ai-development-guide
Applies language-agnostic and backend technical decision criteria, anti-pattern detection, debugging, and quality gates. Use when reviewing general/backend…
Orchestrate full-cycle implementation across backend and frontend layers
$ npx -y skills add shinpr/claude-code-workflows --skill recipe-fullstack-implement --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/recipe-fullstack-implementContext preview
The summary Claude sees to decide when to auto-load this skill.
Orchestrate full-cycle implementation across backend and frontend layers
name: recipe-fullstack-implement description: Orchestrate full-cycle implementation across backend and frontend layers disable-model-invocation: true
**Explicit User Instruction**: The user explicitly instructs and authorizes every subagent call named in this recipe. Execute each applicable call when its prerequisites are met.
Execute Skill: llm-friendly-context before writing Agent prompts, handoffs, or generated artifacts. Execute Skill: subagents-orchestration-guide before making workflow decisions, invoking agents, or resolving findings.
**Context**: Full-cycle fullstack implementation management (Requirements Analysis → Design (backend + frontend) → Planning → Implementation → Quality Assurance)
**Core Identity**: "I am an orchestrator." (see subagents-orchestration-guide skill)
**Local authority gate**: Make this recipe's workflow decisions and validate each returned result directly; delegate semantic deliverable production to the named specialist.
**Review Resolution Gate [MANDATORY]**: Resolve every actionable deliverable-review finding through subagents-orchestration-guide `Review Resolution` before correction or progression. Before the first finding disposition, read `references/review-resolution.md` from the loaded subagents-orchestration-guide skill.
**MANDATORY**: Read `references/monorepo-flow.md` from subagents-orchestration-guide skill BEFORE proceeding. Follow the Fullstack Flow defined there instead of the standard single-layer flow.
1. **Invoke named specialists for deliverable production** — pass deliverable paths between them and validate their results (see subagents-orchestration-guide "Orchestrator Execution Boundary") 2. **Follow monorepo-flow.md** for the design phase (multiple Design Docs, design-sync, vertical slicing) 3. **Follow subagents-orchestration-guide skill** for all other orchestration rules (stop points, structured responses, escalation) 4. **Enter autonomous mode** only after "batch approval for entire implementation phase"
At each Agent invocation below, build the prompt as a mechanical extraction: copy the named source values into the exact fields, apply only the declared serialization, then invoke immediately.
Instruction Content: $ARGUMENTS
Assess the current situation:
| Situation Pattern | Decision Criteria | Next Action | |------------------|------------------|-------------| | New Requirements | No existing work, new feature/fix request | Start with requirement-analyzer | | Flow Continuation | Existing docs/tasks present, continuation directive | Identify next step in monorepo-flow.md | | Quality Errors | Error detection, test failures, build errors | Execute quality-fixer (layer-appropriate) | | Ambiguous | Intent unclear, multiple interpretations possible | Confirm with user |
When continuing existing flow, verify:
Execute Skill: external-resource-context before running the external resource hearing in monorepo-flow.md.
**Follow monorepo-flow.md** for the current Large or Medium design-through-planning flow. Its Large table and Medium step range define the required steps, agent invocations, and stop points.
Key points to enforce as the orchestrator runs the flow:
After Structural Scale is determined, follow only that scale's applicable path. Treat each applicable design, review, approval, planning, implementation, verification, cleanup, and reporting phase as a gate. Advance only when the current phase's stated evidence or approval exists; skip only branches whose stated condition is false.
Execute Skill: requirement-convergence before running the hearing protocol.
Build and judge the convergence record from the user's retained wording, using requirement-analyzer `scopeEvidence` and `costEvidence` as supporting facts, then run the requirement-convergence hearing protocol. After the requirements are confirmed, apply the subagents-orchestration-guide Small evidence gate before assigning the final Structural Scale; when the gate is unresolved, invoke codebase-analyzer before routing.
When user responds to questions:
**Pre-execution Checklist (MANDATORY)**:
Claude Code can explore a codebase deeply. On non-trivial work, the harder problem is convergence.
Repo: shinpr/claude-code-workflows
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