A skill generation framework that converts Ansible modules into portable AI agent skills.
Project description
AnsibleClaw
A skill generation framework that converts Ansible modules into portable AI agent skill packages.
Overview
AnsibleClaw bridges Ansible's 3000+ modules to AI agents (Cursor, Claude Code, etc.) by generating full skill packages from ansible-doc documentation. Each package includes a SKILL.md, wrapper scripts, prerequisite checks, and a ready-to-use playbook. Generated skills only depend on ansible-core at runtime -- no custom package needed.
Build-time -- Run ansibleclaw to scrape Ansible module docs and generate skill packages.
Runtime -- Generated skills teach AI agents standard ansible CLI commands. Only ansible-core required.
Installation
# Install from PyPI
pip install ansible-claw
# Install with web dashboard
pip install "ansible-claw[ui]"
# Or install from source for development
pip install -e ".[ui,dev]"
Quick Start
# Search for modules
ansibleclaw search "redis"
ansibleclaw search "container" --namespace community.docker
# Generate a skill package
ansibleclaw generate "ansible.builtin.apt"
# Generate and create a distributable ZIP
ansibleclaw generate "ansible.builtin.apt" --zip
# Generate and install directly into Cursor
ansibleclaw generate "community.general.redis" --install cursor
# Generate and install directly into Claude Code
ansibleclaw generate "community.docker.docker_container" --install claude
# Launch the web dashboard
ansibleclaw ui
How It Works
- Search -- Find the right Ansible module with
ansibleclaw searchor theansible_searchskill - Generate -- Convert a module into a full skill package with
ansibleclaw generate - Use -- The AI agent reads the SKILL.md and runs standard
ansibleCLI commands - Distribute -- Download as ZIP from the web dashboard or use
--zipon the CLI
Generated skills are portable: copy them into ~/.cursor/skills/, ~/.claude/skills/, or any agent's skill directory. ZIP packages can be uploaded directly to Claude.ai or shared via agentskill.sh. They work anywhere ansible-core is installed.
AI agents: before Skills vs after Skills
Products such as Claude Desktop and Cursor can load Agent Skills so the model follows project-specific instructions and file layouts. The same user request behaves very differently depending on whether a relevant skill is installed.
Before Skills -- The assistant often falls back to a generic interview: it asks follow-up questions through UI cards or chat (for example, which OS your hosts run) before it proposes commands. Answers are not tied to your repository, and you still have to translate advice into your own playbooks and automation layout.
After Skills -- The assistant loads the matching skill (you may see an indicator such as "Reading the ansible-package skill" in the product UI). It then gives concrete, repo-shaped guidance: which scripts to run (scripts/check.sh), how to edit assets/playbook.yml, and how to drive Ansible Automation Platform with scripts/aap_run.py, aligned with the dual-mode flow in each generated package.
| Aspect | Before Skills | After Skills |
|---|---|---|
| Discovery | Broad questions (OS, tooling, environment) | Reads SKILL.md and optional built-ins (ansible_search, ansible_manager, …) |
| Output | General Ansible snippets or prose | Paths and commands that match the generated skill layout |
| AAP / production | Often omitted or hand-wavy | Uses embedded AAP instructions and aap_run.py when configured |
| Repeatability | You copy-paste and adapt each time | Same package can be shared (ZIP, repo, team skills/ dir) |
See docs/user-guide.md for setup, CLI, dashboard, and workflows.
Generated Skill Package
Each generated skill is a complete Agent Skills package with dual-mode execution (CLI + AAP):
ansible_apt/
├── SKILL.md # Main instructions (CLI + AAP dual-mode)
├── scripts/
│ ├── run.sh # CLI wrapper (dry-run by default, --apply to execute)
│ ├── check.sh # Prerequisite validator (CLI + AAP connectivity)
│ └── aap_run.py # AAP Controller API helper (Python stdlib only)
└── assets/
├── playbook.yml # Ready-to-use Ansible playbook
└── requirements.yml # Galaxy collection pin (non-`ansible.builtin` modules only)
| File | Purpose | Dependency |
|---|---|---|
SKILL.md |
Agent reads this to learn module parameters, CLI usage, and AAP API usage | None |
scripts/run.sh |
Wraps ansible CLI with sane defaults and safe dry-run mode |
ansible-core |
scripts/check.sh |
Validates CLI and AAP prerequisites | ansible-core, curl |
scripts/aap_run.py |
Launches ad-hoc commands and job templates via AAP Controller API | Python 3 (stdlib) |
assets/playbook.yml |
Ansible playbook with example tasks for the module | ansible-core |
assets/requirements.yml |
Declares the collection for Galaxy install (omitted for builtins) | ansible-galaxy |
CLI Reference
ansibleclaw generate
Generate a full skill package for any Ansible module.
ansibleclaw generate <module> [--install PLATFORM] [--output DIR] [--zip]
| Option | Description |
|---|---|
module |
Fully-qualified module name (e.g., ansible.builtin.apt) |
--install |
Install directly to cursor or claude |
--output |
Write to a custom directory |
--zip |
Also create a .zip archive for distribution |
# Default: writes full package to skills/ansible_apt/
ansibleclaw generate "ansible.builtin.apt"
# Generate + create distributable ZIP
ansibleclaw generate "ansible.builtin.apt" --zip
# Install to Cursor: writes to ~/.cursor/skills/ansible_redis/
ansibleclaw generate "community.general.redis" --install cursor
# Custom path
ansibleclaw generate "ansible.builtin.user" --output /tmp/my-skills/
# Batch generate with ZIP
for module in ansible.builtin.apt ansible.builtin.systemd community.docker.docker_container; do
ansibleclaw generate "$module" --install cursor --zip
done
ansibleclaw search
Search for Ansible modules by keyword.
ansibleclaw search [keyword] [--namespace NS] [--detail MODULE]
| Option | Description |
|---|---|
keyword |
Search term to match against module names and descriptions |
--namespace, -n |
Filter to a namespace (e.g., community.docker) |
--detail |
Show full JSON documentation for a module |
ansibleclaw search "redis"
ansibleclaw search "container" -n community.docker
ansibleclaw search --namespace ansible.builtin
ansibleclaw search --detail "community.general.redis"
ansibleclaw ui
Launch the web management dashboard.
ansibleclaw ui [--port PORT]
Starts at http://localhost:8600 by default. Requires pip install "ansible-claw[ui]".
Web Dashboard
Start with ansibleclaw ui and open http://localhost:8600.
Skills Library (/skills) -- View all skills (built-in + generated), click to read SKILL.md content, download as ZIP, delete generated skills, or install to Cursor/Claude with one click.
Module Search (/search) -- Search Ansible modules by keyword and namespace. View module parameters and examples inline. Jump to the generator from any result.
Skill Generator (/generate) -- Enter a module name, preview the generated SKILL.md in real time, choose a target (project / Cursor / Claude / custom path), and generate a full skill package. Download as ZIP from the success message.
Built-In Skills
These ship inside the ansible-claw package and are always available -- no repo checkout needed.
| Skill | Purpose | Runtime Dependency |
|---|---|---|
ansible_manager |
Teaches AI to run any Ansible module via CLI or AAP | ansible-core |
ansible_search |
Teaches AI to discover modules via ansible-doc |
ansible-core |
ansible_skills_factory |
Teaches AI to generate new dual-mode skills on-demand | ansibleclaw |
ansible_aap_guide |
Teaches AI how to use AAP as the production execution platform | Python 3 (stdlib) |
Dependencies
| Context | Install command |
|---|---|
| Core CLI | pip install ansible-claw |
| With web dashboard | pip install "ansible-claw[ui]" |
| With dev tools | pip install "ansible-claw[dev]" |
| Runtime (on target) | ansible-core only |
AAP Integration (Production Execution)
Generated skills include dual-mode execution: local CLI for development/testing, and AAP Controller API for governed production runs. Set these environment variables to enable AAP mode:
| Variable | Required | Description |
|---|---|---|
AAP_CONTROLLER_URL |
yes | Base URL of the AAP/AWX controller |
AAP_CONTROLLER_TOKEN |
yes | OAuth2 bearer token |
AAP_VERIFY_SSL |
no | Set to false for self-signed certs (default: true) |
AAP_DEFAULT_INVENTORY |
no | Default inventory name or ID |
AAP_DEFAULT_CREDENTIAL |
no | Default credential name or ID |
AAP_DEFAULT_ORGANIZATION |
no | Organization name (default: Default) |
When these are set, each skill's scripts/aap_run.py can execute modules through AAP:
# Ad-hoc command via AAP
python3 scripts/aap_run.py adhoc "name=nginx state=present" --inventory Production --credential "SSH Key"
# Launch a job template
python3 scripts/aap_run.py launch "deploy-webservers" --extra-vars '{"version": "2.0"}'
Compatible with both AWX (free upstream) and Red Hat AAP Controller (commercial).
Configuration
| Environment Variable | Default | Description |
|---|---|---|
ANSIBLECLAW_SKILLS_DIR |
./skills/ (CWD) |
Where generated skills are written |
ANSIBLECLAW_GALAXY_URL |
https://galaxy.ansible.com |
Galaxy API base URL for remote doc fallback |
ANSIBLECLAW_COLLECTIONS_PATH |
(empty) | Optional collections path (sets ANSIBLE_COLLECTIONS_PATH when set) |
AAP-related defaults can also be stored in .ansibleclaw.yml (under aap:); environment variables override file values. See the user guide for the full list.
Project Structure
AnsibleClaw/
├── src/ansibleclaw/ # Python package (pip install ansible-claw)
│ ├── cli.py # CLI: generate / search / ui
│ ├── config.py # Configuration + paths
│ ├── core/
│ │ ├── parser.py # ansible-doc scraping + extraction
│ │ └── packager.py # ZIP packaging for skill distribution
│ ├── builtins/ # Built-in skills (shipped in wheel)
│ │ ├── ansible_manager/ # General-purpose Ansible executor (CLI + AAP)
│ │ ├── ansible_search/ # Module discovery via ansible-doc
│ │ ├── ansible_skills_factory/ # On-demand skill generation
│ │ └── ansible_aap_guide/ # AAP integration guide
│ ├── templates/ # Jinja2 skill blueprints (shipped in wheel)
│ │ ├── skill_template.md # SKILL.md template (dual-mode: CLI + AAP)
│ │ ├── run.sh.j2 # CLI wrapper script template
│ │ ├── check.sh.j2 # Prerequisite checker template (CLI + AAP)
│ │ ├── aap_run.py.j2 # AAP Controller API helper template
│ │ └── playbook.yml.j2 # Ansible playbook template
│ └── web/ # Optional web dashboard (FastAPI + HTMX)
│ ├── app.py # Routes (including ZIP download)
│ ├── templates/ # Jinja2 HTML templates (Pico CSS)
│ └── static/ # CSS (dark/light themes)
├── skills/ # Generated skills (user output, CWD-based)
├── tests/ # Test suite
├── docs/ # Documentation
│ └── user-guide.md # Comprehensive user guide
├── pyproject.toml # Package definition (ansible-claw on PyPI)
└── README.md
Documentation
See docs/user-guide.md for the comprehensive user guide covering CLI usage, web dashboard walkthrough, end-to-end workflows, inventory setup, and troubleshooting.
License
Apache License 2.0 -- see LICENSE for details.
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