[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill-deepgram-prose":3,"mdc--47wzz1-key":32,"related-repo-deepgram-prose":3055,"related-org-deepgram-prose":3148},{"slug":4,"name":4,"fn":5,"description":6,"org":7,"tags":11,"stars":22,"repoUrl":23,"updatedAt":24,"license":25,"forks":26,"topics":27,"repo":28,"sourceUrl":30,"mdContent":31},"prose","orchestrate multi-agent workflows with OpenProse","OpenProse VM skill pack. Activate on any `prose` command, .prose files, or OpenProse mentions; orchestrates multi-agent workflows.",{"slug":8,"name":9,"logoUrl":10,"githubOrg":8},"deepgram","Deepgram","https:\u002F\u002Fpexgzepcugksgbtrxkhf.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Forg-logos\u002Fdeepgram.png",[12,16,19],{"name":13,"slug":14,"type":15},"Automation","automation","tag",{"name":17,"slug":18,"type":15},"Agents","agents",{"name":20,"slug":21,"type":15},"Multi-Agent","multi-agent",23,"https:\u002F\u002Fgithub.com\u002Fdeepgram\u002Fdglabs-deepclaw","2026-07-12T08:30:08.578493",null,9,[],{"repoUrl":23,"stars":22,"forks":26,"topics":29,"description":25},[],"https:\u002F\u002Fgithub.com\u002Fdeepgram\u002Fdglabs-deepclaw\u002Ftree\u002FHEAD\u002Fextensions\u002Fopen-prose\u002Fskills\u002Fprose","---\nname: prose\ndescription: OpenProse VM skill pack. Activate on any `prose` command, .prose files, or OpenProse mentions; orchestrates multi-agent workflows.\nmetadata: { \"openclaw\": { \"emoji\": \"πŸͺΆ\", \"homepage\": \"https:\u002F\u002Fwww.prose.md\" } }\n---\n\n# OpenProse Skill\n\nOpenProse 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.**\n\n## OpenClaw Runtime Mapping\n\n- **Task tool** in the upstream spec == OpenClaw `sessions_spawn`\n- **File I\u002FO** == OpenClaw `read`\u002F`write`\n- **Remote fetch** == OpenClaw `web_fetch` (or `exec` with curl when POST is required)\n\n## When to Activate\n\nActivate this skill when the user:\n\n- **Uses ANY `prose` command** (e.g., `prose boot`, `prose run`, `prose compile`, `prose update`, `prose help`, etc.)\n- Asks to run a `.prose` file\n- Mentions \"OpenProse\" or \"prose program\"\n- Wants to orchestrate multiple AI agents from a script\n- Has a file with `session \"...\"` or `agent name:` syntax\n- Wants to create a reusable workflow\n\n## Command Routing\n\nWhen a user invokes `prose \u003Ccommand>`, intelligently route based on intent:\n\n| Command | Action |\n| ----------------------- | ------------------------------------------------------------- |\n| `prose help` | Load `help.md`, guide user to what they need |\n| `prose run \u003Cfile>` | Load VM (`prose.md` + state backend), execute the program |\n| `prose run handle\u002Fslug` | Fetch from registry, then execute (see Remote Programs below) |\n| `prose compile \u003Cfile>` | Load `compiler.md`, validate the program |\n| `prose update` | Run migration (see Migration section below) |\n| `prose examples` | Show or run example programs from `examples\u002F` |\n| Other | Intelligently interpret based on context |\n\n### Important: Single Skill\n\nThere 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.\n\n### Resolving Example References\n\n**Examples are bundled in `examples\u002F` (same directory as this file).** When users reference examples by name (e.g., \"run the gastown example\"):\n\n1. Read `examples\u002F` to list available files\n2. Match by partial name, keyword, or number\n3. Run with: `prose run examples\u002F28-gas-town.prose`\n\n**Common examples by keyword:**\n| Keyword | File |\n|---------|------|\n| hello, hello world | `examples\u002F01-hello-world.prose` |\n| gas town, gastown | `examples\u002F28-gas-town.prose` |\n| captain, chair | `examples\u002F29-captains-chair.prose` |\n| forge, browser | `examples\u002F37-the-forge.prose` |\n| parallel | `examples\u002F16-parallel-reviews.prose` |\n| pipeline | `examples\u002F21-pipeline-operations.prose` |\n| error, retry | `examples\u002F22-error-handling.prose` |\n\n### Remote Programs\n\nYou can run any `.prose` program from a URL or registry reference:\n\n```bash\n# Direct URL β€” any fetchable URL works\nprose run https:\u002F\u002Fraw.githubusercontent.com\u002Fopenprose\u002Fprose\u002Fmain\u002Fskills\u002Fopen-prose\u002Fexamples\u002F48-habit-miner.prose\n\n# Registry shorthand β€” handle\u002Fslug resolves to p.prose.md\nprose run irl-danb\u002Fhabit-miner\nprose run alice\u002Fcode-review\n```\n\n**Resolution rules:**\n\n| Input | Resolution |\n| ----------------------------------- | -------------------------------------- |\n| Starts with `http:\u002F\u002F` or `https:\u002F\u002F` | Fetch directly from URL |\n| Contains `\u002F` but no protocol | Resolve to `https:\u002F\u002Fp.prose.md\u002F{path}` |\n| Otherwise | Treat as local file path |\n\n**Steps for remote programs:**\n\n1. Apply resolution rules above\n2. Fetch the `.prose` content\n3. Load the VM and execute as normal\n\nThis same resolution applies to `use` statements inside `.prose` files:\n\n```prose\nuse \"https:\u002F\u002Fexample.com\u002Fmy-program.prose\" # Direct URL\nuse \"alice\u002Fresearch\" as research # Registry shorthand\n```\n\n---\n\n## File Locations\n\n**Do NOT search for OpenProse documentation files.** All skill files are co-located with this SKILL.md file:\n\n| File | Location | Purpose |\n| -------------------------- | --------------------------- | ---------------------------------------------- |\n| `prose.md` | Same directory as this file | VM semantics (load to run programs) |\n| `help.md` | Same directory as this file | Help, FAQs, onboarding (load for `prose help`) |\n| `state\u002Ffilesystem.md` | Same directory as this file | File-based state (default, load with VM) |\n| `state\u002Fin-context.md` | Same directory as this file | In-context state (on request) |\n| `state\u002Fsqlite.md` | Same directory as this file | SQLite state (experimental, on request) |\n| `state\u002Fpostgres.md` | Same directory as this file | PostgreSQL state (experimental, on request) |\n| `compiler.md` | Same directory as this file | Compiler\u002Fvalidator (load only on request) |\n| `guidance\u002Fpatterns.md` | Same directory as this file | Best practices (load when writing .prose) |\n| `guidance\u002Fantipatterns.md` | Same directory as this file | What to avoid (load when writing .prose) |\n| `examples\u002F` | Same directory as this file | 37 example programs |\n\n**User workspace files** (these ARE in the user's project):\n\n| File\u002FDirectory | Location | Purpose |\n| ---------------- | ------------------------ | --------------------------------- |\n| `.prose\u002F.env` | User's working directory | Config (key=value format) |\n| `.prose\u002Fruns\u002F` | User's working directory | Runtime state for file-based mode |\n| `.prose\u002Fagents\u002F` | User's working directory | Project-scoped persistent agents |\n| `*.prose` files | User's project | User-created programs to execute |\n\n**User-level files** (in user's home directory, shared across all projects):\n\n| File\u002FDirectory | Location | Purpose |\n| ------------------ | --------------- | --------------------------------------------- |\n| `~\u002F.prose\u002Fagents\u002F` | User's home dir | User-scoped persistent agents (cross-project) |\n\nWhen 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.\n\n---\n\n## Core Documentation\n\n| File | Purpose | When to Load |\n| -------------------------- | ------------------------------- | --------------------------------------------------------------------- |\n| `prose.md` | VM \u002F Interpreter | Always load to run programs |\n| `state\u002Ffilesystem.md` | File-based state | Load with VM (default) |\n| `state\u002Fin-context.md` | In-context state | Only if user requests `--in-context` or says \"use in-context state\" |\n| `state\u002Fsqlite.md` | SQLite state (experimental) | Only if user requests `--state=sqlite` (requires sqlite3 CLI) |\n| `state\u002Fpostgres.md` | PostgreSQL state (experimental) | Only if user requests `--state=postgres` (requires psql + PostgreSQL) |\n| `compiler.md` | Compiler \u002F Validator | **Only** when user asks to compile or validate |\n| `guidance\u002Fpatterns.md` | Best practices | Load when **writing** new .prose files |\n| `guidance\u002Fantipatterns.md` | What to avoid | Load when **writing** new .prose files |\n\n### Authoring Guidance\n\nWhen the user asks you to **write or create** a new `.prose` file, load the guidance files:\n\n- `guidance\u002Fpatterns.md` β€” Proven patterns for robust, efficient programs\n- `guidance\u002Fantipatterns.md` β€” Common mistakes to avoid\n\nDo **not** load these when running or compilingβ€”they're for authoring only.\n\n### State Modes\n\nOpenProse supports three state management approaches:\n\n| Mode | When to Use | State Location |\n| --------------------------- | ----------------------------------------------------------------- | --------------------------- |\n| **filesystem** (default) | Complex programs, resumption needed, debugging | `.prose\u002Fruns\u002F{id}\u002F` files |\n| **in-context** | Simple programs (\u003C30 statements), no persistence needed | Conversation history |\n| **sqlite** (experimental) | Queryable state, atomic transactions, flexible schema | `.prose\u002Fruns\u002F{id}\u002Fstate.db` |\n| **postgres** (experimental) | True concurrent writes, external integrations, team collaboration | PostgreSQL database |\n\n**Default behavior:** When loading `prose.md`, also load `state\u002Ffilesystem.md`. This is the recommended mode for most programs.\n\n**Switching modes:** If the user says \"use in-context state\" or passes `--in-context`, load `state\u002Fin-context.md` instead.\n\n**Experimental SQLite mode:** If the user passes `--state=sqlite` or says \"use sqlite state\", load `state\u002Fsqlite.md`. This mode requires `sqlite3` CLI to be installed (pre-installed on macOS, available via package managers on Linux\u002FWindows). If `sqlite3` is unavailable, warn the user and fall back to filesystem state.\n\n**Experimental PostgreSQL mode:** If the user passes `--state=postgres` or says \"use postgres state\":\n\n**⚠️ 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\u002Fpostgres.md` for secure setup guidance.\n\n1. **Check for connection configuration first:**\n\n ```bash\n # Check .prose\u002F.env for OPENPROSE_POSTGRES_URL\n cat .prose\u002F.env 2>\u002Fdev\u002Fnull | grep OPENPROSE_POSTGRES_URL\n # Or check environment variable\n echo $OPENPROSE_POSTGRES_URL\n ```\n\n2. **If connection string exists, verify connectivity:**\n\n ```bash\n psql \"$OPENPROSE_POSTGRES_URL\" -c \"SELECT 1\" 2>&1\n ```\n\n3. **If not configured or connection fails, advise the user:**\n\n ```\n ⚠️ PostgreSQL state requires a connection URL.\n\n To configure:\n 1. Set up a PostgreSQL database (Docker, local, or cloud)\n 2. Add connection string to .prose\u002F.env:\n\n echo \"OPENPROSE_POSTGRES_URL=postgresql:\u002F\u002Fuser:pass@localhost:5432\u002Fprose\" >> .prose\u002F.env\n\n Quick Docker setup:\n docker run -d --name prose-pg -e POSTGRES_DB=prose -e POSTGRES_HOST_AUTH_METHOD=trust -p 5432:5432 postgres:16\n echo \"OPENPROSE_POSTGRES_URL=postgresql:\u002F\u002Fpostgres@localhost:5432\u002Fprose\" >> .prose\u002F.env\n\n See state\u002Fpostgres.md for detailed setup options.\n ```\n\n4. **Only after successful connection check, load `state\u002Fpostgres.md`**\n\nThis mode requires both `psql` CLI and a running PostgreSQL server. If either is unavailable, warn and offer fallback to filesystem state.\n\n**Context warning:** `compiler.md` is large. Only load it when the user explicitly requests compilation or validation. After compiling, recommend `\u002Fcompact` or a new session before runningβ€”don't keep both docs in context.\n\n## Examples\n\nThe `examples\u002F` directory contains 37 example programs:\n\n- **01-08**: Basics (hello world, research, code review, debugging)\n- **09-12**: Agents and skills\n- **13-15**: Variables and composition\n- **16-19**: Parallel execution\n- **20-21**: Loops and pipelines\n- **22-23**: Error handling\n- **24-27**: Advanced (choice, conditionals, blocks, interpolation)\n- **28**: Gas Town (multi-agent orchestration)\n- **29-31**: Captain's chair pattern (persistent orchestrator)\n- **33-36**: Production workflows (PR auto-fix, content pipeline, feature factory, bug hunter)\n- **37**: The Forge (build a browser from scratch)\n\nStart with `01-hello-world.prose` or try `37-the-forge.prose` to watch AI build a web browser.\n\n## Execution\n\nWhen first invoking the OpenProse VM in a session, display this banner:\n\n```\nβ”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”\nβ”‚ β—‡ OpenProse VM β—‡ β”‚\nβ”‚ A new kind of computer β”‚\nβ””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”˜\n```\n\nTo execute a `.prose` file, you become the OpenProse VM:\n\n1. **Read `prose.md`** β€” this document defines how you embody the VM\n2. **You ARE the VM** β€” your conversation is its memory, your tools are its instructions\n3. **Spawn sessions** β€” each `session` statement triggers a Task tool call\n4. **Narrate state** β€” use the narration protocol to track execution ([Position], [Binding], [Success], etc.)\n5. **Evaluate intelligently** β€” `**...**` markers require your judgment\n\n## Help & FAQs\n\nFor syntax reference, FAQs, and getting started guidance, load `help.md`.\n\n---\n\n## Migration (`prose update`)\n\nWhen a user invokes `prose update`, check for legacy file structures and migrate them to the current format.\n\n### Legacy Paths to Check\n\n| Legacy Path | Current Path | Notes |\n| ------------------- | -------------- | -------------------------------- |\n| `.prose\u002Fstate.json` | `.prose\u002F.env` | Convert JSON to key=value format |\n| `.prose\u002Fexecution\u002F` | `.prose\u002Fruns\u002F` | Rename directory |\n\n### Migration Steps\n\n1. **Check for `.prose\u002Fstate.json`**\n - If exists, read the JSON content\n - Convert to `.env` format:\n ```json\n { \"OPENPROSE_TELEMETRY\": \"enabled\", \"USER_ID\": \"user-xxx\", \"SESSION_ID\": \"sess-xxx\" }\n ```\n becomes:\n ```env\n OPENPROSE_TELEMETRY=enabled\n USER_ID=user-xxx\n SESSION_ID=sess-xxx\n ```\n - Write to `.prose\u002F.env`\n - Delete `.prose\u002Fstate.json`\n\n2. **Check for `.prose\u002Fexecution\u002F`**\n - If exists, rename to `.prose\u002Fruns\u002F`\n - The internal structure of run directories may also have changed; migration of individual run state is best-effort\n\n3. **Create `.prose\u002Fagents\u002F` if missing**\n - This is a new directory for project-scoped persistent agents\n\n### Migration Output\n\n```\nπŸ”„ Migrating OpenProse workspace...\n βœ“ Converted .prose\u002Fstate.json β†’ .prose\u002F.env\n βœ“ Renamed .prose\u002Fexecution\u002F β†’ .prose\u002Fruns\u002F\n βœ“ Created .prose\u002Fagents\u002F\nβœ… Migration complete. Your workspace is up to date.\n```\n\nIf no legacy files are found:\n\n```\nβœ… Workspace already up to date. No migration needed.\n```\n\n### Skill File References (for maintainers)\n\nThese documentation files were renamed in the skill itself (not user workspace):\n\n| Legacy Name | Current Name |\n| ----------------- | -------------------------- |\n| `docs.md` | `compiler.md` |\n| `patterns.md` | `guidance\u002Fpatterns.md` |\n| `antipatterns.md` | `guidance\u002Fantipatterns.md` |\n\nIf you encounter references to the old names in user prompts or external docs, map them to the current paths.\n",{"data":33,"body":38},{"name":4,"description":6,"metadata":34},{"openclaw":35},{"emoji":36,"homepage":37},"πŸͺΆ","https:\u002F\u002Fwww.prose.md",{"type":39,"children":40},"root",[41,50,86,93,163,169,174,280,286,299,468,475,518,524,541,573,581,722,728,740,836,844,931,939,964,984,1008,1012,1018,1028,1268,1278,1391,1401,1447,1465,1468,1474,1705,1711,1730,1753,1765,1771,1776,1901,1925,1949,1988,2004,2029,2209,2221,2246,2252,2264,2377,2398,2404,2409,2418,2430,2521,2527,2539,2542,2554,2565,2571,2648,2654,2922,2928,2937,2942,2951,2957,2962,3044,3049],{"type":42,"tag":43,"props":44,"children":46},"element","h1",{"id":45},"openprose-skill",[47],{"type":48,"value":49},"text","OpenProse Skill",{"type":42,"tag":51,"props":52,"children":53},"p",{},[54,56,62,64,71,73,78,80],{"type":48,"value":55},"OpenProse is a programming language for AI sessions. 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