# dify vs transformers

| Attribute | dify | transformers |
|---|---|---|
| **vioscaleAI score** | 67.9 (74% (medium)) | 70.9 (77% (high)) |
| activity.commits_last_30d | 100 | 100 |
| adoption.dependent_repos | 8 | 31,800 |
| adoption.github_stars | 158,384 | 167,710 |
| content.faq | `[{"answer":"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. It is indexed under AI Tools.","source":"https://dify.ai/pricing","question":"What is dify?","confidence":0.6},{"answer":"dify offers a free tier, so you can start without paying. Paid plans start at $590 per year. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://dify.ai/pricing","question":"Is dify free?","confidence":0.6},{"answer":"dify supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://dify.ai/pricing","question":"What platforms does dify support?","confidence":0.6},{"answer":"Yes. dify can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://dify.ai/pricing","question":"Can dify be self-hosted?","confidence":0.6},{"answer":"We have confirmed 7 integrations for dify, including OpenAI, Anthropic, Gemini, xAI, DeepSeek, Tongyi and MCP. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://dify.ai/pricing","question":"What does dify integrate with?","confidence":0.6},{"answer":"We have independently confirmed SOC 2, ISO 27001 and GDPR for dify. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as dify not holding them. Always confirm compliance directly before you rely on it.","source":"https://dify.ai","question":"What security certifications does dify have?","confidence":0.48},{"answer":"dify is available worldwide. The vendor is headquartered in the United States.","source":"https://dify.ai/pricing","question":"Where is dify available?","confidence":0.75}]` | `[{"answer":"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. It is indexed under AI Tools.","source":"https://huggingface.co/pricing","question":"What is transformers?","confidence":0.6},{"answer":"transformers is open source, so it can be self-hosted and used at no licence cost. It is released under the Apache-2.0 licence. Pricing changes often, so verify at source before relying on it.","source":"https://huggingface.co/pricing","question":"Is transformers free to use?","confidence":0.6},{"answer":"transformers supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://huggingface.co/pricing","question":"What platforms does transformers support?","confidence":0.6},{"answer":"Yes. transformers can be deployed cloud / SaaS and self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://huggingface.co/pricing","question":"Can transformers be self-hosted?","confidence":0.6},{"answer":"We have confirmed 23 integrations for transformers, including PyTorch, DeepSpeed, FSDP, Axolotl, Unsloth, vLLM, SGLang and TGI, plus 15 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://huggingface.co/pricing","question":"What does transformers integrate with?","confidence":0.6},{"answer":"We have independently confirmed GDPR for transformers. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as transformers not holding them. Always confirm compliance directly before you rely on it.","source":"https://huggingface.co/privacy","question":"What security certifications does transformers have?","confidence":0.7},{"answer":"Yes. transformers is published under the Apache-2.0 licence, a permissive licence that generally allows commercial use and modification. Licence terms can change between releases, so verify against the repository for the version you intend to use.","source":"https://github.com/huggingface/transformers","question":"Is transformers open source?","confidence":0.95}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | An open-source LLM application development platform that enables teams to build, test, and deploy AI-powered workflows, RAG pipelines, and autonomous agents using a visual interface, with support for multiple language models, enterprise security features, and flexible deployment options. | Hugging Face is a hub for machine learning where users can host models, datasets, and interactive applications (Spaces), along with cloud storage and GPU compute infrastructure for model development and inference. |
| 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 | 9 | 24 |
| integrations.list | `[{"name":"OpenAI"},{"name":"Anthropic"},{"name":"Gemini"},{"name":"xAI"},{"name":"DeepSeek"},{"name":"Tongyi"},{"name":"MCP"},{"name":"Google Gemini","native":true,"category":"ai","direction":"bidirectional"},{"name":"Alibaba Tongyi","native":true,"category":"ai","direction":"bidirectional"},{"name":"Google Search","native":true,"category":"search","direction":"outbound"},{"name":"DALL-E","native":true,"category":"ai","direction":"outbound"},{"name":"Stable Diffusion","native":true,"category":"ai","direction":"outbound"},{"name":"WolframAlpha","native":true,"category":"tools","direction":"outbound"}]` | `[{"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"},{"name":"PyCharm","native":true},{"name":"Kaggle","native":true,"category":"collaboration","direction":"bidirectional"},{"name":"Papers with Code","native":true,"category":"research","direction":"outbound"}]` |
| language.primary | TypeScript | Python |
| license.spdx | - | Apache-2.0 |
| market.availability | `{"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":["5 Apps","50 Knowledge Documents","50MB Storage","30 Days Log History"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Free tier for exploring core features","contactSales":false,"includedLimits":{"apps":"5","storage_mb":"50","team_members":"1","message_credits":"200","knowledge_documents":"50","api_rate_limit_monthly":"5000"}},{"free":false,"name":"Professional","summary":"$590/workspace/year","features":["1 Team Workspace","50 Apps","Priority Document Processing","Unlimited Triggers per Workflow","Faster Workflow Execution","Unlimited Log History","No API Rate Limit"],"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","storage_gb":"5","team_members":"3","knowledge_documents":"500","trigger_events_monthly":"20000","message_credits_monthly":"5000"}},{"free":false,"name":"Team","summary":"$1590/year","features":["200 Apps","1000 Knowledge Documents","Unlimited Trigger Events","Top Priority Document Processing","Priority Workflow Execution"],"components":[{"kind":"fixed","amount":1590,"period":"year","currency":"USD"}],"description":"For medium-sized teams needing collaboration and higher throughput","contactSales":false,"includedLimits":{"apps":"200","storage_gb":"20","team_members":"50","knowledge_documents":"1000","message_credits_monthly":"10000"}},{"free":false,"name":"Enterprise","summary":"Custom pricing","features":["Enterprise-grade Scalable Deployment","Commercial License","Multiple Workspaces","SSO","Advanced Security & Controls","Negotiated SLAs"],"description":"For enterprises requiring advanced security, compliance, and dedicated support","contactSales":true},{"free":true,"name":"Community","summary":"Free","features":["All Core Features","Single Workspace","Open Source License"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"For open-source projects and non-commercial developers","contactSales":false}],"summary":"Freemium: Sandbox and Community free. Professional from $590/year per workspace.","currency":"USD","freeTier":true,"sourceUrl":"https://dify.ai/pricing","retrievedAt":"2026-09-11T19:14:55.810Z","startingPrice":{"amount":590,"period":"year","currency":"USD"},"billingPeriods":["year"]}` | `{"type":"hybrid","plans":[{"free":false,"name":"Pro","summary":"$9/month","features":["2x public storage capacity","$2 monthly inference credits","8x ZeroGPU quota with highest priority","PRO badge"],"minSeats":1,"commitment":"monthly","components":[{"kind":"fixed","amount":9,"period":"month","currency":"USD"}],"description":"Enhanced experience for individual users","contactSales":false},{"free":false,"name":"Team","summary":"$20/user/month","commitment":"monthly","components":[{"kind":"per_unit","unit":"seat","amount":20,"period":"month","currency":"USD"}],"description":"Collaborative workspace for growing teams","contactSales":false},{"free":false,"name":"Enterprise","description":"Custom features and dedicated support","contactSales":true}],"addOns":[{"name":"Cloud Storage (HF Hub)","components":[{"per":{"qty":1,"unit":"TB"},"kind":"metered","amount":12,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"TB"},"kind":"metered","amount":10,"period":"month","currency":"USD"},{"per":{"qty":1,"unit":"TB"},"kind":"metered","amount":8,"period":"month","currency":"USD"}]},{"name":"Cloud Storage (AWS S3)","components":[{"per":{"qty":1,"unit":"TB"},"kind":"metered","amount":23,"period":"month","currency":"USD"}]},{"name":"Cloud Storage (Backblaze Overdrive)","components":[{"per":{"qty":1,"unit":"TB"},"kind":"metered","amount":15,"period":"month","currency":"USD"}]}],"summary":"Pro at $9/month, Team at $20/user/month, Enterprise custom pricing. Free tier with CPU compute. Storage starts at $8/TB/mo with volume discounts.","currency":"USD","freeTier":true,"sourceUrl":"https://huggingface.co/pricing","retrievedAt":"2026-10-15T09:22:00.502Z","startingPrice":{"amount":9,"period":"month","currency":"USD"},"billingPeriods":["month"]}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | freemium |
| pricing.price_level | low | low |
| pricing.starting_price | `{"amount":590,"currency":"USD"}` | `{"amount":9,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| release.cadence_days | 13 | 7 |
| release.history | 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| `[{"url":"https://github.com/huggingface/transformers/releases/tag/v5.19.0","date":"2026-10-06T16:39:23Z","type":"stable","version":"v5.19.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.18.0","date":"2026-09-30T16:46:27Z","type":"stable","version":"v5.18.0"},{"url":"https://github.com/huggingface/transformers/releases/tag/v5.17.0","date":"2026-09-09T15:42:45Z","type":"stable","version":"v5.17.0"},{"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"}]` |
| reliability.status_page | yes | yes |
| security.certifications | `[{"name":"SOC 2 Type II","level":"Type II","status":"active"},{"name":"ISO 27001","status":"active"}]` | - |
| security.disclosure_policy | - | yes |
| security.gdpr | yes | yes |
| security.iso27001 | yes | - |
| security.scorecard | - | 6.5 |
| security.soc2 | yes | - |
| security.trust_center | - | https://huggingface.co/blog/security-incident-july-2026 |
| 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":24,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=transformers&per_page=100","last_12m":5,"max_severity":"CRITICAL"}` |

*Source: vioscaleAI. Generated 2026-10-16T11:47:27.126Z. "-" = undocumented, not absent.*