| What it does | See which AI agents use your product, where they fail, and what to fix
| See where your AI coding agent's tokens go, cut the waste without breaking the prompt cache, and get a receipt for every saving
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| Stage | Startup
| Not given
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| Founded | Not given
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| Based in | Not given
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| Pricing model | Free trial
| Freemium
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| Pricing | Free trial for 14 days. Starter: $15/month (2 projects, 50k events/month, 30-day retention). Growth: $49/month (5 projects, 500k events/month, 90-day retention, up to 5 team members). Scale: $149/month (25 projects, 5M events/month, 1-year retention, unlimited team members).
| Free for open source (Wrapped, all fixes with undo, receipt, skill, plugin, MCP server). Team: $30 per developer, or 10% of verified savings, whichever is lower (spend by engineer, cost per merged PR, CI gate). Enterprise: contact for self-hosted, SSO, finance exports, procurement-grade reports.
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| Key features | - Monitor AI crawlers, website agents, MCP clients, APIs and CLIs
- Real-time dashboard showing tool calls, errors, latency and client details
- AI visibility: track what ChatGPT, Claude and Gemini say about your product
- MCP server integration for agents to query your analytics data
- SDKs for TypeScript, Python, Go, Rust, C#, Java, Swift and browsers
- Identifies silent agent failures hidden from logs and APM
- Never blocks request paths with background worker batching
- Weekly or daily AI reviews depending on plan
- Funnels, conversions and email alerts
| - Session log analysis with token pricing breakdown
- Categorized spending attribution by startup context, tool output, sub-agents, and cache rebuilds
- Safe automatic fixes for output trimming and cache countdown
- Undo capability for all changes
- Receipt comparing cost-per-commit before and after with 90% confidence range
- Shareable card with visualization of token usage
- Command output trimming to reduce context bloat
- Cache expiration countdown in status line
- MCP server integration for any agent
- Claude Code plugin with skill and MCP server
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| What makes it different | - Only platform showing silent agent failures that return 200 OK status codes
- Covers six distinct data sources in one dashboard instead of scattered logs
- Agents can access dashboard via MCP server to self-fix their failures
- Installation takes five minutes with background worker approach never blocking request paths
- AI visibility shows what AI models actually say about your product with claim verification
| - Reads actual logs your agent already keeps, not a third-party service
- Fixes only trim new content without rewriting cache to preserve prompt optimization
- Open source under Apache 2.0 with no incentive to make you spend more tokens
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | Not checked yet ● no change since last check | Not checked yet ● no change since last check |
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| Trust Flow (Majestic) | 0 | 0 |
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| Citation Flow (Majestic) | 0 | 0 |
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| Referring domains (Majestic) | 0 | 0 |
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