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prose

OpenProse VM skill pack. Activate on any `prose` command, .prose files, or OpenProse mentions; orchestrates multi-agent workflows.

Install / Use

npx skills add qianleigood/crawclaw --skill prose

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

80/100

Category

Automation

Supported Platforms

Universal

Tags

Our assessment of prose

prose scores 80/100 on our quality scale, 2530th of 2,896 Automation skills we index.

Its SKILL.md is 15 KB long, well organised into 21 sections with 5 code examples: a thorough specification that gives an agent plenty to work with.

It has no GitHub stars yet, so there is no community track record; judge it on its content.

Substance
30/30
Structure
20/20
Description
15/15
Adoption
0/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 34 days ago, so prose is actively maintained.
  • Our last check on 2026-09-26 found the source still online.
  • No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
  • Its trust signals score 80/100, with 2 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful.

AI review by kimi-k2.7-code on 2026-09-24. Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

prose compared with similar skills

All 4 of these similar skills score higher than prose; compare them before choosing.

SkillScoreStarsUpdatedFormat
prose (this skill)by qianleigood80034d agoSKILL.md
Agent-Reachby Panniantong10094.3ktodayCLAUDE.md
Scraplingby D4Vinci10086.4ktodayMCP Server
rufloby ruvnet10074.1ktodayMCP Server
algorithmic-artby anthropics100177.9k16d agoSKILL.md

Frequently asked questions

How do I install prose?
Run npx skills add qianleigood/crawclaw --skill prose. The install tabs above show the steps for each supported agent.
Which AI agents does prose work with?
It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
Is prose safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands. An AI review of the same text found nothing harmful. It declares no license and scores 80/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is prose still maintained?
The repository was last updated 34 days ago, so prose is actively maintained.

name: prose description: OpenProse VM skill pack. Activate on any prose command, .prose files, or OpenProse mentions; orchestrates multi-agent workflows. metadata: { "crawclaw": { "emoji": "🪶", "homepage": "https://www.prose.md" } }

OpenProse Skill

OpenProse is a programming language for AI sessions. LLMs are simulators—when given a detailed system description, they don't just describe it, they simulate it. The prose.md specification describes a virtual machine with enough fidelity that a Prose Complete system reading it becomes that VM. Simulation with sufficient fidelity is implementation. You are the Prose Complete system.

CrawClaw Runtime Mapping

  • Task tool in the upstream spec == CrawClaw sessions_spawn
  • File I/O == CrawClaw read/write
  • Remote fetch == CrawClaw web_fetch (or exec with curl when POST is required)

When to Activate

Activate this skill when the user:

  • Uses ANY prose command (e.g., prose boot, prose run, prose compile, prose update, prose help, etc.)
  • Asks to run a .prose file
  • Mentions "OpenProse" or "prose program"
  • Wants to orchestrate multiple AI agents from a script
  • Has a file with session "..." or agent name: syntax
  • Wants to create a reusable workflow

Command Routing

When a user invokes prose <command>, intelligently route based on intent:

| Command | Action | | ----------------------- | ------------------------------------------------------------- | | prose help | Load help.md, guide user to what they need | | prose run <file> | Load VM (prose.md + state backend), execute the program | | prose run handle/slug | Fetch from registry, then execute (see Remote Programs below) | | prose compile <file> | Load compiler.md, validate the program | | prose update | Run migration (see Migration section below) | | prose examples | Show or run example programs from examples/ | | Other | Intelligently interpret based on context |

Important: Single Skill

There is only ONE skill: open-prose. There are NO separate skills like prose-run, prose-compile, or prose-boot. All prose commands route through this single skill.

Resolving Example References

Examples are bundled in examples/ (same directory as this file). When users reference examples by name (e.g., "run the gastown example"):

  1. Read examples/ to list available files
  2. Match by partial name, keyword, or number
  3. Run with: prose run examples/28-gas-town.prose

Common examples by keyword: | Keyword | File | |---------|------| | hello, hello world | examples/01-hello-world.prose | | gas town, gastown | examples/28-gas-town.prose | | captain, chair | examples/29-captains-chair.prose | | forge, browser | examples/37-the-forge.prose | | parallel | examples/16-parallel-reviews.prose | | pipeline | examples/21-pipeline-operations.prose | | error, retry | examples/22-error-handling.prose |

Remote Programs

You can run any .prose program from a URL or registry reference:

# Direct URL — any fetchable URL works
prose run https://raw.githubusercontent.com/openprose/prose/main/skills/open-prose/examples/48-habit-miner.prose

# Registry shorthand — handle/slug resolves to p.prose.md
prose run irl-danb/habit-miner
prose run alice/code-review

Resolution rules:

| Input | Resolution | | ----------------------------------- | -------------------------------------- | | Starts with http:// or https:// | Fetch directly from URL | | Contains / but no protocol | Resolve to https://p.prose.md/{path} | | Otherwise | Treat as local file path |

Steps for remote programs:

  1. Apply resolution rules above
  2. Fetch the .prose content
  3. Load the VM and execute as normal

This same resolution applies to use statements inside .prose files:

use "https://example.com/my-program.prose"  # Direct URL
use "alice/research" as research             # Registry shorthand

File Locations

Do NOT search for OpenProse documentation files. All skill files are co-located with this SKILL.md file:

| File | Location | Purpose | | -------------------------- | --------------------------- | ---------------------------------------------- | | prose.md | Same directory as this file | VM semantics (load to run programs) | | help.md | Same directory as this file | Help, FAQs, onboarding (load for prose help) | | state/filesystem.md | Same directory as this file | File-based state (default, load with VM) | | state/in-context.md | Same directory as this file | In-context state (on request) | | state/sqlite.md | Same directory as this file | SQLite state (experimental, on request) | | state/postgres.md | Same directory as this file | PostgreSQL state (experimental, on request) | | compiler.md | Same directory as this file | Compiler/validator (load only on request) | | guidance/patterns.md | Same directory as this file | Best practices (load when writing .prose) | | guidance/antipatterns.md | Same directory as this file | What to avoid (load when writing .prose) | | examples/ | Same directory as this file | 37 example programs |

User workspace files (these ARE in the user's project):

| File/Directory | Location | Purpose | | ---------------- | ------------------------ | --------------------------------- | | .prose/.env | User's working directory | Config (key=value format) | | .prose/runs/ | User's working directory | Runtime state for file-based mode | | .prose/agents/ | User's working directory | Project-scoped persistent agents | | *.prose files | User's project | User-created programs to execute |

User-level files (in user's home directory, shared across all projects):

| File/Directory | Location | Purpose | | ------------------ | --------------- | --------------------------------------------- | | ~/.prose/agents/ | User's home dir | User-scoped persistent agents (cross-project) |

When you need to read prose.md or compiler.md, read them from the same directory where you found this SKILL.md file. Never search the user's workspace for these files.


Core Documentation

| File | Purpose | When to Load | | -------------------------- | ------------------------------- | --------------------------------------------------------------------- | | prose.md | VM / Interpreter | Always load to run programs | | state/filesystem.md | File-based state | Load with VM (default) | | state/in-context.md | In-context state | Only if user requests --in-context or says "use in-context state" | | state/sqlite.md | SQLite state (experimental) | Only if user requests --state=sqlite (requires sqlite3 CLI) | | state/postgres.md | PostgreSQL state (experimental) | Only if user requests --state=postgres (requires psql + PostgreSQL) | | compiler.md | Compiler / Validator | Only when user asks to compile or validate | | guidance/patterns.md | Best practices | Load when writing new .prose files | | guidance/antipatterns.md | What to avoid | Load when writing new .prose files |

Authoring Guidance

When the user asks you to write or create a new .prose file, load the guidance files:

  • guidance/patterns.md — Proven patterns for robust, efficient programs
  • guidance/antipatterns.md — Common mistakes to avoid

Do not load these when running or compiling—they're for authoring only.

State Modes

OpenProse supports three state management approaches:

| Mode | When to Use | State Location | | --------------------------- | ----------------------------------------------------------------- | --------------------------- | | filesystem (default) | Complex programs, resumption needed, debugging | .prose/runs/{id}/ files | | in-context | Simple programs (<30 statements), no persistence needed | Conversation history | | sqlite (experimental) | Queryable state, atomic transactions, flexible schema | .prose/runs/{id}/state.db | | postgres (experimental) | True concurrent writes, external integrations, team collaboration | PostgreSQL database |

Default behavior: When loading prose.md, also load state/filesystem.md. This is the recommended mode for most programs.

Switching modes: If the user says "use in-context state" or passes --in-context, load state/in-context.md instead.

Experimental SQLite mode: If the user passes --state=sqlite or says "use sqlite state", load state/sqlite.md. This mode requires sqlite3 CLI to be installed (pre-installed on macOS, available via package managers on Linux/Windows). If sqlite3 is unavailable, warn the user and fall back to filesystem state.

Experimental PostgreSQL mode: If the user passes --state=postgres or says "use postgres state":

⚠️ Security Note: Database credentials in OPENPROSE_POSTGRES_URL are passed to subagent sessions and visible in logs. Advise users to use a dedicated database with limited-privilege credentials. See state/postgres.md for secure setup guidance.

  1. Check for connection configuration first:

    # Check .prose/.env for OPENPROSE_POSTGRES_URL
    cat .prose/.env 2>/dev/null | grep OPENPROSE_POSTGRES_URL
    # Or check environment variable
    echo $OPENPROSE_POSTGRES_URL
    
  2. If connection string exists, verify connectivity:

    psql "$OPENPROSE_POSTGRES_URL" -c "SELECT 1" 2>&1
    
  3. If not configured or connection fails, advise the user:

    ⚠️  PostgreSQL state requires a connection URL.
    
    To configure:
    1. Set up a PostgreSQL database (local or cloud)
    2. Add connection string to .prose/.env:
    
       echo "OPENPROSE_POSTGRES_URL=postgresql://user:pass@localhost:5432/prose" >> .prose/.env
    
    Quick local setup:
       createdb prose
       echo "OPENPROSE_POSTGRES_URL=postgresql://postgres@localhost:5432/prose" >> .prose/.env
    
    See state/postgres.md for detailed setup options.
    
  4. Only after successful connection check, load state/postgres.md

This mode requires both psql CLI and a running PostgreSQL server. If either is unavailable, warn and offer fallback to filesystem state.

Context warning: compiler.md is large. Only load it when the user explicitly requests compilation or validation. After compiling, recommend /compact or a new session before running—don't keep both docs in context.

Examples

The examples/ directory contains 37 example programs:

  • 01-08: Basics (hello world, research, code review, debugging)
  • 09-12: Agents and skills
  • 13-15: Variables and composition
  • 16-19: Parallel execution
  • 20-21: Loops and pipelines
  • **22-

Truncated for display — read the full file on GitHub.

Related Skills

View on GitHub
GitHub Stars0
CategoryAutomation
Updated1mo ago
Forks0

Trust signals

80/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

1 medium1 low
prose — Universal Skill: Install & Safety Check | SkillAgent