Regular-RAG

Framework-agnostic RAG engine with built-in support for Knowledge Graphs and PostgreSQL/pgvector.

EmergingOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Stable

License

Open Source

Data freshness

Unverified

Overview

What is Regular-RAG?

Regular-RAG is a framework-agnostic Retrieval-Augmented Generation (RAG) engine that supports integration with Knowledge Graphs and PostgreSQL/pgvector, making it suitable for developers looking to enhance their applications with retrieval-augmented generation capabilities.

Key differentiator

Regular-RAG stands out as a framework-agnostic RAG engine with built-in support for Knowledge Graphs, offering developers flexibility in integrating retrieval-augmented generation capabilities without vendor lock-in.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Framework-agnostic designmedium

Built-in support for Knowledge Graphsmedium

Integration with PostgreSQL/pgvectormedium

↓ 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 documentation and examples for complex use caseshigh

Documentation lacks detailed guides on advanced configurations with Knowledge Graphs and PostgreSQL/pgvector

Performance bottlenecks when handling large datasets in PostgreSQL/pgvectormedium

Observed slow query response times and high memory usage with datasets exceeding 1 million records

Fit analysis

Who is it for?

✓ Best for

Teams building RAG apps who need seamless integration with PostgreSQL/pgvector and Knowledge Graphs

Developers looking for a framework-agnostic solution to integrate RAG capabilities into their applications

✕ Not a fit for

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

Budget-constrained projects where the cost of setting up and maintaining self-hosted infrastructure 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 Regular-RAG

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

View Setup Guide →