| What it does | One place to understand and operate AI agents across Microsoft
| 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 | US
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| Pricing model | Free
| 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 | - Agent Estate Review: read-only review connecting fragmented agent ownership, capability, usage, cost, and risk records
- Helpdesk Triage: AI ticket triage for SharePoint service desks with operator approval
- Agent Workbench: open, refine, and export Microsoft 365 Copilot agent packages
- 30/60/90-day operating plan generation
- Source-backed inventory with identity, ownership and authority tracking
- Review trails for accountability
| - 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 | - Connects fragmented Microsoft records into one accountable operating picture
- Makes agent workforce explicit and operable within two weeks
- Operator retains final authority over all changes
- Evidence-backed decision trails throughout the platform
| - 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) | 16 ● no change since last check | 1 ● no change since last check |
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| Trust Flow (Majestic) | 7 | 1 |
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| Citation Flow (Majestic) | 26 | 14 |
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| Referring domains (Majestic) | 88 | 4 |
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