# OuiComply

- **Event:** [Mistral AI MCP Hackathon](https://cerebralvalley.ai/e/mistral-mcp-hackathon)
- **When:** Sep 13 at 9:00 AM – Sep 14 at 5:00 PM (GMT+2)
- **Where:** 2 Rue des Mathurins, Paris, France
- **Team:** [Prajwal Dhiwar](https://cerebralvalley.ai/u/PrajwalDhiwar), [Abdul Rahman Masri Attal](https://cerebralvalley.ai/u/abed_attal)
- **GitHub:** https://github.com/KJFromMicromonic/OuiComply1/tree/test
- **Demo video:** https://drive.google.com/file/d/1s1TeWHUdSB4pBQ6L2uRxGD0wGDrGmYfl/view?pli=1
- **Gallery:** https://cerebralvalley.ai/e/mistral-mcp-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/mistral-mcp-hackathon/hackathon/gallery/36

What is OuiComply?
OuiComply is a custom MCP server. Running on FastAPI (Python), it orchestrates a multiagentic compliance checker for finance/legal contracts (e.g., CUAD dataset). Integrated with Le Chat, it uses endpoints like /decompose-task, /analyze, /memories/update to process documents via Mistral DocumentAI, Coupling well with native Connectors. It hosts agents (Query, Fetch, Decomposition, Analysis, Learning/Automation) and tools (document_ai.py, compliance_engine.py, memory_integration.py) for parsing, risk scoring, and JSON/Markdown reporting. Le Chat Memories, accessed via MCP frontend calls, enable adaptive learning.
What Problem Does It Solve?
OuiComply addresses slow, error-prone contract compliance reviews (e.g., GDPR, SOX). Unlike static tools like ContractPodAi, it cuts analysis time (50-page MSA in <15s, 90%+ accuracy) with parallel agents, personalizes via Memories.

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