Agent skill

Agent Orchestration Multi Agent Optimize

by aiskillstore in aiskillstore/marketplace

Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration.

No licenceAuto-check passedAgent Workflows

Install Agent Orchestration Multi Agent Optimize

skills CLI
$ npx skills add aiskillstore/marketplace --skill agent-orchestration-multi-agent-optimize -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install aiskillstore/marketplace agent-orchestration-multi-agent-optimize --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/aiskillstore/marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/sickn33/agent-orchestration-multi-agent-optimize .claude/skills/agent-orchestration-multi-agent-optimize && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
agent-orchestration-multi-agent-optimize
GitHub stars
430
Used in
9 other repos
Token cost
~1.8k tokens
SKILL.md length
535 words
Files
2
Skills in repo
1,108
Repo updated
First seen
Licence
None found

At a glance

Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration.

  • Works in 8 steps: Multi-Agent Performance Profiling → Context Window Optimization → Agent Coordination Efficiency → …
  • Improving agent performance
  • SKILL.md covers Use this skill when, Do not use this skill when, Instructions and Safety, plus 11 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Agent Orchestration Multi Agent Optimize is an agent skill from aiskillstore/marketplace. Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration. Use when improving agent performance, throughput, or reliability.

Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `skill-report.json`).

It sits in Agent Workflows, covering Multi-agent orchestration. The repository describes itself as: Security-audited skills for Claude, Codex & Claude Code. One-click install, quality verified.

When your agent uses it

  • Improving agent performance
  • Tasks that involve Multi-agent orchestration

Example prompts

  • “/agent-orchestration-multi-agent-optimize”

Requirements

  • Python 3

Workflow steps

8 steps, taken from the step headings in SKILL.md.

  1. Multi-Agent Performance Profiling
  2. Context Window Optimization
  3. Agent Coordination Efficiency
  4. Parallel Execution Optimization
  5. Cost Optimization Strategies
  6. Latency Reduction Techniques
  7. Quality vs Speed Tradeoffs
  8. Monitoring and Continuous Improvement

What it can do on your machine

Read from SKILL.md and the folder at commit ad8daf7. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are python).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Agent Orchestration Multi Agent Optimize loads about 1.8k tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 535 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~54
When it runs · the whole SKILL.md, loaded when a task matches
~1.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 535 words (~1,790 tokens).

“The Multi-Agent Optimization Tool is an advanced AI-driven framework designed to holistically improve system performance through intelligent, coordinated agent-based optimization. Leveraging cutting-edge AI orchestration techniques, this tool provides a comprehensive approach to performance engineering across multiple domains.”

— opening of SKILL.md by aiskillstore
name
agent-orchestration-multi-agent-optimize
risk
unknown
source
community
date_added
2026-02-27

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in skills/sickn33/agent-orchestration-multi-agent-optimize of aiskillstore/marketplace.

  • SKILL.md
  • skill-report.json

Open the folder on GitHubat commit ad8daf7

Used in 9 other repositories

We found 18 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 9 other GitHub owners. This page covers the copy in aiskillstore/marketplace, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Agent Orchestration Multi Agent Optimize next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Agent Orchestration Multi Agent Optimize compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Agent Orchestration Multi Agent Optimize this skillaiskillstore/marketplace4309 repos~1.8kAutomated safety check: PassNone
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Paseo Advisor Second Opiniongetpaseo/paseo20k1 repos~756Automated safety check: PassCustom licence
O2 Review Loopopenobserve/openobserve22k—~3.7kAutomated safety check: PassAGPL-3.0
Paseo Committeegetpaseo/paseo20k1 repos~496Automated safety check: PassCustom licence
Mission Control Agent APIbuilderz-labs/mission-control6.3k—~2.1kAutomated safety check: PassMIT

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Categories

Questions about Agent Orchestration Multi Agent Optimize

What does Agent Orchestration Multi Agent Optimize do?

Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration. Agent Orchestration Multi Agent Optimize is an agent skill from aiskillstore/marketplace. Optimize multi-agent systems with coordinated profiling, workload distribution, and cost-aware orchestration.

When should I use Agent Orchestration Multi Agent Optimize?

Agent Orchestration Multi Agent Optimize fits situations like: improving agent performance; tasks that involve Multi-agent orchestration.

How do I install Agent Orchestration Multi Agent Optimize in Claude Code?

Run `npx skills add aiskillstore/marketplace --skill agent-orchestration-multi-agent-optimize -a claude-code`. Or copy the skill folder (skills/sickn33/agent-orchestration-multi-agent-optimize in aiskillstore/marketplace) into .claude/skills/agent-orchestration-multi-agent-optimize in your project. Claude Code loads it when a task matches its description.

How do I install Agent Orchestration Multi Agent Optimize in Codex?

Run `npx skills add aiskillstore/marketplace --skill agent-orchestration-multi-agent-optimize -a codex`. Or copy the skill folder (skills/sickn33/agent-orchestration-multi-agent-optimize in aiskillstore/marketplace) into .agents/skills/agent-orchestration-multi-agent-optimize in your project. Codex loads it when a task matches its description.

Can I use Agent Orchestration Multi Agent Optimize in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aiskillstore/marketplace --skill agent-orchestration-multi-agent-optimize -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/agent-orchestration-multi-agent-optimize, .gemini/skills/agent-orchestration-multi-agent-optimize, .github/skills/agent-orchestration-multi-agent-optimize and .opencode/skills/agent-orchestration-multi-agent-optimize in your project.

What does Agent Orchestration Multi Agent Optimize need to run?

SKILL.md names no scripts, command-line tools or credentials: Agent Orchestration Multi Agent Optimize is instructions for the agent only. Our summary lists: Python 3.

Does Agent Orchestration Multi Agent Optimize access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Agent Orchestration Multi Agent Optimize safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Agent Orchestration Multi Agent Optimize use?

No licence was found for Agent Orchestration Multi Agent Optimize or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Agent Orchestration Multi Agent Optimize use?

About 1.8k tokens (SKILL.md is roughly 7.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Agent Orchestration Multi Agent Optimize?

Skills that share tags, products or a category with Agent Orchestration Multi Agent Optimize: Orca CLI (stablyai/orca, 87k stars), Paseo Advisor Second Opinion (getpaseo/paseo, 20k stars), O2 Review Loop (openobserve/openobserve, 22k stars) and Paseo Committee (getpaseo/paseo, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Agent Orchestration Multi Agent Optimize?

aiskillstore (a GitHub organization) maintains it in aiskillstore/marketplace, which has 430 GitHub stars. The repository holds 1,108 skills in this directory. The repository was last updated on October 7, 2026.

Source: aiskillstore/marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.