RRepoGEO

REPOGEO REPORT · LITE

jau123/MeiGen-AI-Design-MCP

Default branch main · commit f5a53224 · scanned 5/22/2026, 3:41:53 AM

GitHub: 1,176 stars · 153 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
20 /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
0 / 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 jau123/MeiGen-AI-Design-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
  • highabout#1
    Clarify the repository description to emphasize its role as an AI image/video generation orchestration server

    Why:

    CURRENT
    Supports GPT Image 2, Nanobanana & ComfyUI, with a 1,400+ prompt library, carefully crafted hooks and a multi-task orchestration system
    COPY-PASTE FIX
    An open-source Model Context Protocol (MCP) server for AI image & video generation, supporting GPT Image 2, Nanobanana, ComfyUI, and more. Features a 1,400+ prompt library, advanced hooks, and a multi-task orchestration system for AI coding tools.
  • mediumtopics#2
    Add more specific topics to improve categorization for AI agent orchestration and generative AI workflows

    Why:

    CURRENT
    ai-image-generation, claude, claude-code, comfyui, lovart, mcp, mcp-server, model-context-protocol, openclaw, prompt-engineering
    COPY-PASTE FIX
    ai-image-generation, claude, claude-code, comfyui, lovart, mcp, mcp-server, model-context-protocol, openclaw, prompt-engineering, ai-agent-orchestration, generative-ai-workflow, multi-model-ai, ai-coding-assistant
  • mediumreadme#3
    Enhance the 'What Is This?' section to explicitly state the core differentiator against generic tools

    Why:

    CURRENT
    An MCP server that turns any AI coding tool into a professional design assistant. **8 tools** + a curated 1,446-prompt library let it design logos, render product shots, animate stills into video, and orchestrate parallel batch variations.
    COPY-PASTE FIX
    This is an **MCP server specifically designed for AI image & video generation**, transforming any AI coding tool into a professional design assistant. Unlike generic orchestrators or prompt marketplaces, MeiGen uniquely combines **multi-model orchestration** across 9 leading models (e.g., GPT Image 2, ComfyUI) with a **curated 1,446-prompt library**, enabling advanced tasks like logo design, product shots, video animation, and parallel batch variations directly within your AI coding environment.

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 jau123/MeiGen-AI-Design-MCP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
kubeflow/pipelines
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. kubeflow/pipelines · recommended 1×
  2. apache/airflow · recommended 1×
  3. PrefectHQ/prefect · recommended 1×
  4. Netflix/metaflow · recommended 1×
  5. ray-project/ray · recommended 1×
  • CATEGORY QUERY
    How can I orchestrate multiple AI image generation models within my coding environment?
    you: not recommended
    AI recommended (in order):
    1. Kubeflow Pipelines (kubeflow/pipelines)
    2. Apache Airflow (apache/airflow)
    3. Prefect (PrefectHQ/prefect)
    4. Metaflow (Netflix/metaflow)
    5. Ray (ray-project/ray)
    6. DVC (Data Version Control) (iterative/dvc)
    7. CML (Continuous Machine Learning) (iterative/cml)
    8. Celery (celery/celery)

    AI recommended 8 alternatives but never named jau123/MeiGen-AI-Design-MCP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools offer a curated prompt library for advanced AI image and video generation?
    you: not recommended
    AI recommended (in order):
    1. PromptBase
    2. Lexica.art
    3. Krea.ai
    4. PromptHero
    5. Artbreeder
    6. Civitai
    7. OpenArt.ai

    AI recommended 7 alternatives but never named jau123/MeiGen-AI-Design-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
    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 jau123/MeiGen-AI-Design-MCP?
    pass
    AI did not name jau123/MeiGen-AI-Design-MCP — 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 jau123/MeiGen-AI-Design-MCP in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name jau123/MeiGen-AI-Design-MCP — 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?

  • In one sentence, what problem does the repo jau123/MeiGen-AI-Design-MCP solve, and who is the primary audience?
    pass
    AI did not name jau123/MeiGen-AI-Design-MCP — 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?

Embed your GEO score

Drop this badge into the README of jau123/MeiGen-AI-Design-MCP. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/jau123/MeiGen-AI-Design-MCP.svg)](https://repogeo.com/en/r/jau123/MeiGen-AI-Design-MCP)
HTML
<a href="https://repogeo.com/en/r/jau123/MeiGen-AI-Design-MCP"><img src="https://repogeo.com/badge/jau123/MeiGen-AI-Design-MCP.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

jau123/MeiGen-AI-Design-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