Pydantic
pydantic.dev
· Pydantic
Pydantic is the end-to-end AI engineering stack for Python: data validation, type-safe agents, LLM proxy, and observability. This A2A card represents the Pydantic Logfire MCP server, the primary agent-callable surface for the Pydantic platform.
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D
Conformance score: 56/100
D-grade: significant issues — auth-gated, partially broken, or stale.
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agent-card.json changed within the last 7 days. We track these so downstream callers can react.
Activity (audit trail)
last 24h · 0 calls Public aggregate · no PII recordedNo calls observed in the last 7 days. Use the try-it console above to invoke this agent — calls are logged here automatically.
Card history
1 snapshot Every change toagent-card.json
| Captured | Hash | |
|---|---|---|
| 2026-05-18 15:47:44 current | 9d54b47be74b… |
view → |
Endpoints
| Agent card | https://pydantic.dev/.well-known/agent-card.json |
| Provider | https://pydantic.dev |
| Docs | https://pydantic.dev/docs/logfire/guides/mcp-server/ |
Skills · 6 declared · mapped to canonical taxonomy
Run SQL SELECT queries against a Logfire project's traces, logs, metrics, and exceptions for investigation and exploration.
Create, read, update, and delete Logfire dashboards and their panels, variables, and layout groups using Perses-compatible JSON.
Configure SQL-based alerts that periodically run and notify channels when results match. Inspect alert history and current firing state.
Create and update managed variables (feature flags), version snapshots, rollouts, targeting overrides, and labels.
Create and update Slack, Discord, Opsgenie, and webhook notification channels for alerts.
Run Python code in a secure sandbox with access to Logfire platform helper functions for advanced analysis.
Health · last 7 probes
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Audit-grade evidence bundle
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Raw agent card JSON
{
"protocolVersion": "0.3.0",
"name": "Pydantic",
"description": "Pydantic is the end-to-end AI engineering stack for Python: data validation, type-safe agents, LLM proxy, and observability. This A2A card represents the Pydantic Logfire MCP server, the primary agent-callable surface for the Pydantic platform.",
"url": "https://logfire.pydantic.dev/mcp",
"preferredTransport": "MCP",
"additionalInterfaces": [
{
"transport": "MCP",
"url": "https://logfire.pydantic.dev/mcp"
},
{
"transport": "MCP",
"url": "https://logfire-eu.pydantic.dev/mcp"
}
],
"version": "1.0.0",
"documentationUrl": "https://pydantic.dev/docs/logfire/guides/mcp-server/",
"iconUrl": "https://pydantic.dev/favicon/apple-touch-icon.png",
"provider": {
"organization": "Pydantic",
"url": "https://pydantic.dev"
},
"capabilities": {
"streaming": true,
"pushNotifications": false,
"stateTransitionHistory": false,
"extensions": []
},
"securitySchemes": {
"oauth2": {
"type": "oauth2",
"description": "OAuth2 \u2014 log in with a Logfire account.",
"flows": {
"authorizationCode": {
"authorizationUrl": "https://logfire.pydantic.dev/oauth/authorize",
"tokenUrl": "https://logfire.pydantic.dev/oauth/token",
"scopes": {
"read": "Read project data and telemetry",
"write": "Manage dashboards, alerts, issues, and feature-flag variables"
}
}
}
}
},
"security": [
{
"oauth2": [
"read"
]
}
],
"defaultInputModes": [
"application/json",
"text/plain"
],
"defaultOutputModes": [
"application/json",
"text/plain"
],
"skills": [
{
"id": "query-telemetry",
"name": "Query telemetry data",
"description": "Run SQL SELECT queries against a Logfire project's traces, logs, metrics, and exceptions for investigation and exploration.",
"tags": [
"observability",
"telemetry",
"sql",
"logfire"
],
"examples": [
"Find the 10 slowest LLM calls in the last hour",
"Show me all exceptions in the checkout service today",
"What is the p95 latency for the agent loop this week?"
]
},
{
"id": "manage-dashboards",
"name": "Manage dashboards",
"description": "Create, read, update, and delete Logfire dashboards and their panels, variables, and layout groups using Perses-compatible JSON.",
"tags": [
"observability",
"dashboards",
"logfire"
]
},
{
"id": "manage-alerts",
"name": "Manage alerts",
"description": "Configure SQL-based alerts that periodically run and notify channels when results match. Inspect alert history and current firing state.",
"tags": [
"alerts",
"monitoring",
"logfire"
]
},
{
"id": "manage-feature-flags",
"name": "Manage feature flags",
"description": "Create and update managed variables (feature flags), version snapshots, rollouts, targeting overrides, and labels.",
"tags": [
"feature-flags",
"rollouts",
"logfire"
]
},
{
"id": "manage-notification-channels",
"name": "Manage notification channels",
"description": "Create and update Slack, Discord, Opsgenie, and webhook notification channels for alerts.",
"tags": [
"notifications",
"logfire"
]
},
{
"id": "exec-python-sandbox",
"name": "Execute Python in a sandbox",
"description": "Run Python code in a secure sandbox with access to Logfire platform helper functions for advanced analysis.",
"tags": [
"python",
"sandbox",
"logfire"
]
}
]
}