Skip to main content

ainl

Deterministic compiled graphs for OpenClaw (importer, runtime, MCP tools)

Source facts

Repository
sbhooley/ainativelang
Last source activity
May 5, 2026 at 15:34
Detected SKILL.md language
English
Stars
650
Forks
23

Install options

The review-first prompt is selected by default. You can switch to a direct command or download a local copy.

Review the source files

Read SKILL.md and any companion files shown by SkillsMP before deciding whether to install.

File Explorer
3 files

Showing SKILL.md

SKILL.md
Source instructions · Read-only preview
name
AINL
description
Deterministic compiled graphs for OpenClaw (importer, runtime, MCP tools)
install
./install.sh
install_alt
pip install 'ainativelang[mcp]' && ainl install-mcp --host openclaw
commands
["ainl import <source> — convert Markdown / ecosystem packs into `.ainl` graphs","ainl compile <file.ainl> — compile and validate deterministic graph IR","ainl run <file.ainl> — run compiled workflow (when your graph uses the runtime path)","~/.openclaw/bin/ainl-run <file.ainl> — compile-then-run wrapper after install-mcp --host openclaw (add ~/.openclaw/bin to PATH)"]
tags
["ainl","graphs","mcp","openclaw"]
metadata
{"openclaw":{"kind":"skill","upstream":"https://github.com/sbhooley/ainativelang","package_pypi":"ainativelang","mcp_server_key":"ainl","config_file":"~/.openclaw/openclaw.json","workspace_default":"~/.openclaw/workspace","onboarding_note":"OpenClaw expects `npm install` + `openclaw onboard` for the host CLI; this skill adds AINL (pip) + MCP + ainl-run.","install_channels":["ClawHub (when listed)","Manual copy to ~/.openclaw/skills or <workspace>/skills"]}}
# AINL for OpenClaw **AINL** is an AI-native language that compiles **deterministic graphs**. In [OpenClaw](https://openclaw.ai/), use it to import workflows, compile them, run them, and expose **`ainl-mcp`** tools to the agent via **`~/.openclaw/openclaw.json`**. **Package:** `ainativelang` **v1.8.0** (this tree; **PyPI** after publish — **`docs/RELEASING.md`**). Optional extras: `[mcp]`, `[solana]`. ## Agent instructions Follow this skill when the user is on **OpenClaw** (or wants **deterministic `.ainl` graphs** with **import / compile / run / MCP**). Prefer **`./install.sh`** from a checked-out skill folder, or the manual **`pip install 'ainativelang[mcp]' && ainl install-mcp --host openclaw`** path (alias **`ainl install-openclaw`**). OpenClaw does **not** use `zeroclaw skills install <url>` — install via **ClawHub** (if available) or **copy this folder** into **`~/.openclaw/skills`** or **`<workspace>/skills`**. After bootstrap, suggest the **morning briefing** prompt example below when it fits. ## When to use this skill - The user wants **portable, compiled workflows** (`.ainl`) instead of ad-hoc prompts. - They mention **import**, **compile**, **morning briefing**, **clawflows**, **ecosystem**, or **deterministic graphs**. - They need **MCP** access to validation / compile / ecosystem listing (`ainl-mcp`). ## Install (pick one) 1. **From this skill directory (after ClawHub or manual copy):** run `./install.sh` That optionally refreshes the **OpenClaw CLI** via npm, upgrades **`ainl[mcp]`**, and runs **`ainl install-mcp --host openclaw`** (MCP merge into **`openclaw.json`**, **`~/.openclaw/bin/ainl-run`** wrapper). 2. **Manual (no skill checkout):** `pip install 'ainativelang[mcp]' && ainl install-mcp --host openclaw` ## Commands the user cares about | Command | Purpose | |--------|---------| | `ainl import …` | Import Markdown or ecosystem sources into `.ainl` | | `ainl compile …` | Compile / validate graphs | | `ainl run …` | Execute a graph via the CLI runtime where applicable | | `~/.openclaw/bin/ainl-run <file.ainl>` | After `install-mcp --host openclaw`: wrapper that compiles then runs | ## After install — prompt suggestion Tell the user they can say in OpenClaw: > Import the morning briefing using AINL. (They should point the importer at their Markdown or pack; `ainl import` subcommands match their source type.) ## MCP Configure the host so **`mcp.servers.ainl`** in **`~/.openclaw/openclaw.json`** runs **`ainl-mcp`** as a stdio MCP server (see AINL docs: *OpenClaw integration* / *External orchestration*). **`ainl install-mcp --host openclaw`** merges that entry when missing. ## References - AINL: [github.com/sbhooley/ainativelang](https://github.com/sbhooley/ainativelang) - **Gold standard (profiles, caps, cron, bootstrap, verification):** [docs/operations/OPENCLAW_AINL_GOLD_STANDARD.md](https://github.com/sbhooley/ainativelang/blob/main/docs/operations/OPENCLAW_AINL_GOLD_STANDARD.md) — `openclaw_ainl_gold_standard` - **Host briefing — AINL v1.8.0 (what ships vs what OpenClaw must wire; doc key `openclaw_host_ainl_1_2_8`):** [docs/operations/OPENCLAW_HOST_AINL_1_2_8.md](https://github.com/sbhooley/ainativelang/blob/main/docs/operations/OPENCLAW_HOST_AINL_1_2_8.md) — `openclaw_host_ainl_1_2_8` - OpenClaw: [openclaw.ai](https://openclaw.ai/) - Package: **`ainativelang`** **v1.8.0** (this tree; **PyPI** after publish — **`docs/RELEASING.md`**)
View on GitHub