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AI Agents Meta Orchestrator

Category: Engineering  ·  Sub-category: workflow-orchestration  ·  Last updated:
ai:llmtype:audit
Route an AI-agent engineering task to the right skill among 14 meta specialists — planning a multi-session build, decomposing a plan into an agent chain, orchestrating a squad, running an autonomous loop, auditing/debugging the agent stack, optimizing prompts, and controlling token/cost budget. USE WHEN a user is designing, building, operating, or hardening an LLM-agent system but hasn't named the specific concern.
Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

The single entry skill for building agents that build — the meta layer above any one agent app. It locates the task on the lifecycle × concern map (plan → compose → orchestrate → loop → audit → economize → evolve) and delegates to one of 14 specialist spokes. The cross-cutting decision every spoke turns on — eval-first execution with a default-deny autonomy boundary — lives in ai-agents-meta-core; read it before wiring an autonomous loop, granting tools, or routing by model cost.

What this skill does

AI Agents Meta Orchestrator is a community-contributed Claude Code skill in the workflow-orchestration sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ai-agents-meta-orchestrator/ and loads when your prompt matches the skill's trigger.

When to invoke it: USE WHEN a user is designing, building, operating, or hardening an LLM-agent system but hasn't named the specific concern.

Who uses this skill

The AI Agents Meta Orchestrator Claude Code skill is built for software engineers, backend developers, full-stack teams, and technical leads building and maintaining production systems. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 161,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/ai-agents-meta-orchestrator
curl -L https://claudskills.com/skills/ai-agents-meta-orchestrator/SKILL.md \
  -o ~/.claude/skills/ai-agents-meta-orchestrator/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ai-agents-meta-orchestrator/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ai-agents-meta-orchestrator/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ai-agents-meta-orchestrator\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the AI Agents Meta Orchestrator Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ai-agents-meta-orchestrator/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the AI Agents Meta Orchestrator skill do?
Route an AI-agent engineering task to the right skill among 14 meta specialists — planning a multi-session build, decomposing a plan into an agent chain, orchestrating a squad, running an autonomous loop, auditing/debugging the agent stack, optimizing prompts, and controlling token/cost budget. USE WHEN a user is designing, building, operating, or hardening an LLM-agent system but hasn't named the specific concern.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the AI Agents Meta Orchestrator skill?
Use AI Agents Meta Orchestrator when your Claude Code task falls under the Engineering category — specifically in the workflow orchestration area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use AI Agents Meta Orchestrator" or describe the task and let Claude pick). Browse related skills at /category/engineering/.
What is a Claude Code skill and how does the AI Agents Meta Orchestrator skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. AI Agents Meta Orchestrator is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Engineering category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
Sheshiyer. (2026). AI Agents Meta Orchestrator [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ai-agents-meta-orchestrator/
BibTeX
@misc{ai-agents-meta-orchestrator-2026,
  author    = {Sheshiyer},
  title     = {AI Agents Meta Orchestrator [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ai-agents-meta-orchestrator/}
}

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Security scan

Grade A · scanned 2026-07-27 — free static scan against the OWASP Agentic Skills Top 10.

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