| What it does | Smart-Data platform for autonomous systems
| Catch where AI agents get stuck on your API or MCP server, rank problems by impact, and draft fixes as pull requests
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| Stage | Not given
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| Founded | Not given
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| Based in | FR
| US
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| Pricing model | Not given
| Freemium
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| Pricing | Not given
| 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 | - Event-based data extraction with configurable triggers at edge or cloud
- Over-the-air trigger updates
- Real-time smart anomaly monitoring
- Cloud infrastructure for secure data storage and analysis
- No-code data analytics for ROS systems
- Multi-layered security with OAuth 2.0, JWT and HTTPS TLS
- Unlimited deployments across autonomous fleet with adaptive SDK
| - 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
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| What makes it different | - Transforms big data into smart data through intelligent filtering at edge or cloud
- Captures only pivotal scenarios relevant to development needs
- Improves productivity by reducing data overload and enabling collaboration
- Supports sustainable development with reduced computational and energy requirements
- ROS-native platform for seamless robotics integration
| - 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
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 31 ▼ −1 (down) since last check | 1 ● no change since last check |
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| Trust Flow (Majestic) | 10 | 1 |
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| Citation Flow (Majestic) | 25 | 14 |
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| Referring domains (Majestic) | 125 | 4 |
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Backloop