| What it does | Free C4 modeling tool with an MCP server for software teams to share architecture context with AI development tools
| AI DevOps Agent for GitHub Actions that detects, analyzes, and fixes CI pipeline issues
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| Stage | Not given
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| Founded | Not given
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| Based in | LT
| US
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| Pricing model | Freemium
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| Pricing | Browser: Free with account. Desktop: €10 a month after 7-day free trial, one licence covers 3 machines. Enterprise: custom pricing.
| Essential: $8 per committer per month (billed annually) or $12 on-demand. Enterprise: custom pricing. Free trial available for 14 days with no credit card required.
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| Key features | - System context, container, component, and code diagrams
- Live collaboration on models
- MCP server for AI coding agents
- Change sets for scoped agent work
- Organization SSO
- JSON import and export
- OpenAPI contract export
- Desktop app for macOS, Windows, Linux
- AI assistant for model descriptions
- Installable PWA
| - AI DevOps Assistant for conversational CI workflow queries
- AI-Powered Pipeline Fixes for automatic failure detection and remediation
- CubeScore™ with North Star Metrics tracking MTTR, Success Rate, Throughput, and Duration
- Real-time monitoring and alerts
- Weekly email CI reports and insights
- Actionable insights to address pipeline issues
- Cost tracking and optimization with granular visibility
- Secure read-only GitHub Actions integration
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| What makes it different | - Model elements exist once and appear on every level they belong to
- Endpoints are real OpenAPI documents, not diagram labels
- Desktop app keeps all data local and offline-capable
- Free browser version with no paywall or feature limits
- AI agents read and write architecture through MCP
| - First AI DevOps Agent specifically built for GitHub Actions
- Quantifies hidden CI costs from context switching
- AI-powered root cause analysis and intelligent fixes
- Conversational AI interface for CI data queries
- CubeScore™ metric system for CI lifecycle evaluation
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 20 ● no change since last check | 27 ● no change since last check |
| Trust Flow (Majestic) | 10 | 4 |
| Citation Flow (Majestic) | 28 | 32 |
| Referring domains (Majestic) | 74 | 113 |