# ECC vs transformers

**Leader by vioscaleAI score:** transformers

| Attribute | ECC | transformers |
|---|---|---|
| **vioscaleAI score** | 62.4 (77% (high)) | 70.9 (77% (high)) |
| activity.commits_last_30d | 100 | 100 |
| adoption.dependent_repos | 0 | 31,800 |
| adoption.github_stars | 279,768 | 167,710 |
| content.faq | `[{"answer":"ECC analyzes repository history to generate reusable AI agent skills, commands, and security policies that work across Claude Code, Codex, Cursor, and OpenCode. AgentShield scans agent configurations to prevent unsafe patterns from spreading across teams. It is indexed under AI Tools.","source":"https://ecc.tools/pricing","question":"What is ECC?","confidence":0.6},{"answer":"ECC is open source, so it can be self-hosted and used at no licence cost. It is released under the MIT licence. A commercial or hosted edition starts at $19 per user per month. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.","source":"https://ecc.tools/pricing","question":"Is ECC free to use?","confidence":0.6},{"answer":"ECC supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.","source":"https://ecc.tools/pricing","question":"What platforms does ECC support?","confidence":0.6},{"answer":"We have only confirmed a cloud / SaaS deployment for ECC, so it appears to be vendor-hosted. If a self-hosted option exists we have not found it documented publicly.","source":"https://ecc.tools/pricing","question":"Can ECC be self-hosted?","confidence":0.6},{"answer":"We have confirmed 7 integrations for ECC, including Claude Code, Codex, Cursor, OpenCode, GitHub, Anthropic Claude API and Cloudflare. This is what we could verify from public sources, so the vendor may support others we have not indexed.","source":"https://ecc.tools/pricing","question":"What does ECC integrate with?","confidence":0.6},{"answer":"Yes. ECC is published under the MIT 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/affaan-m/ECC","question":"Is ECC open source?","confidence":0.95},{"answer":"ECC is available worldwide. Its primary market is the United States.","source":"https://ecc.tools/pricing","question":"Where is ECC available?","confidence":0.5}]` | `[{"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 | A toolkit and GitHub App that establish a shared operating layer for coding agents, enabling unified skills, memory systems, planning tools, and security scanning across multiple IDEs and repository workflows. | 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 | 7 | 24 |
| integrations.list | `[{"name":"Claude Code"},{"name":"Codex"},{"name":"Cursor"},{"name":"OpenCode"},{"name":"GitHub"},{"name":"Anthropic Claude API"},{"name":"Cloudflare"},{"name":"Stripe","native":true,"category":"payments","direction":"outbound"},{"name":"Kimi Code","native":false,"category":"ide","direction":"bidirectional"},{"name":"Itô","native":false,"category":"compute","direction":"outbound"},{"name":"Atlas Cloud","native":false,"category":"cloud","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 | JavaScript | Python |
| license.spdx | MIT | Apache-2.0 |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"web":true}` |
| pricing | `{"type":"hybrid","plans":[{"free":true,"name":"Free","summary":"Free for open-source and public repository analysis","features":["Public repository GitHub App analysis","Issue-comment triggered pull requests","MIT-licensed open-source toolkit","Community support","Skills, agents, hooks, and learning system"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Open-source toolkit with GitHub App analysis for public repositories","contactSales":false,"includedLimits":{"analyses":"10/month","commits_per_run":"200"}},{"free":false,"name":"Pro","summary":"$19/seat/month or $190/seat/year; pooled usage with optional metered overage","features":["Private repository analysis and PR-triggered audits","AgentShield configuration and harness security scanning","Auto-triggers on large pushes and pull requests","Pooled usage across team seats","Optional metered overage for high-volume workspaces","Priority email support and Discord access","Self-serve billing portal with invoices and cancel-anytime option","Full open-source toolkit included"],"minSeats":1,"commitment":"monthly","components":[{"kind":"per_unit","unit":"seat","amount":19,"period":"month","currency":"USD"},{"kind":"per_unit","unit":"seat","amount":190,"period":"year","currency":"USD"}],"description":"Private repository analysis with PR-triggered automation and security scanning","contactSales":false,"includedLimits":{"analyses":"50/active_developer_seat","commits_per_run":"1000"}},{"free":false,"name":"Enterprise","summary":"Custom pricing based on rollout scope and organizational requirements","features":["Unlimited analyses","SSO-ready governance and audit logs","Custom rules and policy packs","Dedicated onboarding and SLA","Organization-wide rollout and procurement support"],"commitment":"annual","description":"Organization-wide deployment with governance, SSO, custom policies, and dedicated support","contactSales":true,"includedLimits":{"analyses":"unlimited","commits_per_run":"5000"}}],"summary":"Free for open-source; Pro from $19/seat/month for private repos; Enterprise custom pricing","currency":"USD","freeTier":true,"sourceUrl":"https://ecc.tools/pricing","retrievedAt":"2026-10-15T09:21:39.508Z","startingPrice":{"unit":"seat","amount":19,"period":"month","currency":"USD"},"billingPeriods":["month","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 | mid | low |
| pricing.starting_price | `{"amount":19,"currency":"USD"}` | `{"amount":9,"currency":"USD"}` |
| pricing.transparent | yes | yes |
| release.cadence_days | 8 | 7 |
| release.history | `[{"url":"https://github.com/affaan-m/ECC/releases/tag/v2.2.3","date":"2026-10-01T23:00:36Z","type":"stable","version":"v2.2.3"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v2.2.2","date":"2026-09-30T19:04:52Z","type":"stable","version":"v2.2.2"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v2.2.1","date":"2026-09-08T17:52:08Z","type":"stable","version":"v2.2.1"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v2.2.0","date":"2026-08-28T19:55:05Z","type":"stable","version":"v2.2.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v2.1.0","date":"2026-07-27T18:10:46Z","type":"stable","version":"v2.1.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v2.0.0","date":"2026-06-10T01:49:20Z","type":"stable","version":"v2.0.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v2.0.0-rc.1","date":"2026-05-25T18:29:31Z","type":"prerelease","version":"v2.0.0-rc.1"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.10.0","date":"2026-04-05T20:20:57Z","type":"stable","version":"v1.10.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.9.0","date":"2026-03-21T00:29:53Z","type":"stable","version":"v1.9.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.8.0","date":"2026-03-05T20:50:57Z","type":"stable","version":"v1.8.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.7.0","date":"2026-02-27T14:06:50Z","type":"stable","version":"v1.7.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.6.0","date":"2026-02-24T06:56:35Z","type":"stable","version":"v1.6.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.5.0","date":"2026-02-11T10:07:45Z","type":"stable","version":"v1.5.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.4.1","date":"2026-02-06T09:13:21Z","type":"stable","version":"v1.4.1"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.4.0","date":"2026-02-06T07:40:35Z","type":"stable","version":"v1.4.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.3.0","date":"2026-02-05T13:15:36Z","type":"stable","version":"v1.3.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.2.0","date":"2026-02-01T11:51:06Z","type":"stable","version":"v1.2.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.1.0","date":"2026-01-26T02:21:56Z","type":"stable","version":"v1.1.0"},{"url":"https://github.com/affaan-m/ECC/releases/tag/v1.0.0","date":"2026-01-22T12:17:08Z","type":"stable","version":"v1.0.0"}]` | `[{"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.sla_pct | 99.9 | - |
| reliability.status_page | yes | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.scorecard | - | 6.5 |
| security.trust_center | https://ecc.tools/security | https://huggingface.co/blog/security-incident-july-2026 |
| security.vulnerabilities | `{"count":0,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=go&package_name=github.com%2Faffaan-m%2Fecc&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 2026-10-16T11:47:41.082Z. "-" = undocumented, not absent.*