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title Refly Tutorial
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Refly Tutorial: Build Deterministic Agent Skills and Ship Them Across APIs and Claude Code

Learn how to use refly-ai/refly to turn vibe workflows into reusable, versioned agent skills that can run via API, webhook, and CLI integrations.

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Why This Track Matters

refly represents a fast-moving direction in agentic tooling: converting ad-hoc workflow logic into governed, reusable capability assets.

This track focuses on:

  • deploying and running Refly with a reliable local baseline
  • understanding the architecture behind skills, workflow runtime, and delivery paths
  • integrating through API, webhook, and CLI for real production usage
  • operating and contributing with stronger governance and observability

Current Snapshot (auto-updated)

Mental Model

flowchart LR
    A[Business intent] --> B[Workflow and skill construction]
    B --> C[Deterministic runtime execution]
    C --> D[Delivery paths: API, webhook, CLI]
    D --> E[Claude Code and app integrations]
    E --> F[Governance and continuous improvement]
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Chapter Guide

Chapter Key Question Outcome
01 - Getting Started How do I get Refly running quickly? Working local baseline
02 - Architecture and Component Topology How are API, web, and packages organized? System-level understanding
03 - Workflow Construction and Deterministic Runtime How do I build reliable executable workflows? Better workflow design
04 - API and Webhook Integrations How do I integrate Refly into external systems? Production-ready integration path
05 - Refly CLI and Claude Code Skill Export How does CLI-driven workflow orchestration work? Repeatable automation interface
06 - Observability, Deployment, and Operations How do I operate Refly beyond a demo? Operational runbook baseline
07 - Troubleshooting, Safety, and Cost Controls How do I debug failures and reduce risk? Reliability and guardrail playbook
08 - Contribution Workflow and Governance How do teams contribute effectively? Contributor readiness

What You Will Learn

  • how to build and run deterministic workflows in Refly
  • how to connect Refly to APIs, webhooks, and agent runtimes
  • how to use CLI workflows for structured automation and debugging
  • how to operate and evolve Refly in team or production contexts

Source References

Related Tutorials


Start with Chapter 1: Getting Started.

Navigation & Backlinks

Full Chapter Map

  1. Chapter 1: Getting Started
  2. Chapter 2: Architecture and Component Topology
  3. Chapter 3: Workflow Construction and Deterministic Runtime
  4. Chapter 4: API and Webhook Integrations
  5. Chapter 5: Refly CLI and Claude Code Skill Export
  6. Chapter 6: Observability, Deployment, and Operations
  7. Chapter 7: Troubleshooting, Safety, and Cost Controls
  8. Chapter 8: Contribution Workflow and Governance

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