Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
https://github.com/margostino/fpl-agent
https://github.com/margostino/fpl-agent
Last synced: 2 days ago
JSON representation
- Host: GitHub
- URL: https://github.com/margostino/fpl-agent
- Owner: margostino
- License: mit
- Created: 2024-01-31T15:06:28.000Z (11 months ago)
- Default Branch: master
- Last Pushed: 2024-02-02T16:24:33.000Z (11 months ago)
- Last Synced: 2024-11-10T09:13:57.576Z (2 months ago)
- Language: Python
- Size: 1.39 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# ⚽️⚡️ Fantasy Premier League AI Agent
## Introduction
👨🔬 FPL Agent is an **experimental** AI Agent designed to provide insights and answers to your Premier League queries. Powered by Langchain and integrated with the [Anfield GraphQL API](https://github.com/margostino/anfield-api), this agent leverages [LLMs](https://en.wikipedia.org/wiki/Large_language_model) to fetch and analyze Premier League data. Deployed on Streamlit, it offers an intuitive and user-friendly interface for all Premier League enthusiasts.
### Features
**Data-Driven Insights:**
Get accurate, real-time information about Premier League players and teams.
**Improved Predictions:**
Utilize advanced reasoning to make better predictions about player performances.
**Enhanced User Experience:**
Streamlined prompts and Streamlit components for an intuitive and efficient user interface.
[](./assets/demo.png)
## Usage
The app is live here: [FPL Agent on Streamlit](https://fpl-agent.streamlit.app/):
1. 🔑 Enter your **OpenAI** and **Anfield** API Keys. These keys are necessary to fetch data and run the AI agent.
2. ❓Ask Questions: Use the AI agent to get insights about Fantasy Premier League players and teams.
## Local Development
### Prerequisites
- Python 3.9 or later
- Poetry for dependency management
- An OpenAI API Key
- An Anfield API Key (Free - Reach out to me [here](https://github.com/margostino/fpl-agent) and I can create one key for you. This API is using a key just to game more granular control since the data is public)
### Installation Steps
1. **Clone the Repository**
```bash
git clone [email protected]:margostino/fpl-agent.git
cd fpl-agent
```
2. **Install Dependencies**
```bash
poetry install
```
3. **Set Up API Keys**
Locally you can set up the API keys as environment variables.
4. **Run the Application**
```bash
streamlit run src/main.py
```
## Future Features
- **Enhanced Predictions**: Implement more sophisticated reasoning prompting.
- **Prompt Improvement**: Focus on refining prompts to reduce redundancy and ambiguity, ensuring clearer and more precise queries.
- **Streamlit Component Enhancements**: Develop components with auto-cleanup capabilities to streamline the user experience.
- **Data Visualization**: Integrate advanced visualization tools for more interactive and insightful data presentations.
## Demo
Watch a live demonstration of the Fantasy Premier League AI Agent in action: [Demo Video](https://youtu.be/Droy_TUx_O4)
---
For more information or assistance, feel free to create an issue in the [GitHub Repository](https://github.com/margostino/fpl-agent).
# Support
For support, issues, or contributions, please visit our GitHub repository.
# License
FPL Agent is licensed under the [MIT license](https://github.com/margostino/fpl-agent/blob/master/LICENSE)