prose

Orchestrate multi-agent workflows within the OpenProse VM.

30|1|Updated Apr 15, 2026
One-click install
npx skills add https://github.com/qianleigood/crawclaw --skill prose-qianleigood
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: prose
Source: https://github.com/qianleigood/crawclaw/tree/main/extensions/open-prose/skills/prose
Command: npx skills add https://github.com/qianleigood/crawclaw --skill prose-qianleigood

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Coordinates and orchestrates OpenProse AI agents and workflows within the OpenProse VM, enabling structured, auditable multi-agent runtimes and seamless integration of memory, imports, and state backends.

Core Features & Use Cases

  • Centralized orchestration of sessions and agents to compose complex workflows across projects and runs.
  • Support for parallel execution, reusable blocks, imports, and multiple state backends (filesystem, SQLite, PostgreSQL, and in-context) to suit various scale and collaboration needs.
  • Use cases include captain-pattern orchestrations, production-grade workflows, and template-driven automation pipelines.

Quick Start

Run a simple OpenProse program to observe a basic session and agent template in action.

Frequently Asked Questions about prose

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I coordinate multi-agent workflows with reproducible state backends?▼

Multi-agent workflow coordination uses the OpenProse VM to orchestrate sessions and agents, applying state backends like filesystem, SQLite, PostgreSQL, or in-context memory to enable reproducible and auditable runs.

What is the best way to structure parallel execution for multi-agent automation pipelines?▼

Parallel execution for multi-agent pipelines is structured using centralized orchestration within the OpenProse VM, composing reusable blocks and managing imports to support production-grade automation workflows.

Do I need a valid SKILL.md frontmatter to integrate agents into the OpenProse VM?▼

Yes, integrating agents into the OpenProse VM requires a valid SKILL.md frontmatter with name and description fields, along with optional scripts, references, and assets to connect with the runtime.

Can I use SQLite or PostgreSQL for auditable agent memory handling?▼

Auditable agent memory handling supports multiple state backends including SQLite, PostgreSQL, filesystem, and in-context storage, allowing you to choose the backend that suits your scale and collaboration needs.

When do I need centralized orchestration for chat-based automation?▼

Centralized orchestration for chat-based automation is needed when composing complex workflows across projects and runs, requiring captain-pattern orchestration and template-driven automation pipelines.

Does OpenProse support importing reusable blocks across different agent runs?▼

OpenProse supports importing reusable blocks across different agent runs, enabling structured composition of complex workflows and seamless integration of memory and state backends within the virtual machine.