Comparison

FastRAG vs LightRAG

No leader: the top candidate LightRAG has only 0.16 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
FastRAG47
LightRAG64
Score
Vioscale score
FastRAG47 / 100low · 35%
LightRAG64 / 100low · 16%
Pricing
Free tier
FastRAG
LightRAG
Model
FastRAGcommercial
LightRAGcommercial
Price level
FastRAGfree
LightRAG
Transparent
FastRAG
LightRAG
Integrations
Count
FastRAG6
LightRAG
Adoption
Dependent repos
FastRAG0
LightRAG0
Github stars
FastRAG1,785
LightRAG39,203
Activity
Commits last 30d
FastRAG0
LightRAG100
Release
Cadence days
FastRAG22
LightRAG7
History
FastRAG10 items
LightRAG20 items
License
Spdx
FastRAGApache-2.0
LightRAGMIT
Language
Primary
FastRAGPython
LightRAGPython

Capabilities

Feature-by-feature on the axes that matter for rag tools. “-” means undocumented, not absent.

Capabilities
Hybrid retrieval
FastRAG-
LightRAG-
Reranking integration
FastRAG-
LightRAG
Multi hop agentic retrieval
FastRAG-
LightRAG-
Embedding provider agnostic
FastRAG
LightRAG
LLM provider agnostic
FastRAG
LightRAG
Built in rag eval metrics
FastRAG-
LightRAG-
Citation attribution
FastRAG-
LightRAG
Multimodal rag
FastRAG
LightRAG
Managed ingestion pipeline
FastRAG-
LightRAG
Open source
FastRAG
LightRAG

What each one is

The product in its own terms, so the numbers below have context.

FastRAG

A toolkit for researchers and developers to construct and optimize RAG applications. It provides streamlined components for retrieval and generation, with support for multiple LLM backends and hardware accelerators, and maintains compatibility with the Haystack framework.

Independently observed

LightRAG

A lightweight RAG system that processes documents through flexible parsing engines and supports local deployment of embedding, reranking, and storage backends. Includes built-in citation attribution and can work with various open-source LLMs and embedding models.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

FastRAG

Open sourceFree tier
as of verify ↗

LightRAG

Pricing not documented yet.

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
FastRAG
LightRAG
CLI
FastRAG
LightRAG
Deployment
Cloud / SaaS
FastRAG
LightRAG
Self-hosted
FastRAG
LightRAG
On-premise
FastRAG
LightRAG

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

FastRAG

6 total
  • Haystack
  • HuggingFace
  • Elastic
  • Qdrant
  • OpenVINO
  • LlamaCpp
Independently observed

LightRAG

Not documented yet.

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.