# ECC vs transformers

**Leader by Vioscale score:** transformers

| Attribute | ECC | transformers |
|---|---|---|
| **Vioscale score** | 62.5 (77% (high)) | 69.8 (78% (high)) |
| activity.commits_last_30d | 100 | 100 |
| adoption.dependent_repos | 0 | 31,800 |
| adoption.github_stars | 243,435 | 164,465 |
| content.faq | `[{"answer":"ECC is a performance optimization system designed to enhance the capabilities of AI-assisted coding tools. It operates as an integrated layer that adds functionality to AI code editors like Claude Code and Cursor.","source":"https://ecc.tools","question":"What is ECC?","confidence":0.9},{"answer":"ECC is designed to work with Claude Code, Codex, Opencode, and Cursor. It functions as a performance enhancement layer across these AI-assisted development platforms.","source":"https://ecc.tools","question":"Which development tools does ECC support?","confidence":0.95},{"answer":"ECC follows a commercial licensing model, meaning it is a paid product rather than open source or free. Detailed pricing information is available on the ECC website.","source":"https://ecc.tools","question":"What is ECC's pricing model?","confidence":0.9},{"answer":"ECC provides skills management, instinct-based functionality, memory features, security measures, and research-focused development approaches. These capabilities are combined to optimize performance in AI-assisted coding environments.","source":"https://ecc.tools","question":"What core capabilities does ECC offer?","confidence":0.9},{"answer":"No, ECC operates under a commercial pricing model and requires paid licensing. Prospective users can find specific pricing and licensing details on the official ECC website.","source":"https://ecc.tools","question":"Is ECC a free product?","confidence":0.85},{"answer":"ECC is designed for software developers and engineers using AI-assisted coding tools such as Claude Code and Cursor. It is relevant for those seeking to optimize and enhance their AI-assisted development workflows.","source":"https://ecc.tools","question":"Who should use ECC?","confidence":0.75}]` | `[{"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}` | `{"cloud":true,"self_hosted":true}` |
| description.long | 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. | 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. |
| integrations.count | 7 | 24 |
| integrations.list | `[{"name":"Claude Code"},{"name":"Codex"},{"name":"Cursor"},{"name":"OpenCode"},{"name":"GitHub"},{"name":"Anthropic Claude API"},{"name":"Cloudflare"}]` | `[{"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 | 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":"subscription","plans":[{"free":true,"name":"Free","summary":"Free forever for public repos","features":["Public repo analysis","Issue-comment triggered PRs","Core and developer install profiles","Community support","Open source toolkit"],"components":[{"kind":"fixed","amount":0,"period":"month","currency":"USD"}],"description":"Public repo analysis with community support","contactSales":false,"includedLimits":{"commits":"200/run","analyses":"10/month"}},{"free":false,"name":"Pro","summary":"$19/seat/mo or $190/seat/year, billed monthly or annually","features":["Private repo analysis","PR-triggered config audits","50 analyses per active seat per month","1,000 commits per run","AgentShield-backed scanning","Auto-triggers on large pushes and PRs","Security and research install profiles","Doctor, repair, and uninstall tools","Self-serve billing portal","Priority email support","Optional metered overage","Pooled seat-based usage"],"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 repo analysis, PR-triggered audits, and AgentShield automation","contactSales":false,"includedLimits":{"commits":"1000/run","analyses":"50/active developer seat"}},{"free":false,"name":"Enterprise","summary":"Custom pricing; contact sales for rollout and governance needs","features":["Unlimited analyses","5,000 commits per run","Private repo analysis","PR-triggered config audits","AgentShield-backed scanning","SSO-ready governance and audit logs","Custom rules and policy packs","Dedicated onboarding","Priority support with SLA","Org-wide rollout and procurement support"],"description":"Org-wide rollout with SSO, governance, custom rules, and dedicated support","contactSales":true,"includedLimits":{"commits":"5000/run","analyses":"Unlimited"}}],"summary":"Free for public repos; Pro from $19/seat/month or $190/year; Enterprise with custom pricing","currency":"USD","freeTier":true,"sourceUrl":"https://ecc.tools/pricing","retrievedAt":"2026-08-14T10:24:28.052Z","startingPrice":{"amount":19,"period":"month","currency":"USD"},"billingPeriods":["month","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 | mid | free |
| pricing.transparent | yes | yes |
| release.cadence_days | 6 | 5 |
| release.history | `[{"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/v5.16.1","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.sla_pct | 99.9 | - |
| reliability.status_page | yes | yes |
| security.disclosure_policy | - | yes |
| security.gdpr | - | yes |
| security.scorecard | - | 6.4 |
| 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":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 2026-09-01T14:24:45.415Z. "-" = undocumented, not absent.*