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side project / in daily use

Claude Toolkit

A Claude Code plugin that makes a general coding assistant specific to my stack and the way I work, while costing almost nothing in context per session.

role.

built and own it

status.

in daily use

type.

Claude Code plugin

stack.

claude code, plugins, skills, subagents, hooks, python, obsidian

Mockup of a Claude Code session running an audit with three review agents, with skills, agents and hooks listed
illustrative mockup with sample data. no client data.
28skills: 10 for domain knowledge, 18 workflow commands
5review agents that run in their own context
5hooks that check every edit, commit and session
v2rebuilt in September 2026 after a full audit

why.

Out of the box, Claude Code doesn't know my stack: SQL Server on Azure, Selenium portal automation, Airflow on Kubernetes, FastAPI, React and tabular ML. This plugin teaches it, without loading everything into every session.

how it's built.

Domain skills (SQL Server, Selenium, Airflow, Azure, Docker and Kubernetes, ML validation and more) only load when Claude touches a matching file. Workflow commands like blueprint, audit, backlog and dev docs cost nothing until I type them.

Reviews run in five subagents with their own context: PR review, security, code quality, Python and docs. The audit command runs three of them in parallel before a push.

Hooks check every edit for secrets, unsafe SQL and leftover debug code, run ruff, block commits that leak credentials and save state before the context gets compacted so long tasks pick up where they left off.

latest version.

In September I rebuilt it as a proper plugin around the newest Claude Code features and added an Obsidian vault for decisions and shared patterns that every tool can read.