How do I install Multi-agent Optimize?

Install Multi-agent Optimize with a single command: npx mdskills install wshobson/multi-agent-optimize. This downloads the skill files into your project and your AI agent picks them up automatically.

What platforms support Multi-agent Optimize?

Multi-agent Optimize works with Claude Code. Skills use the open SKILL.md format which is compatible with any AI coding agent that reads markdown instructions.

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Multi-agent Optimize

Name: Multi-agent Optimize: AI Agent Skill
Brand: wshobson
Availability: InStock
Author: wshobson

Coordinate multiple sub-agents to profile and optimize a codebase. Runs performance-engineer, then architect, then refactorer in sequence.

by wshobson

npx mdskills install wshobson/multi-agent-optimize

Improve Agent

Analyze an existing sub-agent .md file and suggest tightenings — clearer trigger, tighter tool scope, better output-shape contract.

Performance Engineer

Profiles hot paths, spots N+1 queries, suggests caching layers, and fixes render bottlenecks. Use when a page or endpoint is slow and root cause is unknown.

Backend Architect

Designs RESTful APIs, microservice boundaries, and database schemas. Use for new backend services or when refactoring cross-service contracts.

Frontend Developer

Ships React/Next.js UI components with accessibility, state management, and performance baked in. Use when building or refactoring UI code.

Command details

Trigger: /multi-agent-optimize <target>
Hosts: Claude Code

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Cursor, Windsurf, and other agents

npx mdskills install wshobson/multi-agent-optimize

Claude.ai Web or Desktop

Download the skill as a file, then: Settings → Capabilities → Skills → Upload.

Use the Download button at the top of this page to get SKILL.md, or install via the CLI on supported agents.

Improve Agent

Command

Analyze an existing sub-agent .md file and suggest tightenings — clearer trigger, tighter tool scope, better output-shape contract.

by wshobson

Performance Engineer

Subagent

Profiles hot paths, spots N+1 queries, suggests caching layers, and fixes render bottlenecks. Use when a page or endpoint is slow and root cause is unknown.

by wshobson

Backend Architect

Subagent

Designs RESTful APIs, microservice boundaries, and database schemas. Use for new backend services or when refactoring cross-service contracts.

by wshobson

Frontend Developer

Subagent

Ships React/Next.js UI components with accessibility, state management, and performance baked in. Use when building or refactoring UI code.

by wshobson

Security Auditor

Subagent

Reviews code for OWASP-style vulnerabilities: injection, auth flaws, secret leaks, unsafe deserialization. Use before merging any code that touches auth, inputs, or external systems.

by wshobson

Test Automator

Subagent

Writes unit, integration, and e2e tests. Picks the right framework, structures the test suite, and generates fixtures. Use when a feature ships without tests.

by wshobson

Multi-agent Optimize

Command details

Cursor, Windsurf, and other agents

Claude.ai Web or Desktop

Related

Improve Agent

Performance Engineer

Backend Architect

Frontend Developer

Security Auditor

Test Automator