# Kubeflow vs LangChain

**Leader by Vioscale score:** LangChain

| Attribute | Kubeflow | LangChain |
|---|---|---|
| **Vioscale score** | 47.1 (44% (low)) | 80.7 (70% (medium)) |
| activity.commits_last_30d | 3 | 100 |
| adoption.dependent_repos | 40 | 18,663 |
| adoption.github_stars | 15,832 | 145,063 |
| adoption.package_downloads_weekly | - | 2,967,570 |
| deployment.options | `{"cloud":true,"on_prem":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"self_hosted":true}` |
| description.long | Kubeflow is an open-source platform that provides composable, Kubernetes-native tools for the entire AI lifecycle, including model training, hyperparameter tuning, pipeline orchestration, model management, and notebook environments. It enables AI teams to build scalable ML systems on any Kubernetes infrastructure. | LangSmith provides observability through tracing to debug agent behavior, evaluation capabilities to test and score agents with human review and automated assessments, and deployment services to run agents at scale. |
| features.capabilities | `{"role":"platform","managed_cloud":false,"model_serving":true,"self_hostable":true,"multi_provider":true,"vpc_deployment":true,"no_train_on_data":"yes","framework_agnostic":true,"experiment_tracking":true}` | `{"role":"observability","evaluation":true,"a2a_support":true,"mcp_support":true,"open_source":true,"managed_cloud":true,"model_serving":true,"pricing_model":"usage-based-saas","self_hostable":true,"multi_provider":true,"vpc_deployment":true,"otel_compatible":true,"deployment_model":"managed-platform","no_train_on_data":"unknown","streaming_output":true,"human_in_the_loop":true,"llm_observability":true,"prompt_management":true,"framework_agnostic":true,"multi_language_sdk":true,"memory_architecture":"persistent","orchestration_model":"multi-agent-sequential","tool_function_calling":true,"code_execution_sandbox":true,"model_provider_agnostic":true}` |
| integrations.count | 7 | 1,000 |
| integrations.list | `[{"name":"PyTorch"},{"name":"TensorFlow"},{"name":"JAX"},{"name":"XGBoost"},{"name":"Spark"},{"name":"HuggingFace"},{"name":"DeepSpeed"},{"name":"Megatron"},{"name":"MLX"}]` | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Cohere"},{"name":"Google"},{"name":"Azure OpenAI"},{"name":"Azure AI Search"},{"name":"Microsoft Fabric"},{"name":"Azure Kubernetes Service"},{"name":"OpaquePrompts"}]` |
| language.primary | - | Python |
| license.spdx | Apache-2.0 | MIT |
| market.availability | - | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"web":true}` |
| pricing | `{"type":"open_source","freeTier":true,"sourceUrl":"https://kubeflow.org","retrievedAt":"2026-08-14T11:09:14.539Z"}` | `{"type":"subscription","plans":[{"free":true,"name":"Developer","summary":"Free tier: 1 seat, 5k traces/month","features":["1 free seat","5k base traces/month","Tracing and analytics","Access to LangSmith platform"],"minSeats":1,"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Personal projects and single-seat usage","contactSales":false,"includedLimits":{"traces":"5k/month"}},{"free":false,"name":"Plus","summary":"$39/seat/month + usage (LCU/LSU), 10k traces included, 1 free small deployment","features":["Unlimited seats","10k base traces/month","1 free small serverless deployment","Full tracing and analytics","Evaluation tools"],"commitment":"monthly","components":[{"kind":"per_unit","unit":"seat","amount":39,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"LCU"},"kind":"metered","amount":1.5,"currency":"USD"},{"per":{"qty":1,"unit":"LSU"},"kind":"metered","amount":1,"currency":"USD"}],"description":"Teams with moderate usage and collaboration requirements","contactSales":false,"includedLimits":{"traces":"10k/month","serverless_deployments":"1 small free"}},{"free":false,"name":"Enterprise","summary":"Custom pricing, annual billing, includes premium support and white-glove onboarding","features":["Advanced administration","Dedicated support","Custom deployments","White-glove onboarding","Proactive monitoring","Premium SLA"],"commitment":"annual","description":"Advanced security, support, and custom deployment options","contactSales":true}],"addOns":[{"name":"Additional Serverless/Dedicated Deployments"}],"summary":"Free Developer plan (5k traces). Plus plan $39/seat/month. Enterprise custom. Usage-based pricing for compute (LCU=$1.50) and storage (LSU=$1.00).","currency":"USD","freeTier":true,"sourceUrl":"https://www.langchain.com/pricing","retrievedAt":"2026-08-21T12:42:05.738Z","startingPrice":{"unit":"seat","amount":39,"period":"month","currency":"USD"},"billingPeriods":["month","year"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | open_source | freemium |
| pricing.price_level | free | mid |
| pricing.starting_price | - | `{"amount":39,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| release.cadence_days | 25 | - |
| release.history | `[{"url":"https://github.com/kubeflow/kubeflow/releases/tag/redirect","date":"2026-04-29T13:58:28Z","type":"stable","version":"redirect"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.10.0","date":"2025-03-25T21:59:50Z","type":"stable","version":"v1.10.0"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.9.2","date":"2024-10-23T23:52:22Z","type":"stable","version":"v1.9.2"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.9.1","date":"2024-10-02T21:36:38Z","type":"stable","version":"v1.9.1"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.9.0","date":"2024-07-16T21:41:27Z","type":"stable","version":"v1.9.0"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.8.0","date":"2023-11-01T13:36:46Z","type":"stable","version":"v1.8.0"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.8.0-rc.6","date":"2023-10-31T23:06:29Z","type":"prerelease","version":"v1.8.0-rc.6"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.8.0-rc.5","date":"2023-10-25T19:01:42Z","type":"prerelease","version":"v1.8.0-rc.5"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.8.0-rc.4","date":"2023-10-25T12:02:17Z","type":"prerelease","version":"v1.8.0-rc.4"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.8.0-rc.3","date":"2023-10-24T15:55:58Z","type":"prerelease","version":"v1.8.0-rc.3"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.8.0-rc.2","date":"2023-10-16T10:37:58Z","type":"prerelease","version":"v1.8.0-rc.2"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.8.0-rc.1","date":"2023-09-21T10:25:13Z","type":"prerelease","version":"v1.8.0-rc.1"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.8.0-rc.0","date":"2023-09-07T14:51:47Z","type":"prerelease","version":"v1.8.0-rc.0"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.7.0","date":"2023-03-29T15:38:55Z","type":"stable","version":"v1.7.0"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.6.0","date":"2022-09-07T18:12:53Z","type":"stable","version":"v1.6.0"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.5.0","date":"2022-03-10T17:21:38Z","type":"stable","version":"v1.5.0"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.5.0-rc.1","date":"2022-02-14T16:18:02Z","type":"prerelease","version":"v1.5.0-rc.1"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.5.0-rc.0","date":"2022-02-14T15:58:54Z","type":"prerelease","version":"v1.5.0-rc.0"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.4.0","date":"2021-10-11T21:39:04Z","type":"stable","version":"v1.4.0"},{"url":"https://github.com/kubeflow/kubeflow/releases/tag/v1.4-rc.0","date":"2021-09-14T17:18:05Z","type":"prerelease","version":"v1.4-rc.0"}]` | `[{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain%3D%3D1.3.17","date":"2026-08-25T02:40:53Z","type":"stable","version":"langchain==1.3.17"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-perplexity%3D%3D1.4.1","date":"2026-08-21T14:08:45Z","type":"stable","version":"langchain-perplexity==1.4.1"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain%3D%3D1.3.16","date":"2026-08-20T14:35:30Z","type":"stable","version":"langchain==1.3.16"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-fireworks%3D%3D1.6.0","date":"2026-08-20T17:47:18Z","type":"stable","version":"langchain-fireworks==1.6.0"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-anthropic%3D%3D1.6.1","date":"2026-08-20T14:06:49Z","type":"stable","version":"langchain-anthropic==1.6.1"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-openai%3D%3D1.6.0","date":"2026-08-19T21:45:02Z","type":"stable","version":"langchain-openai==1.6.0"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-core%3D%3D1.6.0","date":"2026-08-19T15:55:57Z","type":"stable","version":"langchain-core==1.6.0"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-anthropic%3D%3D1.6.0","date":"2026-08-19T21:39:54Z","type":"stable","version":"langchain-anthropic==1.6.0"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-openai%3D%3D1.5.2a1","date":"2026-08-18T01:51:38Z","type":"stable","version":"langchain-openai==1.5.2a1"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-openai%3D%3D1.5.2","date":"2026-08-18T17:38:11Z","type":"stable","version":"langchain-openai==1.5.2"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-core%3D%3D1.5.6","date":"2026-08-17T21:26:47Z","type":"stable","version":"langchain-core==1.5.6"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-openrouter%3D%3D0.2.8","date":"2026-08-14T19:03:45Z","type":"stable","version":"langchain-openrouter==0.2.8"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-openai%3D%3D1.5.1","date":"2026-08-14T15:47:44Z","type":"stable","version":"langchain-openai==1.5.1"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-core%3D%3D1.5.5","date":"2026-08-14T18:56:41Z","type":"stable","version":"langchain-core==1.5.5"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-openai%3D%3D1.5.0","date":"2026-08-13T13:15:00Z","type":"stable","version":"langchain-openai==1.5.0"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-anthropic%3D%3D1.5.6","date":"2026-08-13T02:31:03Z","type":"stable","version":"langchain-anthropic==1.5.6"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain%3D%3D1.3.15","date":"2026-08-11T19:11:09Z","type":"stable","version":"langchain==1.3.15"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-core%3D%3D1.5.4","date":"2026-08-11T18:03:10Z","type":"stable","version":"langchain-core==1.5.4"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-anthropic%3D%3D1.5.5","date":"2026-08-11T19:16:55Z","type":"stable","version":"langchain-anthropic==1.5.5"},{"url":"https://github.com/langchain-ai/langchain/releases/tag/langchain-openai%3D%3D1.4.3","date":"2026-08-10T13:23:34Z","type":"stable","version":"langchain-openai==1.4.3"}]` |
| reliability.sla_pct | - | 99.5 |
| reliability.status_page | - | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.hipaa | - | yes |
| security.iso27001 | - | yes |
| security.scorecard | 5.5 | 5.9 |
| security.soc2 | - | yes |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Fkubeflow%2Fkubeflow%2Fcomponents%2Fprofile-controller&per_page=100","last_12m":0,"max_severity":null}` | `{"count":21,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=langchain&per_page=100","last_12m":2,"max_severity":"CRITICAL"}` |

## Capabilities (MLOps & LLMOps Tools)

| Capability | Kubeflow | LangChain |
|---|:--:|:--:|
| **Core** |  |  |
| Tool role | End-to-end ML platform | LLM observability / eval |
| **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 | Yes | Unknown |

*Source: Vioscale. Generated 2026-09-01T16:39:41.133Z. "-" = undocumented, not absent.*