# DVC vs LlamaIndex

**Leader by Vioscale score:** LlamaIndex

| Attribute | DVC | LlamaIndex |
|---|---|---|
| **Vioscale score** | 57.2 (45% (low)) | 66.3 (75% (high)) |
| activity.commits_last_30d | 6 | 32 |
| adoption.dependent_repos | 12 | 0 |
| adoption.github_stars | 15,842 | 51,883 |
| adoption.package_downloads_weekly | - | 1,685,400 |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true}` |
| description.long | A command-line tool that enables data science teams to version control datasets and models alongside code using Git-based workflows. It supports experiment tracking, local execution without servers, multi-step data pipelines, and integration with cloud storage providers. | LlamaParse is a cloud-based document parsing platform that uses vision language models and intelligent agents to automatically process complex documents—including PDFs, images, and office files—with support for layout detection, multi-modal content, and 80+ languages. It transforms document ingestion workflows with agentic extraction and indexing capabilities. |
| features.capabilities | `{"role":"framework","managed_cloud":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"framework_agnostic":true,"experiment_tracking":true}` | `{"role":"framework","evaluation":false,"soc2_type_ii":true,"managed_cloud":true,"model_serving":true,"pricing_model":"commercial_enterprise_platform","self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":true,"no_train_on_data":"unknown","llm_observability":false,"prompt_management":false,"framework_agnostic":true,"experiment_tracking":false,"mit_or_apache_permissive_oss_license":false,"native_observability_and_trace_logging":true,"fault_tolerance_and_llm_retry_mechanisms":true,"native_memory_and_state_persistence_layer":false,"tool_calling_and_function_schema_validation":true,"managed_cloud_runtime_infrastructure_offered":true,"synchronous_and_asynchronous_execution_modes":true,"streaming_output_and_intermediate_step_yielding":true,"dynamic_agent_generation_and_spawning_at_runtime":true}` |
| integrations.count | 6 | 3 |
| integrations.list | `[{"name":"S3"},{"name":"Azure"},{"name":"Google Cloud Storage"},{"name":"Hydra"},{"name":"WebDAV"},{"name":"SSH"}]` | `[{"name":"AWS"},{"name":"Microsoft Azure"},{"name":"GitHub"}]` |
| language.primary | Python | Python |
| license.spdx | Apache-2.0 | MIT |
| market.availability | - | `{"hqCountry":"US","primaryMarkets":["US","EU"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"mac":true,"linux":true,"windows":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","summary":"Free and open source","freeTier":true,"sourceUrl":"https://dvc.org","retrievedAt":"2026-08-14T11:05:19.812Z"}` | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"$0/month, 10K credits included","features":["Basic parsing","Up to 130+ file formats","File upload only","Community support"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"credits":"10,000/month","concurrent_parse_jobs":"20","concurrent_sheets_jobs":"1","concurrent_extract_jobs":"5"}},{"free":false,"name":"Starter","summary":"$50/month up to 400K credits","features":["Multiple parse tiers (Cost Effective, Agentic, Agentic Plus)","Auto Mode smart tier routing","Advanced table and chart extraction","Structured JSON output","Extraction agents","Saved parse configs & model versioning","99.9% uptime","Basic email support"],"components":[{"kind":"fixed","amount":50,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"credits":"400,000/month","concurrent_parse_jobs":"100"}},{"free":false,"name":"Pro","summary":"$500/month up to 4M credits","features":["All Starter features","Classification & splitting","Sheets (spreadsheet data extraction)","Agents Builder","External data sources","Webhooks & API callbacks","Smart result caching","Slack support"],"components":[{"kind":"fixed","amount":500,"period":"month","currency":"USD"}],"contactSales":false,"includedLimits":{"credits":"4,000,000/month"}},{"free":false,"name":"Enterprise","summary":"Custom pricing with volume discounts","features":["Volume discount on credits","5x higher rate limits","Enterprise SSO","SaaS or Hybrid cloud deployment","Dedicated account manager","Priority Slack support with SLAs"],"contactSales":true}],"summary":"Free tier with 10K monthly credits; pay-as-you-go starting at $50/month. Credit pricing: 1,000 credits = $1.25.","currency":"USD","freeTier":true,"sourceUrl":"https://www.llamaindex.ai/pricing","retrievedAt":"2026-08-21T12:45:05.106Z","startingPrice":{"amount":50,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | freemium |
| pricing.price_level | free | mid |
| pricing.starting_price | - | `{"amount":50,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| release.cadence_days | 25 | 12 |
| release.history | `[{"url":"https://github.com/treeverse/dvc/releases/tag/3.67.1","date":"2026-03-31T05:06:44Z","type":"stable","version":"3.67.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.67.0","date":"2026-03-14T17:13:20Z","type":"stable","version":"3.67.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.66.1","date":"2026-01-08T15:28:51Z","type":"stable","version":"3.66.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.66.0","date":"2026-01-06T13:49:31Z","type":"stable","version":"3.66.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.65.0","date":"2025-12-22T07:49:36Z","type":"stable","version":"3.65.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.64.2","date":"2025-12-06T05:10:17Z","type":"stable","version":"3.64.2"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.64.1","date":"2025-12-02T10:49:50Z","type":"stable","version":"3.64.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.64.0","date":"2025-11-13T08:31:59Z","type":"stable","version":"3.64.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.63.0","date":"2025-09-02T13:34:43Z","type":"stable","version":"3.63.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.62.0","date":"2025-08-12T07:55:49Z","type":"stable","version":"3.62.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.61.0","date":"2025-07-07T11:23:15Z","type":"stable","version":"3.61.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.60.1","date":"2025-06-12T08:54:00Z","type":"stable","version":"3.60.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.60.0","date":"2025-06-06T06:54:35Z","type":"stable","version":"3.60.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.59.2","date":"2025-05-06T10:58:00Z","type":"stable","version":"3.59.2"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.59.1","date":"2025-02-15T11:14:00Z","type":"stable","version":"3.59.1"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.59.0","date":"2025-01-13T07:03:26Z","type":"stable","version":"3.59.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.58.0","date":"2024-12-01T16:53:05Z","type":"stable","version":"3.58.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.57.0","date":"2024-11-26T05:34:06Z","type":"stable","version":"3.57.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.56.0","date":"2024-10-23T02:15:21Z","type":"stable","version":"3.56.0"},{"url":"https://github.com/treeverse/dvc/releases/tag/3.55.2","date":"2024-09-02T15:01:06Z","type":"stable","version":"3.55.2"}]` | `[{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.24","date":"2026-08-19T18:48:01Z","type":"stable","version":"v0.14.24"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.23","date":"2026-06-24T19:36:43Z","type":"stable","version":"v0.14.23"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.22","date":"2026-05-14T20:22:24Z","type":"stable","version":"v0.14.22"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.21","date":"2026-04-21T00:18:51Z","type":"stable","version":"v0.14.21"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.20","date":"2026-04-03T19:55:51Z","type":"stable","version":"v0.14.20"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.19","date":"2026-03-25T20:59:15Z","type":"stable","version":"v0.14.19"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.18","date":"2026-03-16T19:42:07Z","type":"stable","version":"v0.14.18"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.16","date":"2026-03-10T19:20:35Z","type":"stable","version":"v0.14.16"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.15","date":"2026-02-18T19:06:42Z","type":"stable","version":"v0.14.15"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.14","date":"2026-02-10T23:08:46Z","type":"stable","version":"v0.14.14"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.13","date":"2026-01-21T20:44:52Z","type":"stable","version":"v0.14.13"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.12","date":"2025-12-30T01:07:03Z","type":"stable","version":"v0.14.12"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.10","date":"2025-12-04T19:46:03Z","type":"stable","version":"v0.14.10"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.9","date":"2025-12-02T21:31:18Z","type":"stable","version":"v0.14.9"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.8","date":"2025-11-10T22:18:42Z","type":"stable","version":"v0.14.8"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.7","date":"2025-10-30T23:58:43Z","type":"stable","version":"v0.14.7"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.6","date":"2025-10-26T03:01:31Z","type":"stable","version":"v0.14.6"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.5","date":"2025-10-15T19:10:56Z","type":"stable","version":"v0.14.5"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.4","date":"2025-10-03T17:52:07Z","type":"stable","version":"v0.14.4"},{"url":"https://github.com/run-llama/llama_index/releases/tag/v0.14.3","date":"2025-09-24T21:02:46Z","type":"stable","version":"v0.14.3"}]` |
| reliability.sla_pct | - | 99.9 |
| reliability.status_page | - | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.scorecard | 5.6 | - |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=conda&package_name=dvc-s3&per_page=100","last_12m":0,"max_severity":null}` | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=nixpkgs&package_name=python312Packages.llama-index-llms-openai&per_page=100","last_12m":0,"max_severity":null}` |

## Capabilities (MLOps & LLMOps Tools)

| Capability | DVC | LlamaIndex |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | Agent / RAG framework | Agent / RAG framework |
| **Deployment** |  |  |
| Self-hostable / OSS core | ✓ | ✓ |
| Managed cloud available | ✓ | ✓ |
| On-prem / VPC deployment | ✓ | ✓ |
| **Observability** |  |  |
| LLM tracing / observability | - | ✗ |
| Evaluation (offline / LLM-judge / human) | - | ✗ |
| **Dev** |  |  |
| Prompt management + versioning | - | ✗ |
| **Tracking** |  |  |
| Experiment tracking / model registry | ✓ | ✗ |
| **Serving** |  |  |
| Model serving / inference endpoint | - | ✓ |
| **Interop** |  |  |
| OpenTelemetry / OpenLLMetry compatible | - | ✓ |
| Framework-agnostic | ✓ | ✓ |
| **Gateway** |  |  |
| Multi-provider model support | ✓ | ✓ |
| **Data** |  |  |
| No-train-on-customer-data guarantee | - | Unknown |

*Source: Vioscale. Generated 2026-09-01T14:44:26.063Z. "-" = undocumented, not absent.*