RRepoGEO

REPOGEO REPORT · LITE

modstart-lib/aigcpanel

Default branch main · commit 557eb24c · scanned 5/23/2026, 2:48:24 AM

GitHub: 5,010 stars · 753 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
33 /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
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 modstart-lib/aigcpanel, 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
    Reposition README to clarify standalone desktop application status

    Why:

    CURRENT
    AIGCPanel 是一款简单易用的一站式 AI 数字人桌面应用，支持 Windows / macOS / Linux 三平台。无需深厚技术背景，普通用户也能快速上手，将本地 AI 模型变成生产力工具。
    COPY-PASTE FIX
    AIGCPanel 是一款简单易用的一站式 AI 数字人桌面应用，支持 Windows / macOS / Linux 三平台。**它是一个独立的桌面软件，并非 ModStart 框架的模块或插件。**无需深厚技术背景，普通用户也能快速上手，将本地 AI 模型变成生产力工具。
  • mediumtopics#2
    Add more descriptive topics for better categorization

    Why:

    CURRENT
    ai, aigc, cosyvoice, fishspeech, latentsync, musetalk, sparktts, wav2lip
    COPY-PASTE FIX
    ai, aigc, digital-human, ai-video, voice-synthesis, voice-cloning, local-ai, desktop-application, ai-tools, cosyvoice, fishspeech, latentsync, musetalk, sparktts, wav2lip
  • mediumcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., '## 对比同类产品 (Comparison with Alternatives)', that highlights `aigcpanel`'s focus on local model management, desktop application experience, and open-source components, contrasting it with cloud-based commercial platforms.

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 modstart-lib/aigcpanel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Synthesys X
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Synthesys X · recommended 1×
  2. HeyGen · recommended 1×
  3. DeepMotion · recommended 1×
  4. D-ID · recommended 1×
  5. Synthesia · recommended 1×
  • CATEGORY QUERY
    What tools can I use for generating realistic AI digital human videos with voice?
    you: not recommended
    AI recommended (in order):
    1. Synthesys X
    2. HeyGen
    3. DeepMotion
    4. D-ID
    5. Synthesia
    6. RunwayML
    7. Fliki

    AI recommended 7 alternatives but never named modstart-lib/aigcpanel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a desktop application to manage local AI models for voice and video synthesis.
    you: not recommended
    AI recommended (in order):
    1. Pinokio
    2. InvokeAI
    3. ComfyUI
    4. Automatic1111's Stable Diffusion web UI
    5. LM Studio
    6. Oobabooga's text-generation-webui

    AI recommended 6 alternatives but never named modstart-lib/aigcpanel. 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 modstart-lib/aigcpanel?
    pass
    AI did not name modstart-lib/aigcpanel — 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 modstart-lib/aigcpanel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modstart-lib/aigcpanel 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 modstart-lib/aigcpanel solve, and who is the primary audience?
    pass
    AI named modstart-lib/aigcpanel explicitly

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

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MARKDOWN (README)
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modstart-lib/aigcpanel — 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