$ show classmethod/tsumiki
tsumiki is a Claude Code plugin and skill library that operationalizes AI Test-Driven Development (AITDD). It exposes slash commands (`/dev-impl`, `/dev-debug`, `/ipa-security-check`, `/orchestrate`) and Markdown-based skills that guide an AI coding agent through a Red-Green-Refactor-Validation cycle. The repository is not a standalone runtime; it is a development methodology toolkit whose primary artifacts are command definitions, skill instructions, and workflow orchestration logic consumed by Claude Code.
The LLM identified 4 files worth highlighting for reuse:
Implements a multi-agent security review pipeline: shard planning, parallel scanning agents, false-positive triage with persisted state, and SARIF output. Reusable as a reference for any security-audit automation that needs to split work across sub-agents and track findings deterministically.
Catalog of 8 concrete test optimization patterns (DB transactions, mocks, parallelization) with before/after code. Self-contained and adaptable to any language/test framework; demonstrates non-obvious testing techniques rather than framework boilerplate.
Provides a structured method for analyzing state transitions in a codebase, useful for debugging and impact analysis. The pattern is tool-agnostic and can be extracted into a standalone static-analysis checklist.
Core AITDD implementation skill that enforces a disciplined Red-Green-Refactor-Validation loop with confidence signals. The workflow rules are written as agent instructions and can be reused as a template for AI-driven TDD processes in other agent frameworks.