Skills parallel-execution

parallel-execution

Safe 🌐 Network access⚙️ External commands

Run multiple AI subagents in parallel

Sequential task execution wastes time when independent tasks could run simultaneously. This skill teaches patterns for spawning multiple AI subagents concurrently using the Task tool, enabling dramatic speedups for multi-part projects.

Supports: Claude Code(CC)
📊 69 Adequate
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Test it

Using "parallel-execution". Analyze the frontend, backend, and database layers of my project in parallel. Then create a unified summary.

Expected outcome:

  • Frontend Analysis: 3 files reviewed. Found 2 component issues, 1 performance concern. Recommendation: Implement memoization.
  • Backend Analysis: 5 files reviewed. Found 1 security issue, 2 API improvements needed. Recommendation: Add input validation.
  • Database Analysis: 2 files reviewed. Schema is well-designed. Minor optimization suggested for index usage.
  • Combined Summary: 4 high-priority items, 3 medium-priority items. Focus on security fix first, then performance optimizations.

Security Audit

Safe
v5 • 1/16/2026

This is a pure documentation skill with no executable code. The static analyzer's pattern detection generated false positives by misidentifying documentation elements (version strings, placeholders, examples) as security issues. Semantic analysis confirms: zero scripts, zero network calls, zero file system access, zero external commands. Safe for publication.

2
Files scanned
405
Lines analyzed
2
findings
5
Total audits
Audited by: claude View Audit History →

Quality Score

38
Architecture
100
Maintainability
83
Content
22
Community
100
Security
91
Spec Compliance

What You Can Build

Implement feature modules

Build multiple independent features simultaneously, like auth, API endpoints, and database schema

Multi-perspective analysis

Run security, performance, testing, and architecture reviews concurrently

Parallel verification

Execute multiple independent checks and tests at the same time for faster feedback

Try These Prompts

Basic parallel launch
I need to analyze this codebase from two perspectives. Launch both analyses in parallel using the Task tool with run_in_background: true.

Task 1: Analyze the security implementation
Task 2: Analyze the performance patterns

Then retrieve both results and summarize findings.
Multi-module implementation
Implement three independent features for my project. Launch all three as parallel subagents:

- Subagent 1: User authentication module
- Subagent 2: API endpoints for user data
- Subagent 3: Database schema for users

Make all Task calls in one message. After completion, combine into cohesive implementation.
Directory-based parallel
Analyze three directories in parallel: src/auth, src/api, src/db.

For each, review: code quality, security issues, test coverage.
Launch three subagents simultaneously. Synthesize findings by severity.
Perspective review
Perform a comprehensive code review using four parallel subagents:

- Security reviewer: Check for vulnerabilities
- Performance reviewer: Identify bottlenecks
- Testing reviewer: Evaluate test coverage
- Architecture reviewer: Assess design patterns

All in one message. Combine recommendations with priority ordering.

Best Practices

  • Launch all parallel tasks in a single assistant message to ensure true concurrency
  • Verify tasks are independent before parallelizing - check for file and output dependencies
  • Use descriptive task descriptions to easily track which subagent handles what

Avoid

  • Splitting Task calls across multiple messages (causes sequential execution)
  • Parallelizing tasks that depend on each other's output
  • Running multiple tasks that modify the same files (causes conflicts)

Frequently Asked Questions

What AI tools support this skill?
Works with Claude Code and Claude. Requires Task tool with run_in_background support.
What is the maximum number of parallel tasks?
The limit depends on your Claude Code plan. Generally 5-10 parallel tasks work well.
How do I integrate with other skills?
Use TodoWrite to track parallel tasks. After TaskOutput, pass results to orchestrator skills.
Is my data safe with parallel execution?
Yes. All processing happens within your Claude Code session. No external data transmission.
Why are my tasks running sequentially?
Common cause: Task calls are in separate messages. All Task calls MUST be in one message.
How does this compare to sequential execution?
Parallel execution can be Nx faster. Five 30-second tasks complete in ~30 seconds instead of ~150 seconds.

Developer Details

File structure

📄 SKILL.md