amplifier-tool-leverage-patterns

Installation
SKILL.md

Amplifier Tool Leverage Levels

The Pattern

Problem: You've built a workflow/automation tool on Amplifier. Different consumers want to use it different ways — an attractor pipeline wants to compose it, a web app wants to import it, an agent wants to call it as a tool, a human wants a CLI. You don't want four copies of the logic.

Approach: Pick ONE home for the logic, then expose up to four leverage levels as thin adapters over that home. Build only the levels a real consumer demands.

Level Surface Consumer What it is
L1 .dot attractor pipelines Other pipelines / Resolve One .dot per command + a shared subgraph (folder-shape), run on the loop-pipeline engine (amplifier-bundle-attractor)
L2 Python lib Other codebases Each command an importable method; clean public API in __init__.py
L3 Amplifier tool modules Agents bundle.md + modules/tool-<name>/ wrapping each command as an agent-callable tool
L4 CLI Humans / scripts Thin click/argparse wrapper over the lib

The four levels, concretely

L1 — Standalone .dot attractor pipelines. One .dot per command, plus a shared subgraph factored out via a folder-shape node. Runs on the loop-pipeline engine anywhere — including inside the Amplifier Resolve dot-graph resolver: register a <name>.dot + <name>.resolver.yaml in the resolver's pipelines/ dir. Inside the graph, parallelogram nodes shell out to the tool's CLI (deterministic steps); box nodes are full LLM agents (synthesis steps). This is the level that lets your tool compose into larger attractor flows.

Installs
3
GitHub Stars
12
First Seen
Aug 29, 2026
amplifier-tool-leverage-patterns — microsoft/amplifier-bundle-skills