smithery.ai

parallel-builder

Divide-and-conquer implementation from specs/plans.

First seen Mar 28, 2026

Installation

$ npx skills add https://smithery.ai

Summary

  • Divide-and-conquer implementation from specs/plans.
  • Decomposes a reference document into independent tasks, assigns each to a builder agent, executes in parallel waves respecting dependencies, then integrates results.
  • Use when you have a spec, PRD, plan, or large feature to implement quickly with parallel execution.

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

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Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 19,528 B
  • docs SUMMARY.md 341 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 1 installs

SKILL.md

Parallel Builder: Divide-and-Conquer Implementation

Decomposes a plan/spec into independent tasks, spawns builder agents to implement each piece in parallel, and integrates the results. Unlike feature-council (same task, diverse approaches), this skill gives each agent a different piece of the work for maximum speed.

Use this when you have a spec, PRD, or plan and want fast parallel implementation.

When to Use

Use parallel-builder for:

  • Implementing a PRD or spec document
  • Large features that can be decomposed into parts
  • When speed matters more than approach diversity
  • Building from a reference file or detailed plan
  • Multi-file implementations with clear boundaries

Don't use for:

  • Bugs (use debug-council)
  • Features where you want diverse approaches (use feature-council)
  • Tasks that can't be parallelized
  • Simple single-file changes

Where Parallel-Builder Shines

🚀 Maximum Speedup: Multi-File Specs

Parallel-builder is fastest when your spec produces multiple independent files:

┌─────────────────────────────────────────────────────────────┐
│  IDEAL: Each agent owns different files                     │
├─────────────────────────────────────────────────────────────┤
│                                                             │
│  Wave 2: TRUE PARALLEL EXECUTION                            │
│  ┌─────────────────┐ ┌─────────────────┐ ┌────────────────┐│
│  │ Agent 1         │ │ Agent 2         │ │ Agent 3        ││
│  │ userService.ts  │ │ authService.ts  │ │ apiClient.ts   ││
│  └─────────────────┘ └─────────────────┘ └────────────────┘│
│          ↓                   ↓                   ↓          │
│      [PARALLEL - All 3 run simultaneously]                  │
│                                                             │
│  Speedup: ~3× faster than sequential                        │
└─────────────────────────────────────────────────────────────┘

Great use cases:

  • Full-stack features (types + services + routes + UI components)
  • Microservice implementations (multiple independent services)
  • CRUD APIs (each resource in its own files)
  • Plugin/module systems (each module independent)
  • Test suites (test files for different modules)

⚠️ Falls Back to Sequential: Single-File Specs

When multiple tasks modify the same file, parallel execution would cause conflicts. The skill automatically falls back to sequential:

┌─────────────────────────────────────────────────────────────┐
│  LIMITED: All agents modify same file                       │
├─────────────────────────────────────────────────────────────┤
│                                                             │
│  Wave 3: SEQUENTIAL (conflict avoidance)                    │
│  ┌─────────────────┐                                       │
│  │ Agent 1         │ → modifies BG600L.cpp                 │
│  └────────┬────────┘                                       │
│           ↓                                                 │
│  ┌─────────────────┐                                       │
│  │ Agent 2         │ → modifies BG600L.cpp                 │
│  └────────┬────────┘                                       │
│           ↓                                                 │
│  ┌─────────────────┐                                       │
│  │ Agent 3         │ → modifies BG600L.cpp                 │
│  └─────────────────┘                                       │
│                                                             │
│  No speedup, but still provides organized task breakdown    │
└─────────────────────────────────────────────────────────────┘

Still useful for:

  • Organized task breakdown and tracking
  • Clear separation of concerns
  • Systematic implementation of complex single-file changes

Speedup Estimate

Spec Type Parallel Potential Expected Speedup
Multi-file, independent modules High 50-80% faster
Multi-file, some shared Medium 30-50% faster
Few files, many functions Low 10-20% faster
Single file, many changes Minimal ~0% (sequential)

The skill will show you the estimated speedup in the execution plan before you confirm.


Step 0: Accept Plan Input

First, get the plan from the user. Accept one of:

  1. File path: User provides path to a spec, PRD, or plan file
  2. Inline description: User describes what to build
  3. Reference file: User points to existing code to replicate/extend
What would you like me to build? You can provide:
- A file path to a spec/PRD/plan
- A description of the feature
- A reference file to work from

I'll decompose it into parallel tasks for fast implementation.

Step 1: Analyze & Decompose

Read the plan and identify work units. For each unit, determine:

  1. Independence: Can it be built without waiting for others?
  2. Dependencies: What must exist before this can be built?
  3. Outputs: What files/interfaces does this create?
  4. Complexity: Rough estimate (small/medium/large)

Decomposition Rules

Rule Description
File boundaries One agent per file or closely related file group
Feature boundaries One agent per distinct feature/capability
Layer boundaries Separate by layer (types, services, API, UI)
Minimize coupling Tasks should have minimal interface dependencies

Create Dependency Graph

Identify three categories:

WAVE 1 (Foundation - No Dependencies):
- Shared types/interfaces
- Configuration
- Constants
- Base utilities

WAVE 2 (Core - Depends on Wave 1):
- Services
- Business logic
- Data access
- Core components

WAVE 3+ (Integration - Depends on Previous):
- API routes that use services
- UI that uses components
- Integration code
- Tests

Step 2: Define Shared Contracts

CRITICAL: Before spawning agents, define the contracts they share.

Create a shared context that ALL agents receive:

## Shared Contracts

### Interfaces
[Define all shared types/interfaces that multiple agents need]

### File Ownership
[Map which agent owns which files - no overlaps]

### Naming Conventions
[Consistent naming across all agents' work]

### Import Paths
[How agents should import from each other's domains]

This prevents conflicts and ensures pieces fit together.


Step 3: Present Execution Plan to User

Show the decomposition and get confirmation:

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
                    PARALLEL BUILD PLAN
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📋 Source: [file path or "inline description"]

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
                      TASK BREAKDOWN
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

## Wave 1: Foundation (3 agents in parallel)

| Task | Agent | Files | Complexity |
|------|-------|-------|------------|
| Create shared types | builder-solver-1 | types/*.ts | Small |
| Database schema | builder-solver-2 | schema.prisma | Medium |
| Config & constants | builder-solver-3 | config/*.ts | Small |

## Wave 2: Core (2 agents in parallel, after Wave 1)

| Task | Agent | Files | Depends On |
|------|-------|-------|------------|
| User service | builder-solver-4 | services/user.ts | Wave 1 types |
| Auth service | builder-solver-5 | services/auth.ts | Wave 1 types |

## Wave 3: Integration (1 agent, after Wave 2)

| Task | Agent | Files | Depends On |
|------|-------|-------|------------|
| API routes + wiring | builder-solver-6 | routes/*.ts, index.ts | Wave 1, 2 |

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
                       SUMMARY
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Total Tasks: 6
Total Waves: 3
Parallel Agents: Up to 3 concurrent
Estimated Speedup: ~50-60% faster than sequential

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Proceed with this plan? (y/n/modify)

If user says "modify", let them adjust task boundaries or wave assignments.


Step 4: Execute Wave by Wave

For Each Wave

  1. Prepare agent prompts with:

- Their specific task - Shared contracts (from Step 2) - Outputs from previous waves (if any) - Files they own (and must NOT touch others)

  1. Spawn agents IN PARALLEL:
Task(agent: "builder-solver-1", prompt: "[TASK 1 PROMPT]")
Task(agent: "builder-solver-2", prompt: "[TASK 2 PROMPT]")
Task(agent: "builder-solver-3", prompt: "[TASK 3 PROMPT]")
... (all in the SAME batch - parallel execution)
  1. Track progress:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
                  WAVE 1 PROGRESS
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
☑ builder-solver-1 - Complete (types/*.ts)
☑ builder-solver-2 - Complete (schema.prisma)
☐ builder-solver-3 - Working... (config/*.ts)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  1. Collect outputs when wave completes
  1. Pass context to next wave - Include relevant outputs from completed waves

Step 5: Agent Prompt Template

Each builder-solver agent receives a structured prompt:

# Builder Task: [TASK NAME]

## Your Assignment

[SPECIFIC DESCRIPTION OF WHAT TO BUILD]

## Files You Own

You are responsible for creating/modifying ONLY these files:
- [file1.ts]
- [file2.ts]

⚠️ DO NOT modify any other files.

## Shared Contracts

[PASTE SHARED INTERFACES/TYPES FROM STEP 2]

## Context from Previous Waves

[PASTE RELEVANT OUTPUTS FROM EARLIER WAVES, IF ANY]

## Requirements

1. [Requirement 1]
2. [Requirement 2]
3. [Requirement 3]

## Expected Output

Create the files listed above with complete, production-ready implementations.
Follow the shared contracts exactly.

Step 6: Integration & Verification

After all waves complete:

6.1 Apply All Changes

Agents propose changes - orchestrator applies them to the codebase.

6.2 Check for Conflicts

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
                  CONFLICT CHECK
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
✅ No file conflicts (agents stayed in their lanes)
✅ Interface contracts honored
✅ Import paths valid
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

If conflicts exist, resolve them:

  • Prefer later wave's version for integration files
  • Merge compatible changes
  • Flag incompatible changes for user decision

6.3 Run Verification

# Type check
npm run typecheck  # or equivalent

# Lint
npm run lint

# Tests (if any)
npm run test

Fix any issues found.


Step 7: Report Results

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
                 PARALLEL BUILD COMPLETE
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

## 📊 Execution Summary

| Wave | Agents | Tasks | Status |
|------|--------|-------|--------|
| 1 | 3 | Foundation | ✅ Complete |
| 2 | 2 | Core Services | ✅ Complete |
| 3 | 1 | Integration | ✅ Complete |

Total Time: [X seconds]
Sequential Estimate: [Y seconds]  
Speedup: [Z%]

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

## 📁 Files Created/Modified

### Wave 1 Output
| Agent | Files Created |
|-------|--------------|
| builder-solver-1 | types/user.ts, types/auth.ts |
| builder-solver-2 | prisma/schema.prisma |
| builder-solver-3 | config/index.ts, config/constants.ts |

### Wave 2 Output
| Agent | Files Created |
|-------|--------------|
| builder-solver-4 | services/user.ts |
| builder-solver-5 | services/auth.ts |

### Wave 3 Output
| Agent | Files Created |
|-------|--------------|
| builder-solver-6 | routes/user.ts, routes/auth.ts, index.ts |

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

## ✅ Verification

- Type Check: ✅ Passed
- Lint: ✅ Passed  
- Tests: ✅ Passed (or N/A)

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

## 🔍 What Each Agent Built

### builder-solver-1: Shared Types
- Created User, AuthToken, Session interfaces
- Defined validation schemas

### builder-solver-2: Database Schema
- Created User, Session, Token models
- Set up relations and indexes

... (for each agent)

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

## 📋 Implementation from Spec

| Spec Requirement | Status | Implemented By |
|------------------|--------|----------------|
| User registration | ✅ | builder-solver-4, 6 |
| Authentication | ✅ | builder-solver-5, 6 |
| Session management | ✅ | builder-solver-5 |
| API endpoints | ✅ | builder-solver-6 |

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Error Handling

Agent Failure

If an agent fails:

  1. Retry once with the same prompt
  2. If still fails, report to user with error details
  3. Ask if user wants to:

- Skip this task and continue - Provide guidance and retry - Abort the build

Dependency Failure

If Wave N fails and Wave N+1 depends on it:

  1. Block dependent waves
  2. Report the blocker
  3. Offer options: fix and continue, or abort

Configuration Options

Option Default Description
Max parallel agents 5 Maximum agents running simultaneously
Agent timeout 5 min Max time per agent
Auto-verify true Run type check/lint after completion
Show progress true Display progress updates

User can specify: parallel-builder with 3 max agents


Agents

10 builder solver agents in agents/ directory:

  • builder-solver-1 through builder-solver-10

All agents:

  • Same instructions (focused on implementing their assigned piece)
  • Lower temperature (0.4) for consistency
  • Full tool access (Read, Write, Grep, Glob, LS, Shell)
  • Respect file ownership boundaries
  • Follow shared contracts exactly

Difference from Other Skills

Aspect debug-council feature-council parallel-builder
Input Bug to fix Feature to build Spec/plan to implement
Agent task Same problem Same feature Different pieces
Goal Find correct fix Diverse approaches Fast parallel execution
Selection Majority vote Synthesis/merge Integration
Speed N agents, 1 problem N agents, 1 feature N pieces, ~N× speedup

Examples

Example 1: From PRD File

User: parallel-builder from docs/auth-prd.md

Orchestrator:
1. Reads docs/auth-prd.md
2. Decomposes into: types, user-service, auth-service, middleware, routes
3. Creates 3 waves
4. Executes in parallel
5. Integrates and verifies

Example 2: From Description

User: parallel-builder a full CRUD API for a blog with posts, comments, and users

Orchestrator:
1. Decomposes: types, 3 services, 3 route files, integration
2. Wave 1: types (1 agent)
3. Wave 2: 3 services in parallel (3 agents)
4. Wave 3: 3 route files in parallel (3 agents)
5. Wave 4: integration (1 agent)

Example 3: From Reference

User: parallel-builder something like src/features/users but for products

Orchestrator:
1. Reads src/features/users to understand pattern
2. Creates parallel tasks to replicate for products
3. Executes maintaining same architecture