You are orchestrating a 4-phase development workflow. The user has described a task. Execute all phases in order, biasing toward action. Do not ask unnecessary questions — only flag genuine ambiguities (0-3 max) inline in the plan.
You are performing a quick codebase exploration. The user wants to understand a specific area of the codebase without making changes.
You are performing a post-implementation quality check on the current diff. The user has already made changes and wants them reviewed, documented, and prepared for commit.
Generic Astro 5.x expertise for tracing content collections, Zod schemas, component composition, TypeScript, and SSG patterns. Reads project CLAUDE.md at runtime for project-specific conventions.
Post-implementation diff review for correctness issues — logic errors, edge cases, null handling, failure states. Only reports findings with confidence >= 80.
Generic code path tracer that adapts to any stack. Identifies project type from config files, finds entry points, traces code paths, and reports structure. Reads project CLAUDE.md at runtime for project-specific conventions.
Checks the current diff against the project's CLAUDE.md conventions. Reports violations only — does not suggest improvements beyond what the conventions require.
Produces one decisive implementation blueprint from context gathered by other agents. Files to create/modify, execution order, test strategy, risks. Uses opus for maximum reasoning quality on architecture decisions.
Uses power tools
Uses Bash, Write, or Edit tools
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Personal AI coding workspace — one repo for all AI dev tooling.
Includes a Claude Code plugin marketplace (dev orchestrator with parallel stack-aware agents) and Cursor tooling (code review orchestrator with parallel reviewer agents). Claude Code ignores .cursor/; Cursor ignores .claude-plugin/ and plugins/. Both coexist cleanly.
A streamlined 4-phase development workflow that parallelizes stack-aware agents and biases toward action.
# From GitHub (anyone):
/plugin marketplace add DanielOchoa/ai-coding
# Local:
/plugin marketplace add <path-to-repo>/ai-coding
# Then install the plugin:
/plugin install dev@ai-coding
After marketplace install, commands become namespaced: /dev:run, /dev:scout, /dev:verify.
| Command | Purpose |
|---|---|
/dev:run [description] | Full 4-phase workflow: Context → Plan → Build → Verify + Ship |
/dev:scout [area] | Quick codebase exploration with stack detection |
/dev:verify [scope] | Post-implementation quality check + docs + commit |
| Agent | Model | Purpose |
|---|---|---|
| stack-detective | haiku | Fast project detection, reads CLAUDE.md, returns structured context |
| rails-specialist | sonnet | Rails 8 code tracing — MVC, ActiveRecord, Turbo/Stimulus |
| astro-specialist | sonnet | Astro 5.x code tracing — content collections, components, SSG |
| code-tracer | sonnet | Generic code path tracer — adapts to any stack as specialist fallback |
| tailwind-ui | sonnet | Tailwind CSS + frontend patterns, design system analysis |
| implementation-planner | opus | One decisive blueprint — files, order, tests, risks |
| bug-hunter | opus | Post-impl review — logic errors, edge cases (confidence >= 80) |
| convention-enforcer | haiku | CLAUDE.md compliance checking against the diff |
/dev:run Worksxhigh recommended). Tracers and UI analysis run on sonnet. Pure pattern-matching agents (stack-detective, convention-enforcer) run on haiku for speed and cost.~/.claude/agents/ — updates propagate automatically.Potential improvements to explore once the current orchestrator-worker pattern has been stress-tested across more projects.
npx claudepluginhub danielochoa/ai-coding --plugin devComprehensive feature development workflow with specialized agents for codebase exploration, architecture design, and quality review
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