# ECC vs open-webui

**Leader by vioscaleAI score:** ECC

| Attribute | ECC | open-webui |
|---|---|---|
| **vioscaleAI score** | 62.4 (77% (high)) | 55.5 (78% (high)) |
| activity.commits_last_30d | 100 | 100 |
| adoption.dependent_repos | 0 | 0 |
| adoption.github_stars | 279,768 | 155,534 |
| 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":"Open-webui is a self-hosted AI platform that connects to various language models—whether running locally or hosted in the cloud—through a unified interface. It emphasizes data ownership, allowing you to run AI workloads on your own infrastructure rather than relying on external services.","source":"https://openwebui.com","question":"What is Open-webui and what does it do?","confidence":0.95},{"answer":"The open-source version is free to use and self-host. An enterprise tier is available for organizations in regulated industries that require advanced features like single sign-on and audit logging; pricing for this tier is available through sales.","source":"https://openwebui.com","question":"How much does Open-webui cost?","confidence":0.95},{"answer":"Open-webui supports multiple model providers including Ollama for local models, OpenAI, and Anthropic. This allows you to choose local or cloud-based models depending on your requirements and privacy needs.","source":"https://openwebui.com","question":"Which AI models can I connect to Open-webui?","confidence":0.8},{"answer":"Open-webui supports multiple deployment options including self-hosted on your own servers, on-premises, air-gapped (offline), and hybrid setups. Installation takes approximately 60 seconds using either pip or Docker.","source":"https://openwebui.com","question":"How can I deploy Open-webui?","confidence":0.95},{"answer":"The platform includes voice and vision support, text generation, retrieval-augmented generation (RAG), and search capabilities. You can extend functionality using Python and access community-contributed models and tools.","source":"https://openwebui.com","question":"What are the main capabilities of Open-webui?","confidence":0.9},{"answer":"The open-source version works for general deployments, but an enterprise tier is available for regulated industries, offering role-based access controls, single sign-on, audit logs, data residency controls, and air-gapped deployment options.","source":"https://openwebui.com","question":"Is Open-webui suitable for regulated or enterprise environments?","confidence":0.95},{"answer":"Yes, since Open-webui is self-hosted and runs on your own infrastructure, you maintain full ownership and control over your data rather than storing it with a third-party service.","source":"https://openwebui.com","question":"Can I maintain complete control over my data with Open-webui?","confidence":0.95},{"answer":"Open-webui offers both web and command-line interfaces, allowing you to interact with your AI models through your preferred method.","source":"https://openwebui.com","question":"What interfaces does Open-webui provide?","confidence":0.95}]` |
| deployment.options | `{"cloud":true,"self_hosted":true}` | `{"cloud":true,"hybrid":true,"on_prem":true,"air_gapped":true,"self_hosted":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. | A self-hosted interface for running AI models locally or in the cloud, with support for multiple model APIs, enterprise security features, and extensibility through code and integrations. |
| integrations.count | 7 | 50 |
| 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":"Ollama"},{"name":"OpenAI"},{"name":"Anthropic"},{"name":"GitHub","category":"code repository"},{"name":"Confluence","category":"knowledge management"},{"name":"ServiceNow","category":"IT service management"},{"name":"Salesforce","category":"CRM"},{"name":"Jira","category":"project management"},{"name":"Slack","category":"chat"},{"name":"SharePoint","category":"collaboration"},{"name":"Notion","category":"knowledge management"},{"name":"LDAP","category":"identity"},{"name":"Active Directory","category":"identity"},{"name":"Okta","category":"identity"},{"name":"Azure AD","category":"identity"},{"name":"Google Workspace","category":"identity"},{"name":"OpenAI DALL·E","category":"image generation"},{"name":"Gemini","category":"image generation"},{"name":"ComfyUI","category":"image generation"},{"name":"AUTOMATIC1111","category":"image generation"},{"name":"OpenTelemetry","native":true,"category":"monitoring","direction":"outbound"},{"name":"DALL-E","native":true,"category":"image_generation","direction":"bidirectional"}]` |
| language.primary | JavaScript | Python |
| license.spdx | MIT | - |
| market.availability | `{"primaryMarkets":["US"],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | - |
| platform.support | `{"cli":true,"web":true}` | `{"cli":true,"ios":true,"mac":true,"web":true,"linux":true,"android":true,"windows":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":"open_source","plans":[{"free":true,"name":"Open Source","summary":"Free, open-source","features":["Full AI stack","Connect any model","Voice, vision, retrieval, generation, search","Python extensions","Community models and tools","RAG and retrieval capabilities"],"description":"Self-hosted deployment. Install with pip or Docker in 60 seconds."},{"free":false,"name":"Enterprise","features":["SSO","RBAC","Audit logs","Data residency controls","On-premises deployment","Air-gapped deployment"],"description":"Enterprise-grade deployment for regulated industries","contactSales":true}],"summary":"Free open-source. Enterprise options available.","freeTier":true,"sourceUrl":"https://openwebui.com","retrievedAt":"2026-07-31T10:28:07.500Z"}` |
| pricing.free_tier | yes | yes |
| pricing.model | freemium | open_source |
| pricing.price_level | mid | free |
| pricing.starting_price | `{"amount":19,"currency":"USD"}` | - |
| pricing.transparent | yes | yes |
| release.cadence_days | 8 | 5 |
| 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/open-webui/open-webui/releases/tag/v0.12.0","date":"2026-10-10T21:13:24Z","type":"stable","version":"v0.12.0"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.11.4","date":"2026-09-21T19:25:21Z","type":"stable","version":"v0.11.4"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.11.3","date":"2026-08-31T14:55:53Z","type":"stable","version":"v0.11.3"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.11.2","date":"2026-08-31T05:48:23Z","type":"stable","version":"v0.11.2"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.11.1","date":"2026-08-25T21:17:57Z","type":"stable","version":"v0.11.1"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.11.0","date":"2026-07-27T09:30:15Z","type":"stable","version":"v0.11.0"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.10.2","date":"2026-07-01T08:41:06Z","type":"stable","version":"v0.10.2"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.10.1","date":"2026-06-29T19:38:44Z","type":"stable","version":"v0.10.1"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.10.0","date":"2026-06-29T19:17:48Z","type":"stable","version":"v0.10.0"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.9.6","date":"2026-06-01T21:57:03Z","type":"stable","version":"v0.9.6"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.9.5","date":"2026-05-10T18:14:07Z","type":"stable","version":"v0.9.5"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.9.4","date":"2026-05-09T07:50:17Z","type":"stable","version":"v0.9.4"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.9.3","date":"2026-05-09T07:17:19Z","type":"stable","version":"v0.9.3"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.9.2","date":"2026-04-24T09:56:14Z","type":"stable","version":"v0.9.2"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.9.1","date":"2026-04-21T10:45:37Z","type":"stable","version":"v0.9.1"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.9.0","date":"2026-04-21T07:56:15Z","type":"stable","version":"v0.9.0"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.8.12","date":"2026-03-27T00:26:52Z","type":"stable","version":"v0.8.12"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.8.11","date":"2026-03-25T22:50:09Z","type":"stable","version":"v0.8.11"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.8.10","date":"2026-03-09T00:09:55Z","type":"stable","version":"v0.8.10"},{"url":"https://github.com/open-webui/open-webui/releases/tag/v0.8.9","date":"2026-03-08T02:56:32Z","type":"stable","version":"v0.8.9"}]` |
| reliability.sla_pct | 99.9 | - |
| reliability.status_page | yes | - |
| security.disclosure_policy | - | yes |
| security.trust_center | https://ecc.tools/security | - |
| 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":100,"source":"https://advisories.ecosyste.ms/api/v1/advisories?ecosystem=pypi&package_name=open-webui&per_page=100","last_12m":100,"max_severity":"HIGH"}` |

*Source: vioscaleAI. Generated 2026-10-16T20:06:14.353Z. "-" = undocumented, not absent.*