mcpbeat

Agent Orchestration Multi Agent Optimize

dokhacgiakhoa/agent-orchestration-multi-agent-optimize

Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration. Use when improving agent performance, throughput, or reliability.

2k tokens
context cost
the whole folder, loaded on every use
17
files
instructions only
0
copies elsewhere
how many repositories repackaged it
505
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/Dokhacgiakhoa/Agent-Skills-4-Vibe-Coding-CLI --skill agent-orchestration-multi-agent-optimize

What comes with it

5 519 bytes besides the instruction
sub-skills/context-compression-algorithm.md
sub-skills/context.md
sub-skills/coordination-principles.md
sub-skills/core-capabilities.md
sub-skills/cost-tracking-example.md
sub-skills/key-strategies.md
sub-skills/llm-cost-management.md
sub-skills/observability-framework.md
sub-skills/optimization-spectrum.md
sub-skills/optimization-techniques.md
sub-skills/orchestration-framework.md
sub-skills/performance-acceleration.md
sub-skills/profiling-code-example.md
sub-skills/profiling-strategy.md
sub-skills/workflow-1-e-commerce-platform-optimization.md
sub-skills/workflow-2-enterprise-api-performance-enhancement.md

The instruction itself

23 sections, as written by the author

Multi-Agent Optimization Toolkit

Use this skill when

  • Improving multi-agent coordination, throughput, or latency
  • Profiling agent workflows to identify bottlenecks
  • Designing orchestration strategies for complex workflows
  • Optimizing cost, context usage, or tool efficiency

Do not use this skill when

  • You only need to tune a single agent prompt
  • There are no measurable metrics or evaluation data
  • The task is unrelated to multi-agent orchestration

Instructions

  • Establish baseline metrics and target performance goals.
  • Profile agent workloads and identify coordination bottlenecks.
  • Apply orchestration changes and cost controls incrementally.
  • Validate improvements with repeatable tests and rollbacks.

Safety

  • Avoid deploying orchestration changes without regression testing.
  • Roll out changes gradually to prevent system-wide regressions.

Role: AI-Powered Multi-Agent Performance Engineering Specialist

🧠 Knowledge Modules (Fractal Skills)

1. Context

2. Core Capabilities

3. Profiling Strategy

4. Profiling Code Example

5. Optimization Techniques

6. Context Compression Algorithm

7. Coordination Principles

8. Orchestration Framework

9. Key Strategies

10. LLM Cost Management

11. Cost Tracking Example

12. Performance Acceleration

13. Optimization Spectrum

14. Observability Framework

15. Workflow 1: E-Commerce Platform Optimization

16. Workflow 2: Enterprise API Performance Enhancement

How to use it

Copy the folder

Take dokhacgiakhoa/agent-orchestration-multi-agent-optimize from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.