| What it does | AI operational intelligence for agents and AI products
| Offline checker for AI agent role declarations without executing agents
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| Stage | Startup
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| Founded | 2024
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| Based in | US
| JP
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| Pricing model | Free trial
| Open source
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| Pricing | Not given
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| Key features | - Agent trace debugging with step-by-step timeline view
- LLM judge evaluations on production traces with templates
- Token spend tracking by model, agent, tool and user
- AI Assistant for natural language questions over data
- Dashboard templates for traces, analytics and spend
- OpenTelemetry native ingestion
- Correlation of traces, events and user sessions
- Silent regression detection with daily quality comparisons
- Cost leak identification from failing tools and retries
- User journey analysis joining traces with funnels and events
| - Checks role and authority consistency
- Validates reviewer-implementer separation
- Verifies role references exist
- Checks filesystem write scope boundaries
- Runs completely offline without network access
- Three command modes: validate, explain, and handoff
- Clear exit codes for pass/fail/error states
- MIT open source license
- Bundled starter fixtures and examples
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| What makes it different | - Catches AI failures that don't throw errors, like silent regressions and cost leaks
- One platform connecting traces, evals, spend and product analytics for comprehensive understanding
- AI Assistant to ask questions in plain English instead of writing queries
- Compare changes against production evidence rather than demos
- Integrations with major AI frameworks without code changes to production tools
| - Designed through public feedback dialogue with incorporated role and path mapping improvements
- Bundles working examples that run without API keys or accounts
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 18 ● no change since last check | 13 ● no change since last check |
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| Trust Flow (Majestic) | 0 | 9 |
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| Citation Flow (Majestic) | 15 | 29 |
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| Referring domains (Majestic) | 6 | 51 |
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Agent Role Contracts