Comparison

LightRAG vs txtai

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
LightRAG64
txtai63
Score
Vioscale score
LightRAG64 / 100low · 16%updating
txtai63 / 100medium · 56%updating
Pricing
Free tier
LightRAG
txtai
Model
Price level
LightRAG
txtaifree
Transparent
LightRAG
txtai
Integrations
Count
LightRAG
txtai10
Reliability
Status page
LightRAG
txtai
Adoption
Dependent repos
LightRAG0
txtai14
Github stars
LightRAG39,203
txtai12,909
Activity
Commits last 30d
LightRAG100
txtai70
Release
Cadence days
LightRAG7
txtai26
History
LightRAG20 items
License
Spdx
LightRAGMIT
Language
Primary
LightRAGPython
txtaiPython

Capabilities

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

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

What each one is

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

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

txtai

txtai is an open-source Python framework for building semantic search applications, LLM-powered agents, retrieval augmented generation systems, and language model workflows with support for multiple vector backends and integration with various LLMs.

Independently observed

Pricing

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

LightRAG

Pricing not documented yet.

txtai

Open sourceFree tier
as of verify ↗

Platform & deployment

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

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

Integrations

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

LightRAG

Not documented yet.

txtai

11 total
  • llama.cpp
  • LiteLLM
  • Hugging Face
  • OpenAI
  • Claude
  • AWS Bedrock
  • smolagents
  • OpenCode
  • DuckDB
  • Milvus
  • LiteRT
Independently observed

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