RRepoGEO

REPOGEO REPORT · LITE

johnson7788/TrainPPTAgent

Default branch main · commit 6f3e170a · scanned 6/21/2026, 3:07:38 PM

GitHub: 500 stars · 93 forks

AI VISIBILITY SCORE
22 /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
1 / 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 johnson7788/TrainPPTAgent, 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 the README's opening paragraph to clarify its nature as an open-source application

    Why:

    CURRENT
    **TrainPPTAgent** 是一款基于 AI 的智能演示文稿生成工具。用户只需输入主题，系统即可自动通过微信搜索网络内容，生成结构完整、内容丰富的 PPT 大纲与逐页内容。项目采用 **前后端分离架构**：前端负责交互、大纲编辑与模板选择，后端则借助大语言模型（LLM）与强化学习（GRPO）完成内容生成与优化，使生成的 PPT 更贴合用户目标.
    COPY-PASTE FIX
    **TrainPPTAgent** 是一款**开源的、端到端**的 AI 智能演示文稿生成**应用**。用户只需输入主题，系统即可自动通过微信搜索网络内容，生成结构完整、内容丰富的 PPT 大纲与逐页内容。作为一个**全栈解决方案**，项目采用 **前后端分离架构**：前端负责交互、大纲编辑与模板选择，后端则借助大语言模型（LLM）与强化学习（GRPO）完成内容生成与优化，使生成的 PPT 更贴合用户目标.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    agent, ai, ppt
    COPY-PASTE FIX
    agent, ai, ppt, presentation-generator, ai-application, llm, fastapi, vuejs, powerpoint-automation, generative-ai
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/johnson7788/TrainPPTAgent

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 johnson7788/TrainPPTAgent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Gamma
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Gamma · recommended 1×
  2. Tome · recommended 1×
  3. Beautiful.ai · recommended 1×
  4. Canva Magic Design · recommended 1×
  5. Microsoft Copilot (with PowerPoint) · recommended 1×
  • CATEGORY QUERY
    Looking for an AI assistant to draft presentation slides from a prompt.
    you: not recommended
    AI recommended (in order):
    1. Gamma
    2. Tome
    3. Beautiful.ai
    4. Canva Magic Design
    5. Microsoft Copilot (with PowerPoint)
    6. Google Slides with Duet AI

    AI recommended 6 alternatives but never named johnson7788/TrainPPTAgent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Open source Python project to build an AI-driven presentation generator?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. python-pptx
    3. ReportLab
    4. Pillow
    5. Streamlit
    6. Gradio
    7. Hugging Face Transformers
    8. Diffusers
    9. Gensim

    AI recommended 9 alternatives but never named johnson7788/TrainPPTAgent. 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 johnson7788/TrainPPTAgent?
    pass
    AI did not name johnson7788/TrainPPTAgent — 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 johnson7788/TrainPPTAgent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named johnson7788/TrainPPTAgent 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 johnson7788/TrainPPTAgent solve, and who is the primary audience?
    pass
    AI did not name johnson7788/TrainPPTAgent — 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?

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  • Brand-free category queries5 vs 2 in Lite
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