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AtlasRepo

microsoft/waza — CLI / Framework for Agent Skills - create, test, measure and improve skill quality and effectiveness

Description and use

Here's a brief summary of the open-source project:

**Project Summary:** Microsoft's Waza is an open-source CLI and framework that simplifies the development, testing, and improvement of agent skills, enabling the creation of repeatable workflows and standardizing agent memory.

**Value Proposition:** The value of Waza lies in its ability to turn isolated prompts and tools into cohesive workflows, streamlining agent interactions and improving overall efficiency. This is particularly useful for coordinating multi-agent workflows, adding tool-use pipelines, and standardizing agent memory.

**Practical Adoption Path:** To adopt Waza, users can start by evaluating its feasibility through a small proof of concept and reviewing the project's README documentation. Once familiar with the framework, users can integrate Waza into their existing workflows, leveraging its capabilities to standardize agent interactions and improve overall efficiency.

**Production Readiness:** Waza is considered moderately production-ready, with a score of 74/100. While it is suitable for use in prototypes or internal workflows, users should perform dependency and maintenance checks before deploying it in a production environment. Additionally, a thorough review of the project's license, security posture, and active maintainers is recommended to mitigate potential risks.

Problem

microsoft/waza helps turn isolated prompts and tools into repeatable agent workflows.

Outcome

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.

Workflow

  • coordinate multi-agent workflows
  • add tool-use pipelines
  • standardize agent memory

Evidence

CLI / Framework for Agent Skills - create, test, measure and improve skill quality and effectiveness

Source

  • Record date: 2026-09-11T03:00:24.731Z