askill
parallel-execution

parallel-executionSafety 100Repository

CRITICAL skill for executing multiple Task tool calls in a SINGLE message for true parallelism. Essential for efficient multi-task workflows, subagent coordination, and maximizing throughput.

154 stars
3.1k downloads
Updated 1/10/2026

Package Files

Loading files...
SKILL.md

Parallel Execution

CRITICAL: This skill teaches how to execute multiple tasks simultaneously for maximum efficiency.

The Fundamental Rule

ALL Task calls MUST be in a SINGLE assistant message for true parallelism.

If Task calls are in separate messages, they run SEQUENTIALLY, not in parallel.


Why Parallel Execution Matters

Sequential (SLOW - AVOID)

Message 1: Start Task A
           ↓ wait for completion
Message 2: Start Task B
           ↓ wait for completion
Message 3: Start Task C
           ↓ wait for completion

Total time = A + B + C = 90 seconds (if each takes 30s)

Parallel (FAST - USE THIS)

Message 1: Start Task A ─┐
           Start Task B ─┼─ All run simultaneously
           Start Task C ─┘

Total time ≈ max(A, B, C) = 30 seconds

Speedup: 3x faster with 3 parallel tasks


How to Execute in Parallel

Step 1: Identify Independent Tasks

Tasks are independent when:

  • They don't depend on each other's output
  • They don't modify the same files
  • They can run in any order

Step 2: Launch ALL Tasks in ONE Message

<!-- CORRECT: All tasks in single message = PARALLEL -->
<task>
  <description>Analyze authentication module</description>
  <prompt>Review src/auth for security patterns...</prompt>
</task>

<task>
  <description>Analyze API layer</description>
  <prompt>Review src/api for REST best practices...</prompt>
</task>

<task>
  <description>Analyze database layer</description>
  <prompt>Review src/db for query optimization...</prompt>
</task>

Step 3: Collect and Synthesize Results

After all tasks complete, combine their findings into a unified response.


Parallelization Patterns

Pattern 1: Task-Based Parallelization

When you have N independent tasks, spawn N subagents:

Implementation Plan:
1. Implement auth module
2. Create API endpoints
3. Add database schema
4. Write unit tests
5. Update documentation

Launch 5 parallel subagents:
├─ Subagent 1: Implement auth module
├─ Subagent 2: Create API endpoints
├─ Subagent 3: Add database schema
├─ Subagent 4: Write unit tests
└─ Subagent 5: Update documentation

All 5 in ONE message!

Pattern 2: Directory-Based Parallelization

Analyze different directories simultaneously:

Codebase Structure:
├── src/auth/
├── src/api/
├── src/db/
└── src/ui/

Launch 4 parallel subagents:
├─ Subagent 1: Analyze src/auth
├─ Subagent 2: Analyze src/api
├─ Subagent 3: Analyze src/db
└─ Subagent 4: Analyze src/ui

Pattern 3: Perspective-Based Parallelization

Review from multiple angles at once:

Code Review Perspectives:
- Security vulnerabilities
- Performance bottlenecks
- Test coverage gaps
- Architecture patterns

Launch 4 parallel subagents:
├─ Subagent 1: Security review
├─ Subagent 2: Performance analysis
├─ Subagent 3: Test coverage review
└─ Subagent 4: Architecture assessment

Pattern 4: Adversarial Verification

Use conflicting mandates for thorough review:

Verification Subagents (all parallel):
├─ Syntax & Type Checker
├─ Test Runner
├─ Lint & Style Checker
├─ Security Scanner
└─ Build Validator

Then (sequential, after above complete):
├─ False Positive Filter
├─ Missing Issues Finder
└─ Context Validator

TodoWrite Integration

When using parallel execution, mark ALL parallel tasks as in_progress simultaneously:

Before Launching Parallel Tasks

{
  "todos": [
    { "content": "Analyze auth module", "status": "in_progress", "activeForm": "Analyzing auth module" },
    { "content": "Analyze API layer", "status": "in_progress", "activeForm": "Analyzing API layer" },
    { "content": "Analyze database layer", "status": "in_progress", "activeForm": "Analyzing database layer" },
    { "content": "Synthesize findings", "status": "pending", "activeForm": "Synthesizing findings" }
  ]
}

After Each Task Completes

Mark as completed as results come in:

{
  "todos": [
    { "content": "Analyze auth module", "status": "completed", "activeForm": "Analyzing auth module" },
    { "content": "Analyze API layer", "status": "completed", "activeForm": "Analyzing API layer" },
    { "content": "Analyze database layer", "status": "in_progress", "activeForm": "Analyzing database layer" },
    { "content": "Synthesize findings", "status": "pending", "activeForm": "Synthesizing findings" }
  ]
}

When to Parallelize

Good Candidates

ScenarioParallel Approach
Multiple independent analysesOne subagent per analysis
Multi-file processingOne subagent per file/directory
Different review perspectivesOne subagent per perspective
Multiple independent featuresOne subagent per feature
Exploratory researchMultiple search strategies

When NOT to Parallelize

ScenarioWhy Sequential
Tasks with dependenciesB needs A's output
Same file modificationsRisk of conflicts
Sequential workflowsOrder matters (commit → push → PR)
Shared stateRace conditions
Limited resourcesOverwhelming the system

Performance Impact

# Parallel TasksSequential TimeParallel TimeSpeedup
260s30s2x
390s30s3x
5150s30s5x
10300s30s10x

Assuming each task takes ~30 seconds


Common Mistakes

Mistake 1: Separate Messages

WRONG (Sequential):
Message 1: "I'll start analyzing the auth module..."
           <task>Analyze auth</task>
Message 2: "Now let me analyze the API..."
           <task>Analyze API</task>

RIGHT (Parallel):
Message 1: "I'll analyze all modules in parallel..."
           <task>Analyze auth</task>
           <task>Analyze API</task>
           <task>Analyze DB</task>

Mistake 2: Announcing Before Acting

WRONG:
"I'm going to launch three parallel tasks to analyze the codebase."
[waits for response]
"Now launching the tasks..."

RIGHT:
"Launching three parallel analysis tasks now:"
<task>...</task>
<task>...</task>
<task>...</task>

Mistake 3: Forgetting Synthesis

WRONG:
Just dump all task outputs without integration

RIGHT:
After receiving all results, synthesize:
- Identify common themes
- Resolve contradictions
- Prioritize findings
- Create unified recommendations

Parallel Execution Checklist

Before launching parallel tasks, verify:

  • Tasks are truly independent
  • No shared file modifications
  • No sequential dependencies
  • All tasks in SINGLE message
  • TodoWrite updated with all in_progress
  • Synthesis step planned

Template: Parallel Analysis

## Launching Parallel Analysis

I'm analyzing this codebase from multiple perspectives simultaneously.

### Parallel Tasks

<task description="Security Review">
Analyze for security vulnerabilities, focusing on:
- Authentication/authorization
- Input validation
- Secrets handling
</task>

<task description="Performance Review">
Analyze for performance issues, focusing on:
- N+1 queries
- Memory leaks
- Blocking operations
</task>

<task description="Test Coverage Review">
Analyze test coverage, focusing on:
- Missing test cases
- Edge cases
- Integration tests
</task>

### Synthesis (after all complete)

[Combine findings into prioritized report]

Quick Reference

RULE #1:
  ALL Task calls in SINGLE message = PARALLEL
  Task calls in SEPARATE messages = SEQUENTIAL

PATTERNS:
  Task-based:       One subagent per task
  Directory-based:  One subagent per directory
  Perspective-based: One subagent per viewpoint
  Adversarial:      Multiple competing reviewers

TODOWRITE:
  Mark ALL parallel tasks as in_progress BEFORE launching
  Mark each as completed AFTER receiving results

SPEEDUP:
  N parallel tasks ≈ Nx faster
  (5 tasks @ 30s each: 150s → 30s)

CHECKLIST:
  ☐ Tasks independent?
  ☐ No shared files?
  ☐ No dependencies?
  ☐ All in ONE message?
  ☐ Synthesis planned?

Install

Download ZIP
Requires askill CLI v1.0+

AI Quality Score

95/100Analyzed 2/6/2026

An exceptional guide on optimizing agentic workflows through parallel tool execution. It provides clear rules, architectural patterns, and critical safety considerations with high-quality examples.

100
100
90
100
100

Metadata

Licenseunknown
Version-
Updated1/10/2026
PublisherCloudAI-X

Tags

apici-cddatabaselintingpromptingsecuritytesting