RRepoGEO

REPOGEO REPORT · LITE

AIDC-AI/Pixelle-MCP

Default branch main · commit b30e7496 · scanned 6/21/2026, 8:33:15 AM

GitHub: 1,054 stars · 141 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
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 AIDC-AI/Pixelle-MCP, 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
    Strengthen the README's opening sentence to explicitly state its core purpose

    Why:

    CURRENT
    ✨ An AIGC solution based on the MCP protocol, supporting both local ComfyUI and cloud ComfyUI (RunningHub) modes, seamlessly converting workflows into MCP tools with zero code.
    COPY-PASTE FIX
    ✨ Pixelle MCP is an open-source framework for building and deploying multimodal generative AI workflows, leveraging ComfyUI and the MCP protocol for both local and cloud execution, seamlessly converting workflows into MCP tools with zero code.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    generative-ai, aigc, comfyui, multimodal, workflow-engine, llm, mcp-protocol, cloud-ai
  • mediumhomepage#3
    Add the project homepage URL

    Why:

    COPY-PASTE FIX
    https://pixelle.ai

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 AIDC-AI/Pixelle-MCP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ComfyUI-Manager
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ComfyUI-Manager · recommended 1×
  2. ComfyUI-Impact-Pack · recommended 1×
  3. ComfyUI-AnimateDiff-Evolved · recommended 1×
  4. ComfyUI-VideoHelperSuite · recommended 1×
  5. Fooocus-ComfyUI · recommended 1×
  • CATEGORY QUERY
    What open-source solutions facilitate multimodal generative AI content creation using ComfyUI?
    you: not recommended
    AI recommended (in order):
    1. ComfyUI-Manager
    2. ComfyUI-Impact-Pack
    3. ComfyUI-AnimateDiff-Evolved
    4. ComfyUI-VideoHelperSuite
    5. Fooocus-ComfyUI
    6. ComfyUI-Image-Picker
    7. ComfyUI-Dreamer

    AI recommended 7 alternatives but never named AIDC-AI/Pixelle-MCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a framework to deploy generative AI workflows, supporting both local and cloud execution.
    you: not recommended
    AI recommended (in order):
    1. Kubeflow (kubeflow/kubeflow)
    2. MLflow (mlflow/mlflow)
    3. Metaflow (Netflix/metaflow)
    4. Airflow (apache/airflow)
    5. AWS Step Functions
    6. Azure Machine Learning
    7. Google Cloud Vertex AI

    AI recommended 7 alternatives but never named AIDC-AI/Pixelle-MCP. 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 AIDC-AI/Pixelle-MCP?
    pass
    AI named AIDC-AI/Pixelle-MCP explicitly

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

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

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

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AIDC-AI/Pixelle-MCP — 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