ModelGate-Hackathon

(★ 51)

🏆Winning Project | ModelGate is a contract-aware AI control plane that ingests customer contracts, extracts SLA/privacy/routing constraints, and generates an OpenAI-compatible endpoint that automatically routes every request to the optimal model. Simple queries go to cheap models. Complex queries go to premium ones.

File Explorer

Download Latest Version (.zip)

- CLAUDE.md
- banner.svg
- screenshot.png
- screenshot_2.png
- screenshot_3.png
- - __init__.py
  - customers.py
  - extraction.py
  - logs.py
  - models.py
  - proxy.py
- - __init__.py
  - classifier.py
  - extractor.py
  - provider_registry.py
  - router_engine.py
- __init__.py
- config.py
- database.py
- main.py
- models.py
- requirements.txt
- - adapter_config.json
  - added_tokens.json
  - chat_template.jinja
  - merges.txt
  - README.md
  - special_tokens_map.json
  - tokenizer.json
  - tokenizer_config.json
  - vocab.json
- - adapter_config.json
  - added_tokens.json
  - chat_template.jinja
  - merges.txt
  - README.md
  - special_tokens_map.json
  - tokenizer.json
  - tokenizer_config.json
  - vocab.json
- bench_gguf.py
- bench_stock_vs_finetune.py
- export_gguf.py
- grpo_eval_data.json
- grpo_finetune_arch_router.ipynb
- grpo_run_nocot.py
- grpo_training_data.json
- README.md
- - file.svg
  - globe.svg
  - next.svg
  - vercel.svg
  - window.svg
- - .last-run.json
- .gitignore
- AGENTS.md
- CLAUDE.md
- components.json
- next.config.ts
- package-lock.json
- package.json
- postcss.config.mjs
- README.md
- tsconfig.json
- adapter_config.json
- - audit-report.md
  - build_pptx.py
  - dashboard-research.md
  - demo-script.md
  - modelgate-presentation.pptx
  - personas.md
  - presentation-stats.md
  - presentation.md
  - requirements-report.md
- ASSURANT_CONTRACT_AWARE_AI_CONTROL_PLANE_SPEC.md
- assurant_hackathon_2026.pdf
- ModelGate (1).pdf
- ModelGateOLD PRESENTATION.pdf
- PLAN.md
- presentation_script.md
- Routing_benchmark.md
- slide1.png
- slide_changes.md
- - App.tsx
  - main.tsx
- index.html
- package-lock.json
- package.json
- tsconfig.json
- vite.config.ts
- mmlu_gpt-4o-mini.json
- mmlu_gpt-5.4-high.json
- mmlu_gpt-5.4.json
- mmlu_gpt-oss-20b.json
- mmlu_router-auto.json
- bench_mmlu.py
- bench_router.py
- mmlu_questions.json
- router_eval_data.json
- seed_data.py
- start.sh
- test_e2e.sh
.dockerignore
.env.example
.gitignore
docker-compose.yml
docker-entrypoint.sh
Dockerfile
LICENSE
README.md

# Installation Guide

1. Get the code

git clone https://github.com/Aaryan-Kapoor/ModelGate-Hackathon

Downloads the entire project code from GitHub to your computer.

cd ModelGate-Hackathon

Moves into the project folder you just downloaded.

2. Docker

Easy Recommended

Prerequisites

Git Needed to download the project code from GitHub.
Docker Desktop Needed to build and run containers. Install it and keep it running in the background.

docker compose up -d --build

Builds and starts all defined containers (server, database, etc.) at once, in the background.

✅ Run docker compose ps to check the containers are Up. If the README mentions a port, open http://localhost:PORT in your browser.

3. Node.js

Easy

Prerequisites

Git Needed to download the project code from GitHub.
Node.js Node.js must be installed to use npm. The LTS version is recommended.

cd frontend && npm install && npm run dev

Moves into the project folder you just downloaded.

✅ After running the command, open the address shown in the terminal (usually something like http://localhost:3000) in your browser.

Pulled directly from this repo's README.

4. Python

Easy

Prerequisites

Git Needed to download the project code from GitHub.
Python 3 On Windows, be sure to check 'Add Python to PATH' during installation.

pip install -r backend/requirements.txt

Installs the Python libraries listed in requirements.txt (or similar).

✅ If it runs without errors and prints output in the terminal, it worked.

Pulled directly from this repo's README.