RRepoGEO

REPOGEO REPORT · LITE

filliptm/ComfyUI_Fill-Nodes

Default branch main · commit 2f0d24e4 · scanned 6/13/2026, 11:17:58 PM

GitHub: 616 stars · 55 forks

AI VISIBILITY SCORE
28 /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
2 / 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 filliptm/ComfyUI_Fill-Nodes, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    comfyui, comfyui-nodes, generative-ai, stable-diffusion, image-generation, video-generation, ai-models, gpt, dall-e, huggingface, machine-learning, workflow-enhancement, custom-nodes, pdf-processing, audio-processing
  • highreadme#2
    Reposition README H1 and opening sentence to clarify scope

    Why:

    CURRENT
    # 🏵️ Fill-Nodes

If you enjoy this project, consider supporting me on Patreon!
<p align="left">
  <a href="https://www.patreon.com/c/Machinedelusions">
    
  </a>
</p>

Fill-Nodes is a versatile collection of custom nodes for ComfyUI that extends functionality across multiple domains. Features include advanced image processing, visual effects generation, comprehensive file handling (PDF creation/extraction, Google Drive integration), AI model interfaces (GPT, DALL-E, Hugging Face, Runway, Gemini, Fal.ai, and more), utility nodes for workflow enhancement, audio-reactive visual effects, and specialized tools for video processing, captioning, and batch operations. The pack provides both practical workflow solutions and creative tools within a unified node collection.
    COPY-PASTE FIX
    # 🏵️ Fill-Nodes: A Comprehensive Node Pack for ComfyUI Generative AI Workflows

If you enjoy this project, consider supporting me on Patreon!
<p align="left">
  <a href="https://www.patreon.com/c/Machinedelusions">
    
  </a>
</p>

Fill-Nodes is a versatile collection of custom nodes for ComfyUI that significantly extends functionality across advanced image, video, audio, and text processing, including direct integrations with major AI models like GPT, DALL-E, and Hugging Face. It provides both practical workflow solutions and creative tools within a unified node collection for generative AI pipelines.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://www.patreon.com/c/Machinedelusions

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 filliptm/ComfyUI_Fill-Nodes
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Make
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Make · recommended 1×
  2. Zapier · recommended 1×
  3. n8n · recommended 1×
  4. Pipedream · recommended 1×
  5. Bubble · recommended 1×
  • CATEGORY QUERY
    How to integrate various AI models like GPT and DALL-E into visual workflows?
    you: not recommended
    AI recommended (in order):
    1. Make
    2. Zapier
    3. n8n
    4. Pipedream
    5. Bubble
    6. Streamlit
    7. Gradio

    AI recommended 7 alternatives but never named filliptm/ComfyUI_Fill-Nodes. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a node-based system for advanced image, video, and PDF processing in AI pipelines.
    you: not recommended
    AI recommended (in order):
    1. KNIME Analytics Platform
    2. Apache NiFi
    3. OpenCV
    4. Node-RED
    5. Grasshopper
    6. Alteryx Designer
    7. Google Cloud Vertex AI Workbench
    8. Azure Machine Learning Studio
    9. Pachyderm

    AI recommended 9 alternatives but never named filliptm/ComfyUI_Fill-Nodes. 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 filliptm/ComfyUI_Fill-Nodes?
    pass
    AI did not name filliptm/ComfyUI_Fill-Nodes — likely talking about a different project

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

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

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

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filliptm/ComfyUI_Fill-Nodes — 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