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layout default
title Chapter 6: Observability, Deployment, and Operations
nav_order 6
parent Refly Tutorial

Chapter 6: Observability, Deployment, and Operations

Welcome to Chapter 6: Observability, Deployment, and Operations. In this part of Refly Tutorial: Build Deterministic Agent Skills and Ship Them Across APIs and Claude Code, you will build an intuitive mental model first, then move into concrete implementation details and practical production tradeoffs.

This chapter covers operating Refly with visibility into metrics, traces, logs, and deployment surfaces.

Learning Goals

  • run local observability stack for deeper runtime debugging
  • correlate workflow behavior across traces, logs, and metrics
  • understand deployment artifacts for self-hosted operations
  • establish operational baselines before scaling usage

Operations Building Blocks

Domain Key Assets
deployment deploy/docker/docker-compose*.yml
runtime telemetry deploy/docker/trace/ stack (Grafana, Prometheus, Tempo, Loki)
API verification OpenAPI status/output endpoints
workload stability middleware health + execution history

Trace Stack Quick Start

cd deploy/docker/trace
docker-compose up -d

Then verify data flow in Grafana and API checks before diagnosing workflow-level behavior.

Source References

Summary

You now have a baseline operational model for running Refly beyond local experimentation.

Next: Chapter 7: Troubleshooting, Safety, and Cost Controls

Depth Expansion Playbook

Source Code Walkthrough

cypress/support/commands.ts

The Chainable interface in cypress/support/commands.ts handles a key part of this chapter's functionality:

// declare global {
//   namespace Cypress {
//     interface Chainable {
//       login(email: string, password: string): Chainable<void>
//       drag(subject: string, options?: Partial<TypeOptions>): Chainable<Element>
//       dismiss(subject: string, options?: Partial<TypeOptions>): Chainable<Element>
//       visit(originalFn: CommandOriginalFn, url: string, options: Partial<VisitOptions>): Chainable<Element>
//     }
//   }
// }

declare namespace Cypress {
  interface Chainable {
    /**
     * Execute SQL query through Docker container
     * @param query - SQL query to execute
     * @example
     * cy.execSQL('SELECT * FROM users')
     */
    execSQL(query: string): Chainable<string>;
    /**
     * Login to the app
     * @param email - Email to login with
     * @param password - Password to login with
     * @example
     * cy.login('test@example.com', 'testPassword123')
     */
    login(email: string, password: string): Chainable<void>;
  }
}

Cypress.Commands.add('execSQL', (query: string) => {

This interface is important because it defines how Refly Tutorial: Build Deterministic Agent Skills and Ship Them Across APIs and Claude Code implements the patterns covered in this chapter.

cypress/support/commands.ts

The Chainable interface in cypress/support/commands.ts handles a key part of this chapter's functionality:

// declare global {
//   namespace Cypress {
//     interface Chainable {
//       login(email: string, password: string): Chainable<void>
//       drag(subject: string, options?: Partial<TypeOptions>): Chainable<Element>
//       dismiss(subject: string, options?: Partial<TypeOptions>): Chainable<Element>
//       visit(originalFn: CommandOriginalFn, url: string, options: Partial<VisitOptions>): Chainable<Element>
//     }
//   }
// }

declare namespace Cypress {
  interface Chainable {
    /**
     * Execute SQL query through Docker container
     * @param query - SQL query to execute
     * @example
     * cy.execSQL('SELECT * FROM users')
     */
    execSQL(query: string): Chainable<string>;
    /**
     * Login to the app
     * @param email - Email to login with
     * @param password - Password to login with
     * @example
     * cy.login('test@example.com', 'testPassword123')
     */
    login(email: string, password: string): Chainable<void>;
  }
}

Cypress.Commands.add('execSQL', (query: string) => {

This interface is important because it defines how Refly Tutorial: Build Deterministic Agent Skills and Ship Them Across APIs and Claude Code implements the patterns covered in this chapter.

How These Components Connect

flowchart TD
    A[Chainable]
    B[Chainable]
    A --> B
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