{
 "categories": [
  "observability"
 ],
 "deployment": "hybrid",
 "evidence": [
  {
   "date": "2026-10-13",
   "fact": "homepage",
   "note": "The guide is Pydantic's Logfire MCP documentation. The product site used here is that guide.",
   "source": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-13",
   "fact": "deployment",
   "note": "The guide documents Logfire Cloud regions and a self-hosted instance that serves /mcp.",
   "source": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-13",
   "fact": "platforms",
   "note": "The guide refers to the Logfire web UI, where queries continue when the MCP query budget is spent.",
   "source": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-13",
   "fact": "license",
   "note": "The opened guide documents Pydantic's hosted Logfire service, with an Enterprise mention for agent feedback. A free-plan page was not opened, so the license is recorded as commercial.",
   "source": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-13",
   "fact": "modalities.mcp.first_party",
   "note": "Pydantic documents the hosted Logfire MCP server for the US, EU, and self-hosted instances.",
   "source": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-13",
   "fact": "modalities.mcp.verdict",
   "note": "The guide is Pydantic's own Logfire documentation, including the tool table, so the verdict is official.",
   "source": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-13",
   "fact": "modalities.extensibility.webhooks",
   "note": "The tool table includes channel_create_webhook for organization alert destinations.",
   "source": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-13",
   "fact": "verdict.scores.mcp",
   "note": "Official hosted MCP with SQL, dashboard, alert, and issue tools. Admins can force read-only, and Cloud enforces a daily query budget. Score 8.",
   "source": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
   "tier": "declared"
  },
  {
   "date": "2026-10-13",
   "fact": "freshness.watch[0].url",
   "note": "Opened as the current Logfire MCP setup guide.",
   "source": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
   "tier": "declared"
  }
 ],
 "freshness": {
  "last_verified": "2026-10-13",
  "volatility": "medium",
  "watch": [
   {
    "type": "mcp",
    "url": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/"
   }
  ]
 },
 "homepage": "https://logfire.pydantic.dev/docs/how-to-guides/mcp-server/",
 "id": "logfire",
 "license": "commercial",
 "modalities": {
  "agent_docs": {
   "llms_txt": "unknown"
  },
  "api": {
   "auth": [],
   "coverage": "unknown",
   "docs": null,
   "exists": "unknown",
   "kinds": []
  },
  "cli": {
   "exists": "unknown"
  },
  "computer_use": {
   "issues": [],
   "viability": "unknown"
  },
  "data_access": {
   "export": [],
   "import": []
  },
  "extensibility": {
   "scripting": [],
   "webhooks": true
  },
  "integrations": {
   "make": "unknown",
   "n8n": "unknown",
   "power_automate": "unknown",
   "zapier": "unknown"
  },
  "mcp": {
   "first_party": true,
   "third_party": [],
   "verdict": "official"
  },
  "rpa": {
   "drivability": "unknown",
   "notes": "No repeatable UI probe was run. Pydantic documents a hosted Logfire MCP server for telemetry queries and observability resources.\n",
   "ui_stack": [],
   "vendor_support": []
  },
  "sdk": {
   "exists": "unknown",
   "languages": [],
   "official": "unknown"
  }
 },
 "name": "Pydantic Logfire",
 "platforms": [
  "web"
 ],
 "related": {
  "alternatives": [
   "sentry",
   "honeycomb",
   "datadog"
  ],
  "our_products": []
 },
 "schema_version": 1,
 "score_version": 1,
 "status": "active",
 "vendor": "Pydantic",
 "verdict": {
  "best_path": "mcp",
  "scores": {
   "api": null,
   "cli": null,
   "computer_use": null,
   "integrations": null,
   "mcp": 8,
   "overall": 8,
   "rpa": null
  },
  "summary": "Pydantic Logfire is automatable today through its hosted MCP server. This record is Pydantic Logfire observability, including the hosted server documented for Logfire Cloud and for a self-hosted Logfire instance. The US endpoint is https://logfire-us.pydantic.dev/mcp and the EU endpoint is https://logfire-eu.pydantic.dev/mcp. A self-hosted instance serves the same /mcp path. The first connection uses a browser login. When a browser is not available, an API key with at least the project:read scope is sent as Authorization Bearer. Organization administrators can limit external MCP clients to read-only tools. On Logfire Cloud, MCP queries have a concurrency limit and a daily organization budget. When the budget is spent, Logfire refuses MCP queries until it refills. That limit does not stop queries in the web UI or with read tokens. The documented tool families run SQL against telemetry, manage projects, dashboards, alerts, notification channels, schedules, exception issues, and managed variables. Notification channels include webhook and Opsgenie destinations. The local stdio server is marked deprecated on the same page. A separate HTTP query API reference was not opened, so the API path is unassessed. Connector catalogs were not opened. Computer-use viability is unassessed. MCP scores 8.\n"
 }
}