# langflow vs transformers

**Leader by Vioscale score:** transformers

| Attribute | langflow | transformers |
|---|---|---|
| **Vioscale score** | 59.9 (67% (medium)) | 69.8 (78% (high)) |
| activity.commits_last_30d | 100 | 100 |
| adoption.dependent_repos | 11 | 31,800 |
| adoption.github_stars | 153,712 | 164,465 |
| content.faq | `[{"answer":"Langflow is an open-source Python framework designed for building AI agents and retrieval-augmented generation (RAG) applications. It provides a visual editor for designing workflows and integrates with major language models and vector databases. The framework includes built-in support for Model Context Protocol (MCP) servers, enabling rapid development and iteration of AI systems.","source":"http://www.langflow.org","question":"What is Langflow?","confidence":0.95},{"answer":"Langflow uses a freemium pricing model. The open-source version is free for self-hosted deployments, and there is also a free tier available on their managed cloud platform. No payment is required to begin development or deployment of your AI applications.","source":"http://www.langflow.org","question":"How much does Langflow cost?","confidence":0.95},{"answer":"Langflow supports multiple deployment approaches: you can host it yourself on your own infrastructure, use their managed cloud platform, or implement a hybrid setup combining both options. This flexibility allows you to choose the deployment model that best fits your organizational requirements.","source":"http://www.langflow.org","question":"How can I deploy Langflow?","confidence":1},{"answer":"Langflow integrates with major AI providers including Anthropic, OpenAI, Azure, and Google Cloud. It also connects with development tools like GitHub and Hugging Face, and supports services such as Slack, MongoDB, Mistral, Groq, and LangChain. The platform includes multiple pre-built integrations to extend functionality.","source":"http://www.langflow.org","question":"Which AI providers and services does Langflow integrate with?","confidence":0.98},{"answer":"Langflow offers both a web-based interface and command-line interface (CLI). The web interface includes a visual editor for designing and testing workflows without requiring code.","source":"http://www.langflow.org","question":"What interfaces does Langflow provide?","confidence":1},{"answer":"Langflow is built for developers and teams who need to quickly build, test, and deploy AI-powered agents and workflows. It serves both individual developers exploring AI capabilities and organizations requiring production-grade deployment options.","source":"http://www.langflow.org","question":"Who is Langflow designed for?","confidence":0.85},{"answer":"Yes, Langflow is open-source and can be self-hosted on your own infrastructure at no cost. This gives you complete control over deployment, data, and infrastructure while avoiding dependence on a third-party platform.","source":"http://www.langflow.org","question":"Can I run Langflow without the cloud platform?","confidence":0.95},{"answer":"Langflow offers both self-hosted and managed cloud deployment options, with the cloud platform providing enterprise-grade infrastructure. The combination of open-source flexibility and managed options makes it adaptable for organizations of various sizes.","source":"http://www.langflow.org","question":"Is Langflow suitable for enterprise deployment?","confidence":0.9}]` | `[{"answer":"Transformers is an open-source model-definition framework for building and deploying state-of-the-art machine learning models. It provides infrastructure for working with models across text, computer vision, audio, video, and multimodal domains, making it suitable for diverse machine learning tasks.","source":"https://huggingface.co/transformers","question":"What is Transformers and what is it used for?","confidence":0.95},{"answer":"Transformers covers models for text processing, computer vision, audio processing, video understanding, and multimodal applications. This breadth allows developers to work with machine learning models across different data types and use cases in a single framework.","source":"https://huggingface.co/transformers","question":"What types of models and domains does Transformers support?","confidence":0.95},{"answer":"Transformers is open-source software with no licensing fees or usage costs. It is completely free to download, use, and deploy in any environment.","source":"https://huggingface.co/transformers","question":"What is the cost of using Transformers?","confidence":0.95},{"answer":"Transformers is available through both web-based and command-line interfaces, allowing you to choose the access method that fits your workflow. This dual-access approach accommodates different working styles and integration patterns.","source":"https://huggingface.co/transformers","question":"How do I access and use Transformers?","confidence":0.75},{"answer":"Yes, Transformers supports command-line usage, enabling you to install and run it on your own systems and infrastructure. This gives you full control over deployment, data handling, and resource allocation.","source":"https://huggingface.co/transformers","question":"Can I run Transformers on my own infrastructure?","confidence":0.7},{"answer":"Transformers offers cloud deployment options, allowing you to run the framework in cloud environments for scalability and accessibility. This flexibility enables you to move workloads between local and cloud infrastructure as your needs change.","source":"https://huggingface.co/transformers","question":"Does Transformers support cloud deployment?","confidence":0.9}]` |
| deployment.options | `{"cloud":true,"hybrid":true,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | An open-source platform that simplifies building and deploying AI agents and workflow automation with a visual drag-and-drop interface. Supports multiple LLMs, vector databases, and integrations with built-in cloud deployment options. | A central library for defining and using state-of-the-art machine learning models with compatibility across multiple training frameworks, inference engines, and deployment platforms. Works with PyTorch, FSDP, DeepSpeed, vLLM, and other tools for both inference and training workflows. |
| features.capabilities | `{"pricing_model":"free_open_source","architecture_model":"open_source_self_hosted","mit_or_apache_permissive_oss_license":true,"visual_drag_and_drop_node_canvas_builder":true,"multi_model_selection_openai_anthropic_local":true,"custom_api_tool_calling_and_webhook_execution":true,"notion_google_drive_confluence_sync_connectors":true,"rag_knowledge_base_document_upload_and_chunking":true,"team_sharing_and_role_based_access_control_rbac":true,"agent_memory_and_persistent_conversation_threads":true}` | - |
| integrations.count | 12 | 24 |
| integrations.list | `[{"name":"LangSmith"},{"name":"LangFuse"},{"name":"Airbyte"},{"name":"Anthropic"},{"name":"Azure"},{"name":"Cassandra"},{"name":"Confluence"},{"name":"Couchbase"},{"name":"Google Cloud"},{"name":"Google Drive"},{"name":"Notion"},{"name":"OpenAI"},{"name":"Serp API"},{"name":"Slack"}]` | `[{"name":"PyTorch"},{"name":"DeepSpeed"},{"name":"FSDP"},{"name":"PyTorch-Lightning"},{"name":"Axolotl"},{"name":"Unsloth"},{"name":"vLLM"},{"name":"SGLang"},{"name":"TGI"},{"name":"llama.cpp"},{"name":"mlx"},{"name":"Amazon Bedrock"},{"name":"AWS"},{"name":"Google Cloud"},{"name":"Microsoft Azure"},{"name":"Diffusers"},{"name":"Datasets"},{"name":"Gradio"},{"name":"Accelerate"},{"name":"PEFT"},{"name":"TRL"},{"name":"Optimum"},{"name":"Safetensors"},{"name":"Bitsandbytes"}]` |
| language.primary | Python | Python |
| license.spdx | MIT | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"mac":true,"web":true,"linux":true,"windows":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Open Source","description":"Self-hosted deployment"},{"free":true,"name":"Cloud","description":"Free enterprise-grade cloud platform for deployment"}],"summary":"Free open-source + free cloud tier","freeTier":true,"sourceUrl":"http://www.langflow.org","retrievedAt":"2026-07-31T10:23:06.793Z"}` | `{"type":"open_source","summary":"Free, open-source under Apache 2.0 license","freeTier":true,"sourceUrl":"https://huggingface.co/pricing","retrievedAt":"2026-08-14T11:07:44.649Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | commercial | commercial |
| pricing.price_level | free | free |
| pricing.transparent | no | yes |
| release.cadence_days | 7 | 5 |
| release.history | `[{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.5","date":"2026-08-25T15:35:11Z","type":"stable","version":"v1.11.5"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.4","date":"2026-08-19T00:01:21Z","type":"stable","version":"v1.11.4"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.3","date":"2026-08-11T23:14:46Z","type":"stable","version":"v1.11.3"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.2","date":"2026-08-04T17:30:50Z","type":"stable","version":"v1.11.2"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.1","date":"2026-07-28T21:44:22Z","type":"stable","version":"v1.11.1"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.10.3","date":"2026-07-23T16:08:25Z","type":"stable","version":"v1.10.3"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.11.0","date":"2026-07-23T01:58:39Z","type":"stable","version":"v1.11.0"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.10.2","date":"2026-07-07T20:40:40Z","type":"stable","version":"v1.10.2"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.10.1","date":"2026-06-23T23:49:37Z","type":"stable","version":"v1.10.1"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.10.0","date":"2026-06-09T18:47:59Z","type":"stable","version":"v1.10.0"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.9.6","date":"2026-06-02T16:34:50Z","type":"stable","version":"v1.9.6"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.9.5","date":"2026-05-29T14:25:27Z","type":"stable","version":"v1.9.5"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.9.4","date":"2026-05-26T19:18:19Z","type":"stable","version":"v1.9.4"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.9.3","date":"2026-05-15T18:25:04Z","type":"stable","version":"v1.9.3"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.9.2","date":"2026-05-01T18:57:37Z","type":"stable","version":"v1.9.2"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.9.1","date":"2026-04-24T00:34:31Z","type":"stable","version":"v1.9.1"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.9.0","date":"2026-04-14T22:39:46Z","type":"stable","version":"v1.9.0"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.8.4","date":"2026-04-07T16:26:21Z","type":"stable","version":"v1.8.4"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.8.3","date":"2026-03-26T18:29:48Z","type":"stable","version":"v1.8.3"},{"url":"https://github.com/langflow-ai/langflow/releases/tag/v1.8.2","date":"2026-03-20T16:44:40Z","type":"stable","version":"v1.8.2"}]` | `[{"url":"https://github.com/huggingface/transformers/releases/tag/v5.16.1","date":"2026-08-26T14:50:01Z","type":"stable","version":"v5.16.1"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.16.0","date":"2026-08-26T12:35:15Z","type":"stable","version":"v5.16.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.15.1","date":"2026-08-19T10:50:47Z","type":"stable","version":"v5.15.1"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.15.0","date":"2026-08-10T10:28:13Z","type":"stable","version":"v5.15.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.14.1","date":"2026-07-16T09:41:36Z","type":"stable","version":"v5.14.1"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.14.0","date":"2026-07-15T19:02:19Z","type":"stable","version":"v5.14.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.13.1","date":"2026-07-11T09:15:36Z","type":"stable","version":"v5.13.1"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.13.0","date":"2026-07-03T16:06:27Z","type":"stable","version":"v5.13.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.12.1","date":"2026-06-15T17:29:59Z","type":"stable","version":"v5.12.1"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.10.3","date":"2026-06-15T17:29:39Z","type":"stable","version":"v5.10.3"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.12.0","date":"2026-06-12T14:39:40Z","type":"stable","version":"v5.12.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.11.0","date":"2026-06-10T16:32:44Z","type":"stable","version":"v5.11.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.10.2","date":"2026-06-04T18:43:06Z","type":"stable","version":"v5.10.2"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.10.1","date":"2026-06-03T15:37:41Z","type":"stable","version":"v5.10.1"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.9.0","date":"2026-05-20T14:12:54Z","type":"stable","version":"v5.9.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.8.1","date":"2026-05-13T03:21:23Z","type":"stable","version":"v5.8.1"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.8.0","date":"2026-05-05T16:52:21Z","type":"stable","version":"v5.8.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.7.0","date":"2026-04-28T18:32:50Z","type":"stable","version":"v5.7.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.6.2","date":"2026-04-23T18:36:03Z","type":"stable","version":"v5.6.2"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.6.1","date":"2026-04-23T08:20:03Z","type":"stable","version":"v5.6.1"}]` |
| reliability.status_page | - | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.scorecard | - | 6.4 |
| security.vulnerabilities | `{"count":33,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=langflow&per_page=100","last_12m":26,"max_severity":"CRITICAL"}` | `{"count":22,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=transformers&per_page=100","last_12m":6,"max_severity":"CRITICAL"}` |

*Source: Vioscale. Generated 2026-09-01T16:52:32.420Z. "-" = undocumented, not absent.*