[!NOTE] This README was generated by SKILL, get the ZH version from here.

EMBEDDED JSON KV STORAGE WITH REDIS-LIKE COMMANDS AND VECTOR SEARCH

A Go embedded database with Redis-like commands, JSON document operations, and semantic vector search

Table of Contents

• Features
• Architecture
• License
• Author

Features

go get github.com/pardnchiu/toriidb · Documentation

• Redis-Like Operations — Use a familiar REPL through one command router or embed the same database directly through its Go API.
• JSON Field Mutation — Read, update, increment, and delete nested fields with dot notation instead of rewriting complete documents.
• Layered Local Persistence — Keep low-latency state in memory while preserving writes through AOF records and per-key JSON files.
• Built-In Vector Search — Attach embeddings to values and run top-K semantic search, pattern filtering, and cosine similarity queries.
• Isolated Multi-Database State — Work across 16 independently locked databases with lazy loading and session-scoped selection.

Architecture

Full Architecture

graph TB
    A[REPL or Go API] --> B[Store and Sessions]
    B --> C[Command and API Operations]
    C --> D[KV and JSON Engine]
    C --> E[Vector Search Engine]
    D --> F[16 In-Memory Databases]
    E --> F
    F --> G[AOF and JSON Files]
    E --> H[OpenAI Embeddings]

License

This project is licensed under the MIT LICENSE.

Author

邱敬幃 Pardn Chiu

hi@pardn.io
https://www.linkedin.com/in/pardnchiu

©️ 2026 邱敬幃 Pardn Chiu