Works with what
you already have.

ML training loops, scripts, and Python agents.

Node workers, build tasks, and TypeScript agents.

Go services, CLIs, and background jobs.

Rust services, CLIs, and background jobs.

Ruby scripts, Rails jobs, and Sidekiq workers.

A glanceable test-run lifecycle from Python.

Bounded production error notifications from Node services.

Explicit Chirp tools for MCP-capable agents.

Wrap an existing command with one Live Activity.

Shell jobs without a language SDK.

Inspect accepted Chirp event history while debugging.

Build and deploy state from GitHub workflows.

Pipeline status from GitLab runners.

Job status from CircleCI pipelines.

Pipeline status from Bitbucket runners.

Build state from Buildkite agents.

Containerized tasks with bounded lifecycle status.

Project guidance for intentional Chirp instrumentation.

Project guidance for Cascade workflows.

Coarse lifecycle status plus exact, synchronous permission decisions.

Agent status plus exact approval through a trusted native Codex hook.

Source-preview status instrumentation for Copilot CLI work.

Source-preview, status-only instrumentation.

Source-preview, status-only instrumentation.

Source-preview, status-only instrumentation.

Portable guidance for agents that read repository instructions.

Bounded token and cost telemetry without prompts or provider keys.

Inspect and optionally forward bounded webhook metadata.

GPU and function lifecycle from Modal jobs.

Prediction lifecycle from Replicate.

GPU job lifecycle from RunPod.

Inference endpoint lifecycle and selected failures.

Inference lifecycle with bounded usage metadata.

Reviewed headless integrations without a supported SDK.

Deployment events from Vercel.

Repository and workflow events without workflow edits.

CircleCI job events through a provider callback.

High-signal payment events.

Selected production error alerts.

Selected metric and incident alerts.

A constrained JSON event from a reviewed source.

Cron late, down, and recovery events.

Cron failure, lateness, and recovery events.

Selected uptime and incident events.

Selected workflow outcomes from an HTTP Request node.

Selected automation outcomes from Webhooks by Zapier.

Selected home automation events.