canvas 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 hero8152/Infinite-Canvas solve, and who is the primary audience?
    pass
    AI named hero8152/Infinite-Canvas 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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HTML
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hero8152/Infinite-Canvas — 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