Windmill Resources

SkillDev tools

Lets your agent create and manage resources used by your workflows.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Windmill Resources skill

About this capability

MUST use when managing resources.

What this skill tells your AI

The instructions your AI receives, as published by windmill-labs/windmill in system_prompts/auto-generated/skills/resources/SKILL.md and read by ahel’s review.

Resources store credentials and configuration for external services.

File Format

Resource files use the pattern: {path}.resource.json

Example: f/databases/postgres_prod.resource.json

Resource Structure

{
  "value": {
    "host": "db.example.com",
    "port": 5432,
    "user": "admin",
    "password": "$var:g/all/db_password",
    "dbname": "production"
  },
  "description": "Production PostgreSQL database",
  "resource_type": "postgresql"
}

Required Fields

  • value - Object containing the resource configuration
  • resource_type - Name of the resource type (e.g., "postgresql", "slack")

Variable References

Reference variables in resource values:

{
  "value": {
    "api_key": "$var:g/all/api_key",
    "secret": "$var:u/admin/secret"
  }
}

Reference formats:

  • $var:g/all/name - Global variable
  • $var:u/username/name - User variable
  • $var:f/folder/name - Folder variable

Resource References

Reference other resources:

{
  "value": {
    "database": "$res:f/databases/postgres"
  }
}

Passing a Resource or Variable as a Run Argument

A script or flow argument typed as a resource (schema format: resource-<type>) is passed as the bare string $res:<path> — the whole argument value. Same for a variable, with $var:<path>. This applies everywhere job arguments are supplied: wmill script run/preview, wmill flow run/preview, the runScriptByPath / runFlowByPath API, a schedule's args, a trigger's configured static args.

{
  "db": "$res:f/databases/postgres_prod",
  "api_token": "$var:g/all/api_token"
}

The reference is resolved when the job runs, under the job's run-as identity — the caller for an ordinary run, but the configured principal for a schedule, a trigger, or a runnable set to run on behalf of someone else. The run fails if that identity cannot read the referenced resource or variable.

Never wrap it in an object. The resolver only rewrites a JSON value that is a string starting with $res: / $var:; keys are never inspected. These are all wrong and are passed through to the script unchanged:

{ "db": { "$res": "f/databases/postgres_prod" } }
{ "db": { "resource": "f/databases/postgres_prod" } }
{ "db": "f/databases/postgres_prod" }

The string may sit anywhere a string can — a top-level argument, a nested object field ({ "gh_auth": { "token": "$var:g/all/gh_token" } }), or an array element (array elements are walked only while nested at most two levels deep, and only for arrays of at most 1000 items). The prefix must be on the string itself.

Common Resource Types

PostgreSQL

{
  "resource_type": "postgresql",
  "value": {
    "host": "localhost",
    "port": 5432,
    "user": "postgres",
    "password": "$var:g/all/pg_password",
    "dbname": "windmill",
    "sslmode": "prefer"
  }
}

MySQL

{
  "resource_type": "mysql",
  "value": {
    "host": "localhost",
    "port": 3306,
    "user": "root",
    "password": "$var:g/all/mysql_password",
    "database": "myapp"
  }
}

Slack

{
  "resource_type": "slack",
  "value": {
    "token": "$var:g/all/slack_token"
  }
}

AWS S3

{
  "resource_type": "s3",
  "value": {
    "bucket": "my-bucket",
    "region": "us-east-1",
    "accessKeyId": "$var:g/all/aws_access_key",
    "secretAccessKey": "$var:g/all/aws_secret_key"
  }
}

HTTP/API

{
  "resource_type": "http",
  "value": {
    "baseUrl": "https://api.example.com",
    "headers": {
      "Authorization": "Bearer $var:g/all/api_token"
    }
  }
}

Kafka

{
  "resource_type": "kafka",
  "value": {
    "brokers": "broker1:9092,broker2:9092",
    "sasl_mechanism": "PLAIN",
    "security_protocol": "SASL_SSL",
    "username": "$var:g/all/kafka_user",
    "password": "$var:g/all/kafka_password"
  }
}

NATS

{
  "resource_type": "nats",
  "value": {
    "servers": ["nats://localhost:4222"],
    "user": "$var:g/all/nats_user",
    "password": "$var:g/all/nats_password"
  }
}

MQTT

{
  "resource_type": "mqtt",
  "value": {
    "host": "mqtt.example.com",
    "port": 8883,
    "username": "$var:g/all/mqtt_user",
    "password": "$var:g/all/mqtt_password",
    "tls": true
  }
}

Custom Resource Types

Create custom resource types with JSON Schema:

{
  "name": "custom_api",
  "schema": {
    "type": "object",
    "properties": {
      "base_url": {"type": "string", "format": "uri"},
      "api_key": {"type": "string"},
      "timeout": {"type": "integer", "default": 30}
    },
    "required": ["base_url", "api_key"]
  },
  "description": "Custom API connection"
}

Save as: custom_api.resource-type.json

OAuth Resources

OAuth resources are managed through the Windmill UI and marked:

{
  "is_oauth": true,
  "account": 123
}

OAuth tokens are automatically refreshed by Windmill.

Using Resources in Scripts

TypeScript (Bun/Deno)

export async function main(db: RT.Postgresql) {
  // db contains the resource values
  const { host, port, user, password, dbname } = db;
}

Python

class postgresql(TypedDict):
    host: str
    port: int
    user: str
    password: str
    dbname: str

def main(db: postgresql):
    # db contains the resource values
    pass

CLI Commands

# List resources
wmill resource list

# List resource types with schemas
wmill resource-type list --schema

# Get specific resource type schema
wmill resource-type get postgresql

# Deploy resources to the workspace — destructive to remote state, so only run when
# the user explicitly asks to deploy/publish/push. Depending on how the repo is wired,
# deploy via `git push` or `wmill sync push` (see the Deploying section in AGENTS.wmill.md).
wmill sync push

Signals

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Source
github.com/windmill-labs/windmill