# Swarm Agent Orchestrator

> Use this tool when you need to manage and orchestrate multiple AI agents, such as Claude agents, to solve complex problems by composing their results by leveraging functional combinators like run, par, and map. It solves problems related to distributed computing, resource management, and output handling by providing features like GPU semaphores, lazy output handling, and artifact tracing. It is ideal for use cases that require scalable, efficient, and traceable AI agent management, with inputs including agent configurations and natural language type contracts, and outputs including composed results and provenance hashes.

Canonical page: https://skillsregistry.net/skills/stiege-swarm-agent-orchestrator  
JSON: https://api.skillsregistry.net/v1/skills/stiege-swarm-agent-orchestrator

## Description

Spawns Claude agents in isolated Docker containers and composes results using functional combinators (run, par, map, chain, reduce, pipeline). Features monadic ref architecture for lazy output handling, GPU and resource semaphores, natural language type contracts with validation, MCP server passthrough to agents, and full artifact tracing with provenance hashing.

## Trust

- **Trust score (0–1):** 0.97
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** cloud-infra
- **Updated:** 2026-09-19

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/stiege-swarm-agent-orchestrator)
- **Repository:** <https://github.com/stiege/swarm-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "stiege-swarm-agent-orchestrator"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/stiege-swarm-agent-orchestrator` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/stiege-swarm-agent-orchestrator/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt