Agent-readable analytics
✓
Your agent can read analytics across every project from one consistent surface: stats, funnels, retention, sessions, heatmaps, insights, and experiment results without rebuilding the workflow per tool.
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Umami has a strong privacy-first analytics product, but the primary workflow is still a human web app plus API rather than an agent-native operating surface.
Multi-project visibility
✓
Run many projects under one account and let the same agent move between them with a consistent project model and read surface.
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You can manage multiple websites, but the experience is still organized around site dashboards instead of one agent-facing project workspace.
API, CLI and MCP access
✓
Hosted Pro exposes the same analytics surface through HTTP API, CLI, and MCP, so the same workflow works in code, terminals, and copilots.
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Umami offers REST and realtime APIs, but there is no official CLI or MCP layer for plugging an agent into analytics directly.
Built-in experiments
✓
Built-in experiments let your agent create variants, assign traffic, and read lift and probability-best without stitching in a separate testing tool.
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Umami can analyze A/B variants with tags and goals, but it does not document a native experiment workflow for assignment, exposure tracking, and winner selection.
Funnel analysis
✓
Query funnels directly, including step drop-off and variant breakdowns, so your agent can connect release changes to conversion movement.
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Funnels are supported and useful, but they live inside Umami's analytics product rather than a broader agent workflow with experiments.
Retention analysis
✓
Retention cohorts are first-class and queryable per project, so your agent can judge whether changes improved repeat usage, not just clicks.
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Retention is supported, but it remains an analysis feature inside Umami rather than part of an end-to-end agent workflow.
Realtime, sessions and insights
✓
Realtime, sessions, heatmaps, and insights live in the same system, so your agent can move from anomaly to session evidence without changing tools.
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Umami now includes realtime, sessions, journeys, and goals. It is strong for privacy-first web analytics, but less suited to direct agent workflows.
Ownership and deployment
✓
Start with hosted for the full workflow. If infrastructure control matters later, the open-source core gives you a self-hosting path instead of vendor lock-in.
✓
Umami is open source and privacy-first too. The tradeoff is that its story centers on traditional web analytics, not agent operations.