vioscale
Comparison

LightRAG vs Ragie

No clear leader: Ragie (65.8) and LightRAG (64.2) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

LightRAG full profile →Ragie full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
LightRAG64
Ragie66
Score
Vioscale score
LightRAG64 / 100low · 16%updating
Ragie66 / 100medium · 55%updating
Pricing
Free tier
LightRAG–
Ragie✓
Model
LightRAGcommercial
Ragiefreemium
Price level
LightRAG–
Ragiehigh
Starting price
LightRAG–
Ragie$100
Transparent
LightRAG–
Ragie✓
Integrations
Count
LightRAG–
Ragie13
Security
Disclosure policy
LightRAG–
Ragie✓
Gdpr
LightRAG–
Ragie✓
Hipaa
LightRAG–
Ragie✓
Soc2
LightRAG–
Ragie✓
Vulnerabilities
Adoption
Dependent repos
LightRAG0
Ragie–
Github stars
LightRAG39,203
Ragie–
Activity
Commits last 30d
LightRAG100
Ragie–
Release
Cadence days
LightRAG7
Ragie–
History
LightRAG20 items
Ragie–
License
Spdx
LightRAGMIT
Ragie–
Language
Primary
LightRAGPython
Ragie–
Market
Availability

Capabilities

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

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

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

Ragie

A fully managed RAG platform that handles document processing from multiple sources, multimodal parsing and indexing, and context-aware retrieval with advanced search capabilities. It provides APIs and connectors for seamless integration with data sources, enabling developers to build AI applications without managing complex data pipelines.

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.

Ragie

from $100/moHybridFree tier

From $100/month. Free tier available. Transparent usage-based pricing with automatic credit top-ups.

  • DeveloperFree
    • Basic parsing and retrieval
    • Access to all advanced features
    • 10 GB free streaming storage
  • Starter$100/month plus usage
    • Unlimited retrievals
    • Fast mode processing
    • Hi-res mode processing
    • Search and storage overage at $0.002/page
    • All advanced features
  • Pro$500/month
    • Unlimited retrievals
    • 60,000 pages included
    • Fast and hi-res processing
    • All advanced features
    • Overage charges for additional pages
  • EnterpriseContact sales
    • Custom limits and features
    • Dedicated SLAs
    • Web crawler connector (programmatic control)
    • Advanced security options
as of verify ↗

Platform & deployment

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

Platforms
Web
LightRAG✓
Ragie✓
CLI
LightRAG✓
Ragie✓
Deployment
Cloud / SaaS
LightRAG✓
Ragie✓
Self-hosted
LightRAG✓
Ragie✗
On-premise
LightRAG✓
Ragie✗

Integrations

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

LightRAG

Not documented yet.

Ragie

13 total
  • Google Drive
  • Notion
  • Slack
  • Confluence
  • Gmail
  • Google Cloud Storage
  • Salesforce
  • Zendesk
  • Dropbox
  • Amazon S3
  • Web crawler
  • WordPress
  • YouTube
Independently observed

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