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volcengine/OpenViking

OpenViking is an open-source context database designed for AI Agents, unifying memory, resources, and skills management through a file system paradigm for hierarchical context delivery and self-evolving capabilities.

Core Features

Filesystem Management Paradigm for unified context organization

Tiered Context Loading (L0/L1/L2) to reduce token consumption

Directory Recursive Retrieval for improved and precise context acquisition

Visualized Retrieval Trajectory for observable and debuggable context flow

Automatic Session Management for context self-iteration and long-term memory extraction

Quick Start

pip install openviking --upgrade --force-reinstall

Detailed Introduction

In the era of AI Agents, developers face significant challenges with fragmented, surging, and unobservable context. Traditional RAG models often lead to information loss and poor retrieval. OpenViking addresses these issues by introducing an innovative 'file system paradigm' to unify the management of an Agent's memories, resources, and skills. This approach enables hierarchical context delivery, precise recursive retrieval, and automatic session management, allowing Agents to evolve and learn from their interactions, ultimately simplifying context management and enhancing Agent intelligence.