---
title: The DETERMINATOR
emoji: 🐉
colorFrom: red
colorTo: yellow
sdk: gradio
sdk_version: "6.0.1"
python_version: "3.11"
app_file: src/app.py
hf_oauth: true
hf_oauth_expiration_minutes: 480
hf_oauth_scopes:
 - inference-api
pinned: true
license: mit
tags:
  - mcp-in-action-track-enterprise
  - mcp-hackathon
  - deep-research
  - biomedical-ai
  - pydantic-ai
  - llamaindex
  - modal
---

> [!IMPORTANT]
> **You are reading the Gradio Demo README!**
> 
> - 📚 **Documentation**: See our [technical documentation](deepcritical.github.io/GradioDemo/) for detailed information
> - 📖 **Complete README**: Check out the [full README](.github/README.md) for setup, configuration, and contribution guidelines
> - 🏆 **Hackathon Submission**: Keep reading below for more information about our MCP Hackathon submission

<div align="center">

[![GitHub](https://img.shields.io/github/stars/DeepCritical/GradioDemo?style=for-the-badge&logo=github&logoColor=white&label=GitHub&labelColor=181717&color=181717)](https://github.com/DeepCritical/GradioDemo)
[![Documentation](https://img.shields.io/badge/Docs-0080FF?style=for-the-badge&logo=readthedocs&logoColor=white&labelColor=0080FF&color=0080FF)](deepcritical.github.io/GradioDemo/)
[![Demo](https://img.shields.io/badge/Demo-FFD21E?style=for-the-badge&logo=huggingface&logoColor=white&labelColor=FFD21E&color=FFD21E)](https://huggingface.co/spaces/DataQuests/DeepCritical)
[![codecov](https://codecov.io/gh/DeepCritical/GradioDemo/graph/badge.svg?token=B1f05RCGpz)](https://codecov.io/gh/DeepCritical/GradioDemo)
[![Join us on Discord](https://img.shields.io/discord/1109943800132010065?label=Discord&logo=discord&style=flat-square)](https://discord.gg/qdfnvSPcqP) 


</div>

# The DETERMINATOR

## About

The DETERMINATOR is a powerful generalist deep research agent system that stops at nothing until finding precise answers to complex questions. It uses iterative search-and-judge loops to comprehensively investigate any research question from any domain.

**Key Features**:
- **Generalist**: Handles queries from any domain (medical, technical, business, scientific, etc.)
- **Automatic Medical Detection**: Automatically determines if medical knowledge sources (PubMed, ClinicalTrials.gov) are needed
- **Multi-Source Search**: Web search, PubMed, ClinicalTrials.gov, Europe PMC, RAG
- **Stops at Nothing**: Only stops at configured limits (budget, time, iterations), otherwise continues until finding precise answers
- **Evidence Synthesis**: Comprehensive reports with proper citations

**Important**: The DETERMINATOR is a research tool that synthesizes evidence. It cannot provide medical advice or answer medical questions directly.

For this hackathon we're proposing a simple yet powerful Deep Research Agent that iteratively looks for the answer until it finds it using general purpose websearch and special purpose retrievers for technical retrievers. 

## Deep Critical In the Medial 

- Social Medial Posts about Deep Critical :
  - 
  -
  -
  -
  -
  -
  -

## Important information

- **[readme](.github\README.md)**: configure, deploy , contribute and learn more here.
- **[docs](deepcritical.github.io/GradioDemo/)**: want to know how all this works ? read our detailed technical documentation here.
- **[demo](https://huggingface/spaces/DataQuests/DeepCritical)**: Try our demo on huggingface
- **[team](### Team)**: Join us , or follow us !
- **[video]**: See our demo video

## Future Developments

- [] Apply Deep Research Systems To Generate Short Form Video (up to 5 minutes)
- [] Visualize Pydantic Graphs as Loading Screens in the UI
- [] Improve Data Science with more Complex Graph Agents
- [] Create The DETERMINATOR Deep Research Demo
- [] Create Deep Critical Literal Review
- [] Create Deep Critical Hypothesis Generator
- [] Create PyPi Package 

## Completed

- [x] **Multi-Source Search**: PubMed, ClinicalTrials.gov, bioRxiv/medRxiv
- [x] **MCP Integration**: Use our tools from Claude Desktop or any MCP client
- [x] **HuggingFace OAuth**: Sign in with HuggingFace 
- [x] **Modal Sandbox**: Secure execution of AI-generated statistical code
- [x] **LlamaIndex RAG**: Semantic search and evidence synthesis
- [x] **HuggingfaceInference**: 
- [x] **HuggingfaceMCP Custom Config To Use Community Tools**:
- [x] **Strongly Typed Composable Graphs**:
- [x] **Specialized Research Teams of Agents**: 

### Team

- ZJ
- MarioAderman
- Josephrp

## Acknowledgements

- McSwaggins
- Magentic
- Huggingface
- Gradio
- DeepCritical
- Sponsors
- Microsoft
- Pydantic
- Llama-index
- Anthhropic/MCP
- List of Tools Makers


## Links

[![GitHub](https://img.shields.io/github/stars/DeepCritical/GradioDemo?style=for-the-badge&logo=github&logoColor=white&label=🐙%20GitHub&labelColor=181717&color=181717)](https://github.com/DeepCritical/GradioDemo)
[![Documentation](https://img.shields.io/badge/📚%20Docs-0080FF?style=for-the-badge&logo=readthedocs&logoColor=white&labelColor=0080FF&color=0080FF)](deepcritical.github.io/GradioDemo/)
[![Demo](https://img.shields.io/badge/🚀%20Demo-FFD21E?style=for-the-badge&logo=huggingface&logoColor=white&labelColor=FFD21E&color=FFD21E)](https://huggingface.co/spaces/DataQuests/DeepCritical)
[![codecov](https://codecov.io/gh/DeepCritical/GradioDemo/graph/badge.svg?token=B1f05RCGpz)](https://codecov.io/gh/DeepCritical/GradioDemo)
[![Join us on Discord](https://img.shields.io/discord/1109943800132010065?label=Discord&logo=discord&style=flat-square)](https://discord.gg/qdfnvSPcqP)