# openclaw vs transformers

**Leader by vioscaleAI score:** transformers

| Attribute | openclaw | transformers |
|---|---|---|
| **vioscaleAI score** | 53 (79% (high)) | 70.9 (77% (high)) |
| activity.commits_last_30d | 100 | 100 |
| adoption.dependent_repos | 0 | 31,800 |
| adoption.github_stars | 391,411 | 167,710 |
| content.faq | `[{"answer":"OpenClaw is an open-source AI assistant designed for individual users that operates locally on your machines and connects to messaging platforms like WhatsApp, Telegram, and Slack. It handles tasks such as email management, calendar scheduling, and flight check-ins without relying on centralized cloud services. It is indexed under AI Tools.","source":"https://openclaw.ai","question":"What is openclaw?","confidence":0.6},{"answer":"openclaw is open source, so it can be self-hosted and used at no licence cost. Pricing changes often, so verify at source before relying on it.","source":"https://openclaw.ai","question":"Is openclaw free to use?","confidence":0.6},{"answer":"openclaw supports the web, Windows, macOS, Linux, iOS, Android and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://openclaw.ai","question":"What platforms does openclaw support?","confidence":0.6},{"answer":"Yes. openclaw can be deployed self-hosted, so it does not have to run on the vendor's infrastructure.","source":"https://openclaw.ai","question":"Can openclaw be self-hosted?","confidence":0.6},{"answer":"We have confirmed 17 integrations for openclaw, including WhatsApp, Telegram, Slack, Discord, Google Chat, Signal, iMessage and GitHub, plus 9 more. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://openclaw.ai","question":"What does openclaw integrate with?","confidence":0.6}]` | `[{"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 | `{"on_prem":true,"self_hosted":true}` | `{"cloud":true}` |
| description.long | OpenClaw is an open-source AI assistant designed for individual users that operates locally on your machines and connects to messaging platforms like WhatsApp, Telegram, and Slack. It handles tasks such as email management, calendar scheduling, and flight check-ins without relying on centralized cloud services. | 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. |
| integrations.count | 19 | 24 |
| integrations.list | `[{"name":"WhatsApp"},{"name":"Telegram"},{"name":"Slack"},{"name":"Discord"},{"name":"Google Chat"},{"name":"Signal"},{"name":"iMessage"},{"name":"GitHub"},{"name":"Notion"},{"name":"Apple Messages"},{"name":"Apple Photos"},{"name":"Google Workspace"},{"name":"Spotify"},{"name":"Google Places"},{"name":"Apple Reminders"},{"name":"Granola"},{"name":"ElevenLabs"},{"name":"Teams","native":true,"category":"chat","direction":"bidirectional"},{"name":"Matrix","native":true,"category":"chat","direction":"bidirectional"},{"name":"LINE","native":true,"category":"chat","direction":"bidirectional"},{"name":"Feishu","native":true,"category":"chat","direction":"bidirectional"},{"name":"Zalo","native":true,"category":"chat","direction":"bidirectional"}]` | `[{"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 | MIT | Apache-2.0 |
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"ios":true,"mac":true,"linux":true,"android":true,"windows":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"open_source","summary":"Free and open source","freeTier":true,"sourceUrl":"https://openclaw.ai","retrievedAt":"2026-10-05T10:04:37.024Z"}` | `{"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 | open_source | freemium |
| pricing.price_level | free | low |
| pricing.starting_price | - | `{"amount":9,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| release.cadence_days | 2 | 7 |
| release.history | `[{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.9.8","date":"2026-10-03T03:21:47Z","type":"stable","version":"v2026.9.8"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.8.35","date":"2026-10-02T14:06:34Z","type":"stable","version":"v2026.8.35"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.8.34","date":"2026-10-02T00:12:39Z","type":"stable","version":"v2026.8.34"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.9.7","date":"2026-09-30T04:44:14Z","type":"stable","version":"v2026.9.7"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.8.33","date":"2026-09-29T03:12:00Z","type":"stable","version":"v2026.8.33"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.9.6","date":"2026-09-23T23:21:10Z","type":"stable","version":"v2026.9.6"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.7.35","date":"2026-09-21T13:14:04Z","type":"stable","version":"v2026.7.35"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.9.5","date":"2026-09-19T01:55:23Z","type":"stable","version":"v2026.9.5"},{"url":"https://github.com/openclaw/openclaw/releases/tag/linux-stable","date":"2026-09-19T05:00:44Z","type":"prerelease","version":"linux-stable"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.9.4","date":"2026-09-11T03:46:22Z","type":"stable","version":"v2026.9.4"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.6.35","date":"2026-09-10T06:39:30Z","type":"stable","version":"v2026.6.35"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.9.3","date":"2026-09-08T14:15:53Z","type":"stable","version":"v2026.9.3"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.9.2","date":"2026-09-05T20:00:07Z","type":"stable","version":"v2026.9.2"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.9.1","date":"2026-09-03T18:31:33Z","type":"stable","version":"v2026.9.1"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.8.2","date":"2026-09-01T16:00:56Z","type":"stable","version":"v2026.8.2"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.8.1","date":"2026-08-31T03:30:51Z","type":"stable","version":"v2026.8.1"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.9.1-beta.1","date":"2026-08-28T20:43:46Z","type":"prerelease","version":"v2026.9.1-beta.1"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.8.1-beta.3","date":"2026-08-24T04:40:41Z","type":"prerelease","version":"v2026.8.1-beta.3"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.8.1-beta.2","date":"2026-08-15T05:36:23Z","type":"prerelease","version":"v2026.8.1-beta.2"},{"url":"https://github.com/openclaw/openclaw/releases/tag/v2026.7.1-2","date":"2026-08-04T00:41:26Z","type":"stable","version":"v2026.7.1-2"}]` | `[{"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 |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.scorecard | - | 6.5 |
| 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=%40openclaw%2Fcodex&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 2026-10-16T11:47:34.106Z. "-" = undocumented, not absent.*