Joncik91/ucai
27 stars · Last commit 2026-04-06
A Claude Code plugin that solves the same problems as community frameworks (GSD, BMAD, Ralph, Agent OS) — but using the tool's native architecture instead of fighting it.
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# Ucai — Use Claude Code As Is A Claude Code plugin that solves the same problems as GSD, BMAD, Ralph, and Agent OS — but using Claude Code's native architecture instead of fighting it. v2.2 adds programmatic enforcement: phase dependencies are mechanically verified, not just instructed. Ucai was built from the inside out. We read the source code. We studied how Anthropic builds their own plugins. Every component maps 1:1 to a native Claude Code system — no wrappers, no personas, no bash loops. v2.2 extends this with the [never-forget](https://github.com/Joncik91/never-forget) engine — a programmatic enforcement layer that makes phase skipping impossible. ## 🥊 Frameworks vs. Ucai — What's Actually Different? Community frameworks were built from the outside in — wrapping Claude Code in bash scripts, mega-prompts, and persona engineering. Ucai is built from the inside out — using Claude Code's native systems exactly as Anthropic designed them. | Problem | Framework Approach | Ucai (Native) Approach | |---------|-------------------|----------------------| | Context rot | Bash wrappers spawning fresh sessions | Task tool already gives fresh context per agent | | No structure | Persona prompts + ceremonies | Commands with phased workflows + parallel agents | | No guardrails | CLAUDE.md rules (hope-based) | PreToolUse hooks + ContingencyEngine (deterministic) |