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centdix a7ce5484b8 feat(local-dev): create Claude skills when doing wmill init (#7699 )

* use skills

* add prompts

* update system prompts

* generate skills on init

* add prompts in cli

* better for raw apps

* nit

* test pipeline draft

* better

* yaml for triggers and schedules

* cleaning

* better

* add descriptions to ai agent fileds

* adjust

* better openapi

* better

* nit

* feat: add typed provider and memory schemas for ai agent in openapi

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* feat: improve zod validation errors with dynamic schema extraction

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* regen

* fix

* cleaning

* refactor: deduplicate skill descriptions in generate_skills_ts_export

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

* cleaning

---------

Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
Co-authored-by: Ruben Fiszel <ruben@windmill.dev>

2026-02-05 13:48:32 +00:00

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System Prompts

This directory contains the single source of truth for AI system prompts used by both the frontend copilot and CLI guidance.

Structure

system_prompts/
├── base/              # Core instruction templates (manually written)
├── languages/         # Language-specific instructions (manually written)
└── auto-generated/    # Auto-generated files (DO NOT EDIT)
    ├── sdks/          # SDK documentation
    ├── cli/           # CLI command documentation
    ├── prompts.ts     # TypeScript exports
    └── index.ts       # Helper functions

Usage

Regenerating Prompts

When SDK methods or the OpenFlow schema change, run:

python system_prompts/generate.py

This will:

Parse TypeScript and Python SDK files to extract function signatures
Parse the OpenFlow YAML schema
Parse the CLI commands
Assemble complete prompts from markdown files
Generate TypeScript exports in auto-generated/

Scope

These system prompts contain ONLY:

How to write Windmill scripts (language syntax, conventions, SDK usage)
How to structure Windmill flows (OpenFlow schema, module types, data flow)
Resource type handling, S3 operations

They DO NOT contain:

Tool usage instructions (edit_code, set_flow_json, etc.)
IDE/editor specific commands
Testing tool invocations

Tool instructions are added separately by the frontend and CLI.

Integration

Frontend

Uses Vite path alias $system_prompts pointing to auto-generated/:

import { FLOW_GUIDANCE } from "$system_prompts/flow";
import { getLangContext } from "$system_prompts/languages";

CLI

Generates /cli/src/guidance/skills.ts with embedded skill content for wmill init.

Editing Guidelines

Edit markdown files in base/, languages/
Never edit files in auto-generated/ directly
After editing, run generate.py to update exports

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