| What it does | Catch where AI agents get stuck on your API or MCP server, rank problems by impact, and draft fixes as pull requests
| AI infrastructure performance testing and autonomous operations platform
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| Stage | Not given
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| Founded | Not given
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| Based in | US
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| Pricing model | Freemium
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| Pricing | Open source: free. Team: $199/month with 14-day free trial (1 API or MCP service, 25,000 reports/month, 15 coding-agent runs/month). Business: $799/month (up to 3 services, 250,000 reports/month, 60 coding-agent runs/month). Extra coding-agent runs: $6 each.
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| Key features | - Session replay for MCP servers to identify failed agent sessions
- Clustering reports by agent goals and workflows
- Priority ranking weighted by frequency, failed workflows, and affected accounts
- Claude Code generates pull requests with tests
- Review queue with diff, tests, agent reports, and evidence
- Isolated git worktree prevents unauthorized code push
- Schema validation and rate limiting for feedback
- Open Agent Feedback Protocol with TypeScript and Python SDKs
- GitHub integration for draft PR creation
| - Automated infrastructure provisioning including OS, BIOS, firmware and VMs
- Fleet-wide infrastructure health monitoring and anomaly detection
- Autonomous incident remediation with human-in-the-loop controls
- Hardware and infrastructure recommendations from benchmark results
- Natural-language based reporting and analytics
- Benchmark-grounded quality gates for model verification
- Industry-specific AI agents with domain data and system integrations
- Transparent cost reporting and budget control
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| What makes it different | - Only AI agent failures on successful HTTP responses get detected and ranked
- Automated pull request drafts with your approval required before shipping
- Session replay captures failures even when agents don't report them
- Pay only for coding-agent runs, not feedback submission
- Open protocol and SDKs can be self-hosted at no cost
| - Autonomous infrastructure management with specialist agents and human-in-the-loop safety
- Intelligent routing delivers 85% cost reduction and $100K+ savings per developer
- SOC 2 Type 2 and ISO 27001 certified for enterprise compliance
- Purpose-built agents for specific industries including datacenters, insurance, and manufacturing
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 1 ● no change since last check | 19 ● no change since last check |
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| Trust Flow (Majestic) | 1 | 14 |
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| Citation Flow (Majestic) | 14 | 26 |
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| Referring domains (Majestic) | 4 | 28 |
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Backloop
Metrum AI