# dify vs transformers

**Leader by Vioscale score:** transformers

| Attribute | dify | transformers |
|---|---|---|
| **Vioscale score** | 63.4 (75% (high)) | 69.8 (78% (high)) |
| activity.commits_last_30d | 100 | 100 |
| adoption.dependent_repos | 8 | 31,800 |
| adoption.github_stars | 153,587 | 164,465 |
| content.faq | `[{"answer":"Dify is a platform for building and deploying agentic workflows and retrieval-augmented generation (RAG) pipelines. It provides a collaborative workspace where teams can develop AI applications using multiple AI models without requiring extensive custom development.","source":"https://dify.ai","question":"What is Dify?","confidence":0.95},{"answer":"Dify can be deployed on cloud infrastructure, within a VPC for network isolation, or as a self-hosted installation on your own infrastructure. This flexibility allows organizations to choose the deployment model that aligns with their security, compliance, and operational requirements.","source":"https://dify.ai","question":"What deployment options does Dify offer?","confidence":0.95},{"answer":"Dify holds both SOC 2 and ISO 27001 certifications, indicating adherence to recognized security and information management standards. These certifications suggest the platform is suitable for organizations with stringent security and compliance requirements.","source":"https://dify.ai","question":"Is Dify compliant with enterprise security standards?","confidence":0.95},{"answer":"Dify operates on a commercial pricing structure. For specific plan details, pricing tiers, and trial availability, you should contact the Dify team or visit their website directly.","source":"https://dify.ai","question":"What is Dify's pricing model?","confidence":0.7},{"answer":"Yes, Dify is built as a collaborative workspace where multiple team members can work together on AI workflows and pipelines. This enables teams to contribute jointly to developing and managing AI applications within a single platform.","source":"https://dify.ai","question":"Does Dify support team collaboration?","confidence":0.9},{"answer":"Dify provides support for multiple AI models within the platform, with specific models available depending on current integrations and partnerships. The platform emphasizes flexibility in model selection to support different use cases.","source":"https://dify.ai","question":"What AI models does Dify support?","confidence":0.65},{"answer":"Dify is designed for teams building AI applications, particularly those developing agentic workflows or RAG pipelines. It targets organizations that need a structured platform for collaborative AI development rather than building systems entirely from scratch.","source":"https://dify.ai","question":"Who is Dify designed for?","confidence":0.85}]` | `[{"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,"self_hosted":true}` | `{"cloud":true,"self_hosted":true}` |
| description.long | Dify is a no-code platform that allows teams to build, test, and deploy AI-driven applications and workflows. It supports multiple deployment models including cloud hosting and self-hosted options, enabling organizations to create AI solutions that connect language models with data and tools. | 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 | `{"iso_27001":true,"soc2_type_ii":true,"pricing_model":"freemium_with_task_credits","builder_ui_architecture":"visual_node_canvas","custom_http_webhook_catch_and_triggering":true,"native_llm_nodes_anthropic_openai_gemini":true,"on_premise_self_hosted_deployment_option":true,"bring_your_own_key_byok_for_llm_inference":true,"sub_workflow_calling_and_reusable_templates":true,"human_in_the_loop_approval_steps_via_slack_email":true,"dynamic_conditional_routing_via_llm_classification":true,"unstructured_document_extraction_pdf_image_to_json":true}` | - |
| integrations.count | 7 | 24 |
| integrations.list | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Gemini"},{"name":"xAI"},{"name":"DeepSeek"},{"name":"Tongyi"},{"name":"MCP"}]` | `[{"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 | TypeScript | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"hqCountry":"US","primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"subscription","plans":[{"free":true,"name":"Sandbox","summary":"Free","features":["200 message credits","1 Team Member","5 Apps","50 Knowledge Documents","50MB Knowledge Data Storage","10 Knowledge Request/min","3,000 Trigger Events/month","Up to 2 Triggers/workflow","10 Annotation Quota Limits","30 Days Log History","5,000 API Rate Limit/month"],"minSeats":1,"components":[{"kind":"fixed","amount":0,"period":"year","currency":"USD"}],"description":"Free tier for trying out core features","contactSales":false,"includedLimits":{"apps":"5","team_members":"1","message_credits":"200","knowledge_storage":"50MB","knowledge_documents":"50"}},{"free":false,"name":"Professional","summary":"$590/year","features":["5,000 message credits/month","1 Team Workspace","3 Team Members","50 Apps","500 Knowledge Documents","5GB Knowledge Data Storage","100 Knowledge Request Rate Limit/min","Priority Document Processing","20,000 Trigger Events/month","Unlimited Triggers/workflow","Faster Workflow Execution","2,000 Annotation Quota Limits","Unlimited Log History"],"minSeats":3,"commitment":"annual","components":[{"kind":"fixed","amount":590,"period":"year","currency":"USD"}],"description":"For independent developers and small teams building production AI apps","contactSales":false,"includedLimits":{"apps":"50","team_members":"3","message_credits":"5,000/month","knowledge_storage":"5GB","knowledge_documents":"500"}},{"free":false,"name":"Team","summary":"$1,590/year","features":["10,000 message credits/month","50 Team Members","200 Apps","1,000 Knowledge Documents","20GB Knowledge Data Storage","1,000 Knowledge Request Rate Limit/min","Top Priority Document Processing","Unlimited Trigger Events","Priority Workflow Execution","5,000 Annotation Quota Limits"],"minSeats":50,"commitment":"annual","components":[{"kind":"fixed","amount":1590,"period":"year","currency":"USD"}],"description":"For medium-sized teams needing collaboration and higher throughput","contactSales":false,"includedLimits":{"apps":"200","team_members":"50","message_credits":"10,000/month","knowledge_storage":"20GB","knowledge_documents":"1,000"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Enterprise-grade Scalable Deployment Solutions","Commercial License Authorization","Multiple Workspaces & Enterprise Management","SSO","Negotiated SLAs","Advanced Security & Controls","Professional Technical Support"],"description":"For enterprises requiring advanced security, compliance, governance, and dedicated support","contactSales":true}],"summary":"From $590/year. Free tier available.","currency":"USD","freeTier":true,"sourceUrl":"https://dify.ai/pricing","retrievedAt":"2026-08-21T12:45:54.514Z","startingPrice":{"amount":590,"period":"year","currency":"USD"},"billingPeriods":["year"]}` | `{"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 | high | free |
| pricing.starting_price | `{"amount":590,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| release.cadence_days | 10 | 5 |
| release.history | `[{"url":"https://github.com/langgenius/dify/releases/tag/1.17.0","date":"2026-08-25T11:28:25Z","type":"stable","version":"1.17.0"},{"url":"https://github.com/langgenius/dify/releases/tag/1.16.1","date":"2026-07-28T03:43:51Z","type":"stable","version":"1.16.1"},{"url":"https://github.com/langgenius/dify/releases/tag/1.16.0","date":"2026-07-17T11:14:06Z","type":"stable","version":"1.16.0"},{"url":"https://github.com/langgenius/dify/releases/tag/1.16.0-rc1","date":"2026-07-09T14:06:30Z","type":"prerelease","version":"1.16.0-rc1"},{"url":"https://github.com/langgenius/dify/releases/tag/1.15.0","date":"2026-06-25T13:16:14Z","type":"stable","version":"1.15.0"},{"url":"https://github.com/langgenius/dify/releases/tag/1.14.2","date":"2026-05-19T05:34:25Z","type":"stable","version":"1.14.2"},{"url":"https://github.com/langgenius/dify/releases/tag/1.14.1","date":"2026-05-12T08:19:23Z","type":"stable","version":"1.14.1"},{"url":"https://github.com/langgenius/dify/releases/tag/1.14.0","date":"2026-04-29T04:06:08Z","type":"stable","version":"1.14.0"},{"url":"https://github.com/langgenius/dify/releases/tag/1.13.3","date":"2026-03-27T08:46:46Z","type":"stable","version":"1.13.3"},{"url":"https://github.com/langgenius/dify/releases/tag/1.13.2","date":"2026-03-18T14:20:55Z","type":"stable","version":"1.13.2"},{"url":"https://github.com/langgenius/dify/releases/tag/1.13.1","date":"2026-03-17T10:43:40Z","type":"stable","version":"1.13.1"},{"url":"https://github.com/langgenius/dify/releases/tag/1.14.0-rc1","date":"2026-02-14T09:28:47Z","type":"prerelease","version":"1.14.0-rc1"},{"url":"https://github.com/langgenius/dify/releases/tag/1.13.0","date":"2026-02-11T09:24:39Z","type":"stable","version":"1.13.0"},{"url":"https://github.com/langgenius/dify/releases/tag/1.12.1","date":"2026-02-04T12:15:15Z","type":"stable","version":"1.12.1"},{"url":"https://github.com/langgenius/dify/releases/tag/1.12.0","date":"2026-02-03T14:38:13Z","type":"stable","version":"1.12.0"},{"url":"https://github.com/langgenius/dify/releases/tag/1.11.4","date":"2026-01-15T07:15:40Z","type":"stable","version":"1.11.4"},{"url":"https://github.com/langgenius/dify/releases/tag/1.11.3","date":"2026-01-13T10:10:31Z","type":"stable","version":"1.11.3"},{"url":"https://github.com/langgenius/dify/releases/tag/1.11.2","date":"2025-12-25T08:40:33Z","type":"stable","version":"1.11.2"},{"url":"https://github.com/langgenius/dify/releases/tag/1.11.1","date":"2025-12-12T06:44:32Z","type":"stable","version":"1.11.1"},{"url":"https://github.com/langgenius/dify/releases/tag/1.11.0","date":"2025-12-11T09:23:25Z","type":"stable","version":"1.11.0"}]` | `[{"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 | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | yes | yes |
| security.iso27001 | yes | - |
| security.scorecard | - | 6.4 |
| security.soc2 | yes | - |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=npm&package_name=dify-client&per_page=100","last_12m":0,"max_severity":null}` | `{"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 2026-09-01T16:37:34.063Z. "-" = undocumented, not absent.*