quick-rag

Production-ready RAG for JavaScript & React with Ollama and LM Studio SDKs

EmergingOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Stable

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is quick-rag?

Quick-RAG is a production-ready framework for Retrieval-Augmented Generation, built specifically for JavaScript and React applications. It leverages official Ollama and LM Studio SDKs to provide features like Hybrid Search, Reranking, Query Transformation, Caching, Conversation Management & Evaluation.

Key differentiator

Quick-RAG stands out by offering a comprehensive set of features for RAG applications built on JavaScript and React, leveraging official SDKs from Ollama and LM Studio to ensure high performance and reliability.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Hybrid Searchmedium

Reranking and Query Transformationmedium

Caching Mechanismsmedium

Conversation Managementmedium

Evaluation Toolsmedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited integrations with other JavaScript libraries and frameworkshigh

Documentation lacks examples for popular JS libraries like Redux or Vue.js

Performance issues under heavy loadmedium

Caching mechanisms are not optimized for high-traffic applications, leading to slower response times

Fit analysis

Who is it for?

✓ Best for

Teams building RAG applications in JavaScript/TypeScript environments who need robust caching and conversation management features

Developers looking to integrate AI-driven search functionalities into React-based projects with minimal setup overhead

✕ Not a fit for

Projects requiring real-time streaming capabilities (batch-only architecture)

Budget-constrained projects where the cost of setting up a self-hosted solution is prohibitive

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with quick-rag

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →