PPTAgent

Created By

icip-cas5 months ago

Please run `uv pip install pptagent` first

Content

🌐 Language

PPTAgent: Generating and Evaluating Presentations Beyond Text-to-Slides

📄 Paper | 🤗 OpenSource | 📝 Documentation | DeepWiki | 🙏 Citation

We present PPTAgent, an innovative system that automatically generates presentations from documents. Drawing inspiration from human presentation creation methods, our system employs a two-step process to ensure excellence in overall quality. Additionally, we introduce PPTEval, a comprehensive evaluation framework that assesses presentations across multiple dimensions.

TIP

🚀 Get started quickly with our pre-built Docker image - See Docker instructions

📅 News

[2025/09]: 🛠️ We support MCP server now, see MCP Server for details
[2025/09]: 🚀 Released v2 with major improvements - see release notes for details
[2025/08]: 🎉 Paper accepted to EMNLP 2025!
[2025/05]: ✨ Released v1 with core functionality and 🌟 breakthrough: reached 1,000 stars on GitHub! - see release notes for details
[2025/01]: 🔓 Open-sourced the codebase, with experimental code archived at experiment release

Open Source 🤗

We have released our model and data at HuggingFace.

Demo Video 🎥

https://github.com/user-attachments/assets/c3935a98-4d2b-4c46-9b36-e7c598d14863

Distinctive Features ✨

Dynamic Content Generation: Creates slides with seamlessly integrated text and images
Smart Reference Learning: Leverages existing presentations without requiring manual annotation
Comprehensive Quality Assessment: Evaluates presentations through multiple quality metrics

Case Study 💡

Iphone 16 Pro

Build Effective Agents

PPTAgent 🤖

PPTAgent follows a two-phase approach:

Analysis Phase: Extracts and learns from patterns in reference presentations
Generation Phase: Develops structured outlines and produces visually cohesive slides

Our system's workflow is illustrated below:

PPTAgent Workflow

PPTEval ⚖️

PPTEval evaluates presentations across three dimensions:

Content: Check the accuracy and relevance of the slides.
Design: Assesses the visual appeal and consistency.
Coherence: Ensures the logical flow of ideas.

The workflow of PPTEval is shown below:

PPTEval Workflow

Citation 🙏

If you find this project helpful, please use the following to cite it:

@article{zheng2025pptagent,
  title={PPTAgent: Generating and Evaluating Presentations Beyond Text-to-Slides},
  author={Zheng, Hao and Guan, Xinyan and Kong, Hao and Zheng, Jia and Zhou, Weixiang and Lin, Hongyu and Lu, Yaojie and He, Ben and Han, Xianpei and Sun, Le},
  journal={arXiv preprint arXiv:2501.03936},
  year={2025}
}

Server Config

{
  "mcpServers": {
    "pptagent": {
      "command": "uv",
      "args": [
        "run",
        "--with",
        "pptagent",
        "--with",
        "python-pptx@git+https://github.com/Force1ess/python-pptx@219513d7d81a61961fc541578c1857d08b43aa2a",
        "pptagent-mcp"
      ],
      "env": {
        "PPTAGENT_MODEL": "openai/gpt-4.1",
        "PPTAGENT_API_BASE": "http://localhost:8000/v1",
        "PPTAGENT_API_KEY": "your_key"
      }
    }
  }
}

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