Dashboards, MCP, Evals and more: Pydantic Update Q2 2025

#Rebuilt Dashboard Engine, New Standard Dashboards

We rebuilt Logfire’s dashboard system from scratch. Explore the new Dashboards Guide for faster performance, richer customization, and an intuitive monitoring interface. Plus, we've released Standard Dashboards alongside our existing Custom ones. These pre-built dashboards work out of the box — no SQL or configuration required. Use them as-is or copy them to build your own.

#Logfire MCP Server Integration

The new Logfire MCP Server lets LLMs:

• Query logs, traces, and metrics
• Analyze distributed traces
• Run custom queries via Logfire’s OpenTelemetry-native API

Check out the demo video showing integration with Cursor, where you can ask your AI assistant questions like "are there any patterns in recent 404s?" while coding and watch it automatically write SQL queries against your live data and analyze the results for you.

#Improved Evals Integration with Logfire

Pydantic Evals is implemented using OpenTelemetry to record traces of the evaluation process. These traces contain all the information included in the terminal output as attributes, but also include full tracing from the executions of the evaluation task function.

You can send these traces to any OpenTelemetry-compatible backend, including Pydantic Logfire.

Logfire now has some special integration with Pydantic Evals traces, including a table view of the evaluation results on the evaluation root span. Check out the docs for more information.

#Convert to Org

We've now made it easy to convert your personal account into an organization, making it simpler to collaborate with a team and manage projects at scale. This is also handy for users upgrading to Pro, who might want to move projects under a corporate organization name.

#Enhanced SQL Docs

Our expanded SQL Reference covers all key records in the Logfire data schema. Ideal for understanding the power of Logfire or to pass to your favorite LLM as context. This has been one of our most frequently requested bits of documentation, we hope you will find it useful.

#Self-Hosted Deployments

Need full control over your observability stack? Our self-hosting docs guide you through Helm deployments—local or production—with battle-tested configuration examples. Self-hosted Logfire is already running in production at household-name organizations, with more companies currently onboarding. We’ve invested heavily in a streamlined deployment process (see our open-source Helm chart), and teams report that day-to-day maintenance is far less than expected. To discuss a rollout, email [email protected].

#Trust & Compliance

See our Trust & Compliance page for details on SOC 2 Type II, HIPAA and GDPR compliance measures, and current security posture.