# Ragie vs txtai

| Attribute | Ragie | txtai |
|---|---|---|
| **Vioscale score** | 65.8 (55% (medium)) | 62.9 (56% (medium)) |
| activity.commits_last_30d | - | 70 |
| adoption.dependent_repos | - | 14 |
| adoption.github_stars | - | 12,909 |
| deployment.options | `{"cloud":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | 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. | 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. |
| features.capabilities | `{"open_source":true,"multimodal_rag":true,"hybrid_retrieval":true,"citation_attribution":true,"llm_provider_agnostic":false,"reranking_integration":true,"built_in_rag_eval_metrics":false,"managed_ingestion_pipeline":true,"embedding_provider_agnostic":false,"multi_hop_agentic_retrieval":true}` | `{"ann_index":"HNSW, IVF, IVFSparse, milvus-lite, turbovec, zvec","deployment":"embedded","consistency":"tunable","open_source":true,"quantization":"scalar","storage_tier":"disk_backed","hybrid_search":true,"licence_class":"permissive_oss","multi_tenancy":true,"product_class":"dedicated_dbms","full_text_bm25":true,"multimodal_rag":true,"distance_metrics":"cosine","horizontal_scale":"sharded_distributed","hybrid_retrieval":true,"metadata_filtering":"pre_filter","citation_attribution":true,"llm_provider_agnostic":true,"managed_ingestion_pipeline":true,"embedding_provider_agnostic":true,"multi_hop_agentic_retrieval":true}` |
| integrations.count | 13 | 10 |
| integrations.list | `[{"name":"Google Drive"},{"name":"Notion"},{"name":"Slack"},{"name":"Confluence"},{"name":"Gmail"},{"name":"Google Cloud Storage"},{"name":"Salesforce"},{"name":"Zendesk"},{"name":"Dropbox"},{"name":"Amazon S3"},{"name":"Web crawler"},{"name":"WordPress"},{"name":"YouTube"}]` | `[{"name":"llama.cpp"},{"name":"LiteLLM"},{"name":"Hugging Face"},{"name":"OpenAI"},{"name":"Claude"},{"name":"AWS Bedrock"},{"name":"smolagents"},{"name":"OpenCode"},{"name":"DuckDB"},{"name":"Milvus"},{"name":"LiteRT"}]` |
| language.primary | - | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"hqCountry":"US","primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Developer","summary":"Free","features":["Basic parsing and retrieval","Access to all advanced features","10 GB free streaming storage"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"For personal projects or exploring Ragie","contactSales":false,"includedLimits":{"pages":"10,000 total","retrievals":"1,000"}},{"free":false,"name":"Starter","summary":"$100/month plus usage","features":["Unlimited retrievals","Fast mode processing","Hi-res mode processing","Search and storage overage at $0.002/page","All advanced features"],"components":[{"kind":"fixed","amount":100,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"page"},"kind":"metered","amount":0.02,"currency":"USD"},{"per":{"qty":1,"unit":"page"},"kind":"metered","amount":0.05,"currency":"USD"}],"description":"Perfect for smaller scale projects","contactSales":false,"includedLimits":{"retrievals":"Unlimited"}},{"free":false,"name":"Pro","summary":"$500/month","features":["Unlimited retrievals","60,000 pages included","Fast and hi-res processing","All advanced features","Overage charges for additional pages"],"commitment":"monthly","components":[{"kind":"fixed","amount":500,"period":"month","currency":"USD"}],"description":"Production ready for small businesses and startups","contactSales":false,"includedLimits":{"pages":"60,000 total","retrievals":"Unlimited"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Custom limits and features","Dedicated SLAs","Web crawler connector (programmatic control)","Advanced security options"],"description":"Dedicated SLAs, designed for growth at scale","contactSales":true}],"addOns":[{"name":"Embedded Connectors","components":[{"kind":"fixed","amount":250,"period":"month","currency":"USD"}]},{"name":"Audio Processing","components":[{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.0067,"currency":"USD"}]},{"name":"Video Processing","components":[{"per":{"qty":1,"unit":"minute"},"kind":"metered","amount":0.025,"currency":"USD"}]},{"name":"Video Streaming","components":[{"per":{"qty":1,"unit":"MB"},"kind":"metered","amount":0.001,"currency":"USD"}]},{"name":"Audio/Video Storage","components":[{"per":{"qty":1,"unit":"GB"},"kind":"metered","amount":0.12,"currency":"USD"}]}],"summary":"From $100/month. Free tier available. Transparent usage-based pricing with automatic credit top-ups.","currency":"USD","freeTier":true,"sourceUrl":"https://www.ragie.ai/pricing","retrievedAt":"2026-08-25T15:50:06.011Z","startingPrice":{"amount":100,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` | `{"type":"open_source","freeTier":true,"sourceUrl":"https://neuml.github.io/txtai","retrievedAt":"2026-08-21T12:43:59.946Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | open_source |
| pricing.price_level | high | free |
| pricing.starting_price | `{"amount":100,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| release.cadence_days | - | 26 |
| release.history | - | `[{"url":"https://github.com/neuml/txtai/releases/tag/v9.12.0","date":"2026-07-30T19:43:23Z","type":"stable","version":"v9.12.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.11.0","date":"2026-07-01T15:07:00Z","type":"stable","version":"v9.11.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.10.0","date":"2026-06-04T10:22:48Z","type":"stable","version":"v9.10.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.9.0","date":"2026-05-12T15:21:53Z","type":"stable","version":"v9.9.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.8.0","date":"2026-04-29T15:29:38Z","type":"stable","version":"v9.8.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.7.0","date":"2026-03-20T17:10:04Z","type":"stable","version":"v9.7.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.6.0","date":"2026-02-25T17:56:31Z","type":"stable","version":"v9.6.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.5.0","date":"2026-02-12T16:44:38Z","type":"stable","version":"v9.5.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.4.1","date":"2026-01-23T17:03:50Z","type":"stable","version":"v9.4.1"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.4.0","date":"2026-01-21T15:30:33Z","type":"stable","version":"v9.4.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.3.0","date":"2025-12-22T23:35:33Z","type":"stable","version":"v9.3.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.2.0","date":"2025-11-21T15:09:50Z","type":"stable","version":"v9.2.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.1.0","date":"2025-11-04T13:23:09Z","type":"stable","version":"v9.1.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.0.1","date":"2025-09-15T13:25:58Z","type":"stable","version":"v9.0.1"},{"url":"https://github.com/neuml/txtai/releases/tag/v9.0.0","date":"2025-08-28T19:17:55Z","type":"stable","version":"v9.0.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v8.6.0","date":"2025-06-10T14:25:49Z","type":"stable","version":"v8.6.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v8.5.0","date":"2025-04-14T20:09:38Z","type":"stable","version":"v8.5.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v8.4.0","date":"2025-03-11T14:24:16Z","type":"stable","version":"v8.4.0"},{"url":"https://github.com/neuml/txtai/releases/tag/v8.3.1","date":"2025-02-12T16:51:27Z","type":"stable","version":"v8.3.1"},{"url":"https://github.com/neuml/txtai/releases/tag/v8.3.0","date":"2025-02-11T18:56:25Z","type":"stable","version":"v8.3.0"}]` |
| reliability.status_page | - | yes |
| security.disclosure_policy | yes | - |
| security.gdpr | yes | - |
| security.hipaa | yes | - |
| security.scorecard | - | 4.9 |
| security.soc2 | yes | - |
| security.vulnerabilities | - | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=txtai&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (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 | ✓ | ✓ |

*Source: Vioscale. Generated 2026-09-01T16:30:45.933Z. "-" = undocumented, not absent.*