OpenDeRisk: A 24/7 AI Digital Operations Assistant for Application Systems 67

小编 · 2025-05-31

OpenDeRisk is a 24/7 intelligent risk system that functions like a digital operations assistant, ready to help application systems solve problems anytime and collaborate with people. The vision is for every application system to have such a digital steward, continuously safeguarding its security.

OpenDeRisk: A 24/7 AI Digital Operations Assistant for Application Systems

What is OpenDeRisk?

OpenDeRisk is a 7×24 risk intelligence system, like a digital operations assistant that can help application systems solve problems at any time and work alongside people. We hope every application system can have such a digital steward, guarding system security at all times.

OpenDeRisk：7*24H应用系统AI数字运维助手.webp

OpenDeRisk Project Features

Deep Research Root Cause Analysis (DeepResearch RCA): Quickly identifies the root cause of issues by deeply analyzing logs, traces, and code.
Visual Evidence Chain: Comprehensively presents the diagnostic process and evidence chain, making diagnostic results clear and easy to understand.
Multi-Agent Collaboration: Collaboration among SRE-Agent, Code-Agent, ReportAgent, Vis-Agent, and Data-Agent to jointly perform risk analysis and diagnosis.
Open-Source Architecture: OpenDeRisk's architecture is fully open, making it easy to use and integrate in open-source projects.

OpenDeRisk Technical Implementation

Data Layer: Pulls a large-scale OpenRCA dataset (approximately 20GB) from GitHub and performs local processing and analysis on it.
Logic Layer: Adopts a multi-agent architecture, where collaboration among agents such as SRE-Agent and Code-Agent jointly completes deep root cause analysis.
Visualization Layer: Uses the Vis protocol to dynamically render the entire processing workflow and evidence chain.

Installation and Configuration

Install uv:

curl -LsSf https://astral.sh/uv/install.sh | sh

Install dependency packages:

uv sync --all-packages --frozen \
--extra "base" \
--extra "proxy_openai" \
--extra "rag" \
--extra "storage_chromadb" \
--extra "client" \
--index-url=https://pypi.tuna.tsinghua.edu.cn/simple

Configure the API_KEY in the derisk-proxy-deepseek.toml file, then run the following command to start:

uv run python packages/derisk-app/src/derisk_app/derisk_server.py --config configs/derisk-proxy-deepseek.toml

Visit http://localhost:7777 to view the running results.

OpenDeRisk：AI风险智能系统，应用系统AI数字运维助手.webp

OpenDeRisk Advantages

Comprehensive Open-Source Architecture: Provides complete open-source code and architecture, allowing users to freely customize and integrate.
Application of Deep Learning: Deeply applies deep learning technology, improving the accuracy of root cause analysis.
Visual User Experience: Through visualization, the diagnostic process becomes more intuitive, easy to understand, and operate.
Community Support: Has an active community, providing good technical support and a user communication environment.