Starter Kit - Ensemble Edge

Starter Kit - Everything here ships with your template. You own the code - modify, extend, or delete as needed.

What’s Included

When you create a new Conductor project, you get a complete starter kit of production-ready components:

Category	Count	Description
System Agents	9	Reusable agents for common tasks
System Ensembles	6	Ready-to-deploy workflows
Built-in Agents	2	Framework-level agents (configure only)
Debug Tools	8	Development and testing utilities

Looking for prompts, schemas, scripts, or templates? See Components for documentation on creating and versioning these resources.

System Agents

Standalone agents you can use as building blocks in your ensembles:

fetch

HTTP client with retries and exponential backoff

validate

Multi-evaluator validation (rules, LLM judge, NLP, embeddings)

scrape

3-tier web scraping with bot detection

slug

URL-safe slug generation (nanoid, UUID, base62)

tools

MCP (Model Context Protocol) tool invocation

queries

SQL query execution via Hyperdrive/D1

autorag

Cloudflare AutoRAG - fully managed RAG service

redirect

URL redirect operations (permanent, expiring, magic links)

docs

Documentation generation and serving

System Ensembles

Complete workflows ready to deploy:

Infrastructure

Redirects

URL shortening with resolve + management API

Documentation

Auto-generated docs with OpenAPI support

Health Check

/health endpoint for monitoring

Error Pages

Styled 401, 403, 404, 500 pages

SEO

Robots.txt

Dynamic robots.txt generation

Sitemap

XML sitemap generation

Built-in Agents

Built-in - Framework-level agents. Configure only - source is not editable.

These agents require deep platform integration (Durable Objects, Vectorize, Cloudflare AI) and are maintained by the Conductor team:

rag

Manual RAG with Cloudflare AI & Vectorize

hitl

Human-in-the-loop approval workflows

For zero-config RAG, see autorag (starter kit, fully managed).

Debug Tools

Development utilities for testing and troubleshooting:

Debug Agents

echo, delay, inspect-context

Debug Ensembles

ping, echo, headers, info, slow

Directory Structure

your-project/
├── agents/
│   ├── system/           # System agents (fetch, validate, scrape, etc.)
│   ├── debug/            # Debug agents (echo, delay, inspect-context)
│   ├── examples/         # Example agents for reference
│   └── user/             # Your custom agents go here
│
├── ensembles/
│   ├── system/           # System ensembles (health, robots, errors, etc.)
│   ├── debug/            # Debug ensembles (ping, headers, info, etc.)
│   ├── examples/         # Example ensembles for reference
│   └── user/             # Your custom ensembles go here
│
├── prompts/              # Prompt templates
├── schemas/              # JSON schemas
├── queries/              # SQL queries
├── scripts/              # TypeScript scripts
├── templates/            # Email/HTML/PDF templates
└── configs/              # Configuration files

Customization Philosophy

You own everything in the starter kit. Unlike built-in agents which are framework-level and configure-only, starter kit components are:

Fully editable - Modify the source code directly
Deletable - Remove what you don’t need
Copyable - Duplicate and customize for variants
Versionable - Track changes in Git like any other code

Example: Customizing the Redirect Agent

# agents/system/redirect/redirect.yaml
name: redirect
version: 1.0.0  # Bump when you modify

# Add your custom config options
config:
  schema:
    properties:
      kvBinding:
        default: MY_CUSTOM_KV  # Change the default
      slugLength:
        default: 10            # Longer slugs

When to Use What

Need	Use
URL shortening	Redirects
API documentation	Documentation
Data validation	validate agent
External API calls	fetch agent
Web scraping	scrape agent
Vector search (managed)	autorag agent
Vector search (custom)	rag built-in
Human approval	hitl built-in
MCP tools	tools agent
Database queries	queries agent

Next Steps

Built-in Agents

Framework-level agents (RAG, HITL)

Creating Agents

Build your own agents

Writing Ensembles

Compose workflows

Operations

Available operations reference

​What’s Included

​System Agents

fetch

validate

scrape

slug

tools

queries

autorag

redirect

docs

​System Ensembles

​Infrastructure

Redirects

Documentation

Health Check

Error Pages

​SEO

Robots.txt

Sitemap

​Built-in Agents

rag

hitl

​Debug Tools

Debug Agents

Debug Ensembles

​Directory Structure

​Customization Philosophy

​Example: Customizing the Redirect Agent

​When to Use What

​Next Steps

Built-in Agents

Creating Agents

Writing Ensembles

Operations

What’s Included

System Agents

System Ensembles

Infrastructure

SEO

Built-in Agents

Debug Tools

Directory Structure

Customization Philosophy

Example: Customizing the Redirect Agent

When to Use What

Next Steps