Comparison

Ragie vs txtai

No clear leader: Ragie (65.8) and txtai (62.9) 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.

Ragie full profile →txtai full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

Ragie66

txtai63

Attribute comparison across 2 tools
Attribute	Ragie	txtai
Vioscale score	66 / 100medium · 55%	63 / 100medium · 56%
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	freemium	open_source
Price levelpricing.price_level	high	free
Starting pricepricing.starting_price	$100	-
Transparentpricing.transparent	✓	✓
Integrations
Countintegrations.count	13	10
Security
Disclosure policysecurity.disclosure_policy	✓	-
Gdprsecurity.gdpr	✓	-
Hipaasecurity.hipaa	✓	-
Scorecardsecurity.scorecard	-	4.9
Soc2security.soc2	✓	-
Vulnerabilitiessecurity.vulnerabilities	-	Count: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=txtai&per_page=100 · Last 12m: 0
Reliability
Status pagereliability.status_page	-	✓
Adoption
Dependent reposadoption.dependent_repos	-	14
Github starsadoption.github_stars	-	12,909
Activity
Commits last 30dactivity.commits_last_30d	-	70
Release
Cadence daysrelease.cadence_days	-	26
Historyrelease.history	-	20 items
License
Spdxlicense.spdx	-	Apache-2.0
Language
Primarylanguage.primary	-	Python
Market
Availabilitymarket.availability	Available worldwide · Popular in US · HQ US	-

Score

Vioscale score

Ragie66 / 100medium · 55%

txtai63 / 100medium · 56%

Pricing

Free tier

Ragie✓

txtai✓

Model

Ragiefreemium

txtaiopen_source

Price level

Ragiehigh

txtaifree

Starting price

Ragie$100

txtai–

Transparent

Ragie✓

txtai✓

Integrations

Count

Ragie13

txtai10

Security

Disclosure policy

Ragie✓

txtai–

Gdpr

Ragie✓

txtai–

Hipaa

Ragie✓

txtai–

Scorecard

Ragie–

txtai4.9

Soc2

Ragie✓

txtai–

Vulnerabilities

Ragie–

txtaiCount: 0 · Source: https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=txtai&per_page=100 · Last 12m: 0

Reliability

Status page

Ragie–

txtai✓

Adoption

Dependent repos

Ragie–

txtai14

Github stars

Ragie–

txtai12,909

Activity

Commits last 30d

Ragie–

txtai70

Release

Cadence days

Ragie–

txtai26

History

Ragie–

txtai20 items

License

Spdx

Ragie–

txtaiApache-2.0

Language

Primary

Ragie–

txtaiPython

Market

Availability

RagieAvailable worldwide · Popular in US · HQ US

txtai–

Capabilities

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

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

Capabilities

Hybrid retrieval

Ragie✓

txtai✓

Reranking integration

Ragie✓

txtai-

Multi hop agentic retrieval

Ragie✓

txtai✓

Embedding provider agnostic

Ragie✗

txtai✓

LLM provider agnostic

Ragie✗

txtai✓

Built in rag eval metrics

Ragie✗

txtai-

Citation attribution

Ragie✓

txtai✓

Multimodal rag

Ragie✓

txtai✓

Managed ingestion pipeline

Ragie✓

txtai✓

Open source

Ragie✓

txtai✓

What each one is

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

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

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.

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 2026-08-25verify ↗

txtai

Open sourceFree tier

as of 2026-08-21verify ↗

Platform & deployment

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

Platform and deployment support comparison
Supports	Ragie	txtai
WebPlatforms	✓	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✗	✓

Platforms

Web

Ragie✓

txtai✓

CLI

Ragie✓

txtai✓

Deployment

Cloud / SaaS

Ragie✓

txtai✓

Self-hosted

Ragie✗

txtai✓

Integrations

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

Ragie

13 total

Google Drive
Notion
Slack
Confluence
Gmail
Google Cloud Storage
Salesforce
Zendesk
Dropbox
Amazon S3
Web crawler
WordPress
YouTube

Independently observed

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.