amplifier-tool-leverage-patterns Skill
Use when deciding how to expose an Amplifier workflow or automation tool — .dot attractor pipeline, Python lib, tool module, or CLI. Covers the four leverage levels, the DRY rule that keeps logic in ONE home, which levels a real consumer actually needs (and when a level is just ceremony), and the attractor-only case wh Published by microsoft in amplifier-bundle-skills.
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Developers using amplifier-bundle-skills, Includes SKILL.md, Reusable instructions
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Copy skill directory
2 months ago · MIT license
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What is amplifier-tool-leverage-patterns Skill?
Use when deciding how to expose an Amplifier workflow or automation tool — .dot attractor pipeline, Python lib, tool module, or CLI. Covers the four leverage levels, the DRY rule that keeps logic in ONE home, which levels a real consumer actually needs (and when a level is just ceremony), and the attractor-only case wh Published by microsoft in amplifier-bundle-skills. This profile combines repository metadata with install, compatibility, and usage signals so developers can quickly decide whether it fits their agent workflow before opening the source repository.
Automated repository signals based on public metadata such as recency, license, installation evidence, and adoption. These are not a security audit or endorsement. See how SkillIndex evaluates profiles.
Key capabilities
- Includes SKILL.md support
- Reusable instructions support
- Developers using amplifier-bundle-skills
Declared skill metadata
- Source file: skills/amplifier-tool-leverage-patterns/SKILL.md
These fields retain source and confidence evidence from the indexed SKILL.md.
Compatibility and setup
- Install or run with Copy skill directory
When to use amplifier-tool-leverage-patterns Skill
- Use it for developers using amplifier-bundle-skills.
Built with
Editorial notes
Source
- Creator: microsoft
- Repository: microsoft/amplifier-bundle-skills
- Skill file: skills/amplifier-tool-leverage-patterns/SKILL.md
What it does
Use when deciding how to expose an Amplifier workflow or automation tool — .dot attractor pipeline, Python lib, tool module, or CLI. Covers the four leverage levels, the DRY rule that keeps logic in ONE home, which levels a real consumer actually needs (and when a level is just ceremony), and the attractor-only case wh
Skill instructions
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 | Hum
Verified compatibility and discovery
Frequently asked questions
What is amplifier-tool-leverage-patterns?
amplifier-tool-leverage-patterns is a open-source AI agent skill with Copy skill directory. Use when deciding how to expose an Amplifier workflow or automation tool — .dot attractor pipeline, Python lib, tool module, or CLI.
Who is amplifier-tool-leverage-patterns best for?
amplifier-tool-leverage-patterns is best for reusing agent instructions, scripts, and references.
How do I install amplifier-tool-leverage-patterns?
Install or run amplifier-tool-leverage-patterns using Copy skill directory. Check amplifier-tool-leverage-patterns for the latest setup command.
Is amplifier-tool-leverage-patterns actively maintained?
amplifier-tool-leverage-patterns may need a closer maintenance check before production use.
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Review this source-backed profile, send a correction with evidence, or link to it from your documentation. Claims verify your relationship to the project; profile facts still require source evidence and editorial review.