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/openclaw

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

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ainativelang
6503 skills
Install
$ npx -y skills add sbhooley/ainativelang --skill openclaw --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/openclaw

Context preview

The summary Claude sees to decide when to auto-load this skill.

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

SKILL.md

openclaw.SKILL.md
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`**)
Read more
Ships withainativelang

Find Us on X: @ainativelang AI-led co-development project, human-initiated by Steven Hooley (x.com/sbhooley, stevenhooley.com, linkedin.com/in/sbhooley). Attribution details: docs/PROJECT_ORIGIN_AND_ATTRIBUTION.md and tooling/project_provenance.json.

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Python
Language
Apache-2.0
License
1mo ago
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7mo ago
Created
2d ago
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Repo: sbhooley/ainativelang

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