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wshobson/agents

This system is a modular plugin framework for AI coding assistants that provides specialized skills and agents for backend development, infrastructure operations, and file conversion. It includes a comprehensive evaluation engine that scores plugins across static, semantic, and statistical layers to ensure quality and portability. The architecture supports multi-harness generation, allowing a single source of truth to be adapted for various AI tools, while also enforcing governance policies for sensitive operations.

76.0

Strong · 2 August 2026

715

lines of production code

Python

with C#

1

bus factor · 80 authors in all

3

measurements over time

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How it got here

2025 · Backend and infrastructure skill expansion

This period focused on expanding the platform's capabilities by introducing specialized skills for backend development, Kubernetes operations, LLM application development, and .NET frameworks. Each new plugin adds structured guidance, templates, and reference documentation to support scalable, maintainable, and modern software engineering practices.

4 changes

2026 · plugin ecosystem expansion and evaluation

This period focused on establishing a comprehensive evaluation framework for plugins, introducing a multi-layered system for quality scoring, statistical analysis, and head-to-head comparison. Simultaneously, the project expanded its plugin library with new tools for file conversion, PowerPoint generation, and ML environment diagnostics, while also introducing a cross-platform adapter framework to support multiple AI coding assistants.

12 changes

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About this page

  • The description of this project is derived from its own commit history, not from its README.
  • The score is its highest published measurement, taken on 2 August 2026 at a pinned commit. It is not a live figure and does not change until the project is measured again.
  • Measured at commit c4b82b0ad7 — the exact code this score is about.
  • Scored under rubric rubric-2026.08.18. Score the same commit under that rubric and you get the same number.
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