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Prose

by @mondilo1

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

Versionv0.1.0
Downloads2,763
TERMINAL
clawhub install prose

πŸ“– About This Skill


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

OpenProse Skill

OpenProse is a programming language for AI sessions. LLMs are simulatorsβ€”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.

Moltbot Runtime Mapping

  • Task tool in the upstream spec == Moltbot sessions_spawn
  • File I/O == Moltbot read/write
  • Remote fetch == Moltbot 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 , intelligently route based on intent:

    | Command | Action | |---------|--------| | prose help | Load help.md, guide user to what they need | | prose run | Load VM (prose.md + state backend), execute the program | | prose run handle/slug | Fetch from registry, then execute (see Remote Programs below) | | prose compile | 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 β€” any fetchable URL works
    prose run https://raw.githubusercontent.com/openprose/prose/main/skills/open-prose/examples/48-habit-miner.prose

    Registry shorthand β€” 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 β€” Proven patterns for robust, efficient programs
  • guidance/antipatterns.md β€” Common mistakes to avoid
  • Do not load these when running or compilingβ€”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 (Docker, local, or cloud) 2. Add connection string to .prose/.env:

    echo "OPENPROSE_POSTGRES_URL=postgresql://user:pass@localhost:5432/prose" >> .prose/.env

    Quick Docker setup: docker run -d --name prose-pg -e POSTGRES_DB=prose -e POSTGRES_HOST_AUTH_METHOD=trust -p 5432:5432 postgres:16 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 runningβ€”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
  • 22-23: Error handling
  • 24-27: Advanced (choice, conditionals, blocks, interpolation)
  • 28: Gas Town (multi-agent orchestration)
  • 29-31: Captain's chair pattern (persistent orchestrator)
  • 33-36: Production workflows (PR auto-fix, content pipeline, feature factory, bug hunter)
  • 37: The Forge (build a browser from scratch)
  • Start with 01-hello-world.prose or try 37-the-forge.prose to watch AI build a web browser.

    Execution

    When first invoking the OpenProse VM in a session, display this banner:

    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
    β”‚         β—‡ OpenProse VM β—‡            β”‚
    β”‚       A new kind of computer        β”‚
    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
    

    To execute a .prose file, you become the OpenProse VM:

    1. Read prose.md β€” this document defines how you embody the VM 2. You ARE the VM β€” your conversation is its memory, your tools are its instructions 3. Spawn sessions β€” each session statement triggers a Task tool call 4. Narrate state β€” use the narration protocol to track execution ([Position], [Binding], [Success], etc.) 5. Evaluate intelligently β€” ... markers require your judgment

    Help & FAQs

    For syntax reference, FAQs, and getting started guidance, load help.md.


    Migration (prose update)

    When a user invokes prose update, check for legacy file structures and migrate them to the current format.

    Legacy Paths to Check

    | Legacy Path | Current Path | Notes | |-------------|--------------|-------| | .prose/state.json | .prose/.env | Convert JSON to key=value format | | .prose/execution/ | .prose/runs/ | Rename directory |

    Migration Steps

    1. Check for .prose/state.json - If exists, read the JSON content - Convert to .env format:

         {"OPENPROSE_TELEMETRY": "enabled", "USER_ID": "user-xxx", "SESSION_ID": "sess-xxx"}
         
    becomes:
         OPENPROSE_TELEMETRY=enabled
         USER_ID=user-xxx
         SESSION_ID=sess-xxx
         
    - Write to .prose/.env - Delete .prose/state.json

    2. Check for .prose/execution/ - If exists, rename to .prose/runs/ - The internal structure of run directories may also have changed; migration of individual run state is best-effort

    3. Create .prose/agents/ if missing - This is a new directory for project-scoped persistent agents

    Migration Output

    πŸ”„ Migrating OpenProse workspace...
      βœ“ Converted .prose/state.json β†’ .prose/.env
      βœ“ Renamed .prose/execution/ β†’ .prose/runs/
      βœ“ Created .prose/agents/
    βœ… Migration complete. Your workspace is up to date.
    

    If no legacy files are found:

    βœ… Workspace already up to date. No migration needed.
    

    Skill File References (for maintainers)

    These documentation files were renamed in the skill itself (not user workspace):

    | Legacy Name | Current Name | |-------------|--------------| | docs.md | compiler.md | | patterns.md | guidance/patterns.md | | antipatterns.md | guidance/antipatterns.md |

    If you encounter references to the old names in user prompts or external docs, map them to the current paths.

    πŸ’‘ 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
  • 22-23: Error handling
  • 24-27: Advanced (choice, conditionals, blocks, interpolation)
  • 28: Gas Town (multi-agent orchestration)
  • 29-31: Captain's chair pattern (persistent orchestrator)
  • 33-36: Production workflows (PR auto-fix, content pipeline, feature factory, bug hunter)
  • 37: The Forge (build a browser from scratch)
  • Start with 01-hello-world.prose or try 37-the-forge.prose to watch AI build a web browser.