Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/MervinPraison/PraisonAI
PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration. Chat with your ENTIRE Codebase.
https://github.com/MervinPraison/PraisonAI
Last synced: 2 months ago
JSON representation
PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration. Chat with your ENTIRE Codebase.
- Host: GitHub
- URL: https://github.com/MervinPraison/PraisonAI
- Owner: MervinPraison
- License: mit
- Created: 2024-03-19T16:45:25.000Z (10 months ago)
- Default Branch: main
- Last Pushed: 2024-11-04T08:40:29.000Z (2 months ago)
- Last Synced: 2024-11-07T18:22:40.625Z (2 months ago)
- Language: Jupyter Notebook
- Homepage: https://docs.praison.ai
- Size: 7.58 MB
- Stars: 2,258
- Watchers: 42
- Forks: 310
- Open Issues: 40
-
Metadata Files:
- Readme: README.md
- Contributing: docs/contributing.md
- Funding: .github/FUNDING.yml
- License: LICENSE
Awesome Lists containing this project
- awesome-AI-driven-development - PraisonAI - combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration. (Uncategorized / Uncategorized)
- awesome-generative-ai - MervinPraison/PraisonAI - code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration. (Large Language Models (LLMs) / Autonomous LLM Agents)
- AiTreasureBox - MervinPraison/PraisonAI - 01-01_2779_10](https://img.shields.io/github/stars/MervinPraison/PraisonAI.svg)|PraisonAI application combines AutoGen and CrewAI or similar frameworks into a low-code solution for building and managing multi-agent LLM systems, focusing on simplicity, customisation, and efficient human-agent collaboration.| (Repos)
- StarryDivineSky - MervinPraison/PraisonAI
- awesome-rainmana - MervinPraison/PraisonAI - PraisonAI is an AI Agents Framework with Self Reflection. PraisonAI application combines PraisonAI Agents, AutoGen, and CrewAI into a low-code solution for building and managing multi-agent LLM system (Jupyter Notebook)
README
# Praison AI
Praison AI, leveraging both AutoGen and CrewAI or any other agent framework, represents a low-code, centralised framework designed to simplify the creation and orchestration of multi-agent systems for various LLM applications, emphasizing ease of use, customization, and human-agent interaction.
## Different User Interfaces:
| Interface | Description | URL |
|---|---|---|
| **UI** | Multi Agents such as CrewAI or AutoGen | [https://docs.praison.ai/ui/ui](https://docs.praison.ai/ui/ui) |
| **Chat** | Chat with 100+ LLMs, single AI Agent | [https://docs.praison.ai/ui/chat](https://docs.praison.ai/ui/chat) |
| **Code** | Chat with entire Codebase, single AI Agent | [https://docs.praison.ai/ui/code](https://docs.praison.ai/ui/code) |
| **Realtime** | Real-time voice interaction with AI | [https://docs.praison.ai/ui/realtime](https://docs.praison.ai/ui/realtime) || Other Features | Description | Docs |
|---|---|---|
| **Train** | Fine-tune LLMs using your custom data | [https://docs.praison.ai/train](https://docs.praison.ai/train) |## Google Colab Multi Agents
| | Cookbook | Open in Colab |
| ------------- | --------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| Basic | PraisonAI | |
| Include Tools | PraisonAI Tools | |## Installation Options
### Basic Installation
```bash
pip install praisonai
```### Framework-specific Installation
```bash
# Install with CrewAI support
pip install "praisonai[crewai]"# Install with AutoGen support
pip install "praisonai[autogen]"# Install with both frameworks
pip install "praisonai[crewai,autogen]"
```### UI and Additional Features
```bash
# Install UI support
pip install "praisonai[ui]"# Install Chat interface
pip install "praisonai[chat]"# Install Code interface
pip install "praisonai[code]"# Install Realtime voice interaction
pip install "praisonai[realtime]"# Install Call feature
pip install "praisonai[call]"
```## Quick Start
```bash
# Set your OpenAI API key
export OPENAI_API_KEY="Enter your API key"# Initialize with CrewAI (default)
praisonai --init "create a movie script about dog in moon"# Or initialize with AutoGen
praisonai --framework autogen --init "create a movie script about dog in moon"# Run the agents
praisonai
```## Full Automatic Mode
```bash
# With CrewAI (default)
praisonai --auto "create a movie script about Dog in Moon"# With AutoGen
praisonai --framework autogen --auto "create a movie script about Dog in Moon"
```## Framework-specific Features
### CrewAI
When installing with `pip install "praisonai[crewai]"`, you get:
- CrewAI framework support
- PraisonAI tools integration
- Task delegation capabilities
- Sequential and parallel task execution### AutoGen
When installing with `pip install "praisonai[autogen]"`, you get:
- AutoGen framework support
- PraisonAI tools integration
- Multi-agent conversation capabilities
- Code execution environment## Key Features
- 🤖 Automated AI Agents Creation
- 🔄 Use CrewAI or AutoGen Framework
- 💯 100+ LLM Support
- 💻 Chat with ENTIRE Codebase
- 🖥️ Interactive UIs
- 📄 YAML-based Configuration
- 🛠️ Custom Tool Integration
- 🔍 Internet Search Capability (using Crawl4AI and Tavily)
- 👁️ Vision Language Model (VLM) Support
- 🎙️ Real-time Voice Interaction## TL;DR Multi Agents
```bash
pip install praisonai
export OPENAI_API_KEY="Enter your API key"
praisonai --init create a movie script about dog in moon
praisonai
```## Table of Contents
- [Installation](#installation)
- [Initialise](#initialise)
- [Run](#run)
- [Full Automatic Mode](#full-automatic-mode)
- [User Interface](#user-interface)
- [Praison AI Chat](#praison-ai-chat)
- [Create Custom Tools](#create-custom-tools)
- [Agents Playbook](#agents-playbook)
- [Include praisonai package in your project](#include-praisonai-package-in-your-project)
- [Commands to Install Dev Dependencies](#commands-to-install-dependencies)
- [Other Models](#other-models)
- [Contributing](#contributing)
- [Star History](#star-history)## Installation Multi Agents
```bash
pip install praisonai
```## Initialise
```bash
export OPENAI_API_KEY="Enter your API key"
```Generate your OPENAI API KEY from here: https://platform.openai.com/api-keys
Note: You can use other providers such as Ollama, Mistral ... etc. Details are provided at the bottom.
```bash
praisonai --init create a movie script about dog in moon
```This will automatically create agents.yaml file in the current directory.
### To initialise with a specific agent framework (Optional):
```bash
praisonai --framework autogen --init create movie script about cat in mars
```## Run
```bash
praisonai
```or
```bash
python -m praisonai
```### Specify the agent framework (Optional):
```bash
praisonai --framework autogen
```### Full Automatic Mode
```bash
praisonai --auto create a movie script about Dog in Moon
```## User Interface
## PraisonAI User Interfaces:
| Interface | Description | URL |
| --------- | ------------------------------------------ | --------------------------------------------------------------------- |
| **UI** | Multi Agents such as CrewAI or AutoGen | [https://docs.praisonai.com/ui/ui](https://docs.praison.ai/ui/ui) |
| **Chat** | Chat with 100+ LLMs, single AI Agent | [https://docs.praisonai.com/ui/chat](https://docs.praison.ai/ui/chat) |
| **Code** | Chat with entire Codebase, single AI Agent | [https://docs.praisonai.com/ui/code](https://docs.praison.ai/ui/code) |```bash
pip install -U "praisonai[ui]"
export OPENAI_API_KEY="Enter your API key"
chainlit create-secret
export CHAINLIT_AUTH_SECRET=xxxxxxxx
praisonai ui
```or
```
python -m praisonai ui
```## Praison AI Chat
- https://docs.praison.ai/chat/
```bash
pip install "praisonai[chat]"
export OPENAI_API_KEY="Enter your API key"
praisonai chat
```### Internet Search
Praison AI Chat and Praison AI Code now includes internet search capabilities using Crawl4AI and Tavily, allowing you to retrieve up-to-date information during your conversations.
### Vision Language Model Support
You can now upload images and ask questions based on them using Vision Language Models. This feature enables visual understanding and analysis within your chat sessions.
## Praison AI Code
```bash
pip install "praisonai[code]"
export OPENAI_API_KEY="Enter your API key"
praisonai code
```### Internet Search
Praison AI Code also includes internet search functionality, enabling you to find relevant code snippets and programming information online.
## Create Custom Tools
- https://docs.praison.ai/tools/custom/
## Agents Playbook
### Simple Playbook Example
```yaml
framework: crewai
topic: Artificial Intelligence
roles:
screenwriter:
backstory: "Skilled in crafting scripts with engaging dialogue about {topic}."
goal: Create scripts from concepts.
role: Screenwriter
tasks:
scriptwriting_task:
description: "Develop scripts with compelling characters and dialogue about {topic}."
expected_output: "Complete script ready for production."
```## Use 100+ Models
- https://docs.praison.ai/models/
## Include praisonai package in your project
- https://docs.praison.ai/developers/wrapper
- https://docs.praison.ai/developers/wrapper-tools/## Option 1: Using RAW YAML
```python
from praisonai import PraisonAI# Example agent_yaml content
agent_yaml = """
framework: "crewai"
topic: "Space Exploration"roles:
astronomer:
role: "Space Researcher"
goal: "Discover new insights about {topic}"
backstory: "You are a curious and dedicated astronomer with a passion for unraveling the mysteries of the cosmos."
tasks:
investigate_exoplanets:
description: "Research and compile information about exoplanets discovered in the last decade."
expected_output: "A summarized report on exoplanet discoveries, including their size, potential habitability, and distance from Earth."
"""# Create a PraisonAI instance with the agent_yaml content
praisonai = PraisonAI(agent_yaml=agent_yaml)# Run PraisonAI
result = praisonai.run()# Print the result
print(result)
```## Option 2: Using separate agents.yaml file
Note: Please create agents.yaml file before hand.
```python
from praisonai import PraisonAIdef basic(): # Basic Mode
praisonai = PraisonAI(agent_file="agents.yaml")
praisonai.run()if __name__ == "__main__":
basic()
```## Commands to Install Dependencies:
1. **Install all dependencies, including dev dependencies:**
```sh
poetry install
```2. **Install only documentation dependencies:**
```sh
poetry install --with docs
```3. **Install only test dependencies:**
```sh
poetry install --with test
```4. **Install only dev dependencies:**
```sh
poetry install --with dev
```This configuration ensures that your development dependencies are correctly categorized and installed as needed.
## Contributing
- Fork on GitHub: Use the "Fork" button on the repository page.
- Clone your fork: `git clone https://github.com/yourusername/praisonAI.git`
- Create a branch: `git checkout -b new-feature`
- Make changes and commit: `git commit -am "Add some feature"`
- Push to your fork: `git push origin new-feature`
- Submit a pull request via GitHub's web interface.
- Await feedback from project maintainers.## Star History
[![Star History Chart](https://api.star-history.com/svg?repos=MervinPraison/PraisonAI&type=Date)](https://docs.praison.ai)
## License
Praison AI is an open-sourced software licensed under the **[MIT license](https://opensource.org/licenses/MIT)**.
## Video Tutorials
| Topic | Video |
|-------|--------|
| Introduction | [![Introduction](https://img.youtube.com/vi/Fn1lQjC0GO0/0.jpg)](https://www.youtube.com/watch?v=Fn1lQjC0GO0) |
| Tools Overview | [![Tools Overview](https://img.youtube.com/vi/XaQRgRpV7jo/0.jpg)](https://www.youtube.com/watch?v=XaQRgRpV7jo) |
| Custom Tools | [![Custom Tools](https://img.youtube.com/vi/JSU2Rndh06c/0.jpg)](https://www.youtube.com/watch?v=JSU2Rndh06c) |
| Firecrawl Integration | [![Firecrawl](https://img.youtube.com/vi/UoqUDcLcOYo/0.jpg)](https://www.youtube.com/watch?v=UoqUDcLcOYo) |
| User Interface | [![UI](https://img.youtube.com/vi/tg-ZjNl3OCg/0.jpg)](https://www.youtube.com/watch?v=tg-ZjNl3OCg) |
| Crawl4AI Integration | [![Crawl4AI](https://img.youtube.com/vi/KAvuVUh0XU8/0.jpg)](https://www.youtube.com/watch?v=KAvuVUh0XU8) |
| Chat Interface | [![Chat](https://img.youtube.com/vi/sw3uDqn2h1Y/0.jpg)](https://www.youtube.com/watch?v=sw3uDqn2h1Y) |
| Code Interface | [![Code](https://img.youtube.com/vi/_5jQayO-MQY/0.jpg)](https://www.youtube.com/watch?v=_5jQayO-MQY) |
| Mem0 Integration | [![Mem0](https://img.youtube.com/vi/KIGSgRxf1cY/0.jpg)](https://www.youtube.com/watch?v=KIGSgRxf1cY) |
| Training | [![Training](https://img.youtube.com/vi/aLawE8kwCrI/0.jpg)](https://www.youtube.com/watch?v=aLawE8kwCrI) |
| Realtime Voice Interface | [![Realtime](https://img.youtube.com/vi/frRHfevTCSw/0.jpg)](https://www.youtube.com/watch?v=frRHfevTCSw) |
| Call Interface | [![Call](https://img.youtube.com/vi/m1cwrUG2iAk/0.jpg)](https://www.youtube.com/watch?v=m1cwrUG2iAk) |## License
Praison AI is an open-sourced software licensed under the **[MIT license](https://opensource.org/licenses/MIT)**.