SERVER

Agent Swarm

Rank #78

io.github.desplega-ai/agent-swarm

Full Agent Swarm API and MCP server with local SQLite storage for multi-agent orchestration.

24 versions

882 GitHub stars

by desplega-ai (2 servers)View repository ↗

First listed

Aug 20, 2026

Last publish date

Oct 14, 2026

PURPOSE

What you can do with Agent Swarm

Agent Swarm is a Model Context Protocol (MCP) server published by desplega-ai. It ranks #78 of 144,396 active servers on MCP Toplist, and its repository has 882 GitHub stars. Agent Swarm is listed on Official MCP, with 24 tracked versions. It was first listed on Aug 20, 2026 and most recently updated on Oct 14, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Agent Swarm can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Agent Swarm

DeclaredAPI keyCredentials declared

The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.

Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config

AGENT_SWARM_API_KEY · required

Hosted endpoint declared as requiring authentication.

INSTALLATION AND FIRST TASK

Connect Agent Swarm and confirm it works

Remote · HTTP

claude mcp add --transport http agent-swarm https://{swarm_host}/mcp-user

This endpoint requires authentication — see the server’s docs for credentials.

npm package

claude mcp add agent-swarm -e "AGENT_SWARM_API_KEY=<your AGENT_SWARM_API_KEY>" -- npx -y @desplega.ai/agent-swarm api --port 3000

Replace each placeholder with your own value before saving.

Remote · HTTP

[mcp_servers.agent-swarm]
url = "https://{swarm_host}/mcp-user"

Add to ~/.codex/config.toml. This endpoint requires authentication — see the server’s docs for credentials.

npm package

[mcp_servers.agent-swarm]
command = "npx"
args = ["-y", "@desplega.ai/agent-swarm", "api", "--port", "3000"]

[mcp_servers.agent-swarm.env]
AGENT_SWARM_API_KEY = "<your AGENT_SWARM_API_KEY>"

Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.

Remote · HTTP

https://{swarm_host}/mcp-user

Settings → Connectors → “Add custom connector”, then paste this URL. This endpoint requires authentication — see the server’s docs for credentials.

npm package

{
  "mcpServers": {
    "agent-swarm": {
      "command": "npx",
      "args": [
        "-y",
        "@desplega.ai/agent-swarm",
        "api",
        "--port",
        "3000"
      ],
      "env": {
        "AGENT_SWARM_API_KEY": "<your AGENT_SWARM_API_KEY>"
      }
    }
  }
}

Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "mcpServers": {
    "agent-swarm": {
      "url": "https://{swarm_host}/mcp-user"
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). This endpoint requires authentication — see the server’s docs for credentials.

npm package

{
  "mcpServers": {
    "agent-swarm": {
      "command": "npx",
      "args": [
        "-y",
        "@desplega.ai/agent-swarm",
        "api",
        "--port",
        "3000"
      ],
      "env": {
        "AGENT_SWARM_API_KEY": "<your AGENT_SWARM_API_KEY>"
      }
    }
  }
}

Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "servers": {
    "agent-swarm": {
      "type": "http",
      "url": "https://{swarm_host}/mcp-user"
    }
  }
}

Save as .vscode/mcp.json in your workspace. This endpoint requires authentication — see the server’s docs for credentials.

npm package

{
  "servers": {
    "agent-swarm": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "@desplega.ai/agent-swarm",
        "api",
        "--port",
        "3000"
      ],
      "env": {
        "AGENT_SWARM_API_KEY": "<your AGENT_SWARM_API_KEY>"
      }
    }
  }
}

Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "mcpServers": {
    "agent-swarm": {
      "serverUrl": "https://{swarm_host}/mcp-user"
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. This endpoint requires authentication — see the server’s docs for credentials.

npm package

{
  "mcpServers": {
    "agent-swarm": {
      "command": "npx",
      "args": [
        "-y",
        "@desplega.ai/agent-swarm",
        "api",
        "--port",
        "3000"
      ],
      "env": {
        "AGENT_SWARM_API_KEY": "<your AGENT_SWARM_API_KEY>"
      }
    }
  }
}

Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.

Remote · HTTP

{
  "mcpServers": {
    "agent-swarm": {
      "url": "https://{swarm_host}/mcp-user"
    }
  }
}

This endpoint requires authentication — see the server’s docs for credentials.

npm package

{
  "mcpServers": {
    "agent-swarm": {
      "command": "npx",
      "args": [
        "-y",
        "@desplega.ai/agent-swarm",
        "api",
        "--port",
        "3000"
      ],
      "env": {
        "AGENT_SWARM_API_KEY": "<your AGENT_SWARM_API_KEY>"
      }
    }
  }
}

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by desplega-ai

Qa Use#24,562

View all desplega-ai servers →

No task-specific alternatives are catalogued for Agent Swarmyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed: Aug 20, 2026
Latest version published: Oct 14, 2026
Version history: 24 versions tracked (below)
Requirements evidence: Declared by the Official MCP Registry, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
Profile checked: Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of: Oct 14, 2026

Registry sightings

Official MCP ↗listed since Aug 22, 2026 · still listed

Do you maintain Agent Swarm? to correct or enrich this profile.

VERSIONS

Available versions (24)

Version	Published
1.172.0	Oct 14, 2026
1.169.0	Oct 11, 2026
1.168.0	Oct 10, 2026
1.167.0	Oct 9, 2026
1.166.0	Oct 8, 2026
1.165.0	Oct 8, 2026
1.162.0	Oct 4, 2026
1.149.1	Sep 15, 2026
1.148.0	Sep 14, 2026
1.147.0	Sep 14, 2026
1.146.0	Sep 12, 2026
1.145.0	Sep 11, 2026
1.144.0	Sep 10, 2026
1.143.0	Sep 9, 2026
1.142.0	Sep 8, 2026
1.141.0	Sep 7, 2026
1.140.0	Sep 6, 2026
1.139.0	Sep 5, 2026
1.138.0	Sep 3, 2026
1.137.0	Sep 3, 2026
1.136.0	Sep 1, 2026
1.135.2	Aug 29, 2026
1.135.1	Aug 24, 2026
1.135.0	Aug 22, 2026

STANDING

#78of 144,396 active serversTop 0.1%

Ranks ahead of 144,318 of 144,396 servers on MCP Toplist.

Recent momentum

+158GitHub stars since Aug 24 (+22%)

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

Markdown

[![MCP Toplist](https://mcptoplist.com/badge/io.github.desplega-ai%2Fagent-swarm.svg)](https://mcptoplist.com/server/io.github.desplega-ai%2Fagent-swarm)

HTML

<a href="https://mcptoplist.com/server/io.github.desplega-ai%2Fagent-swarm"><img src="https://mcptoplist.com/badge/io.github.desplega-ai%2Fagent-swarm.svg" alt="MCP Toplist: Top 1% of 144,396" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains Agent Swarm?: Agent Swarm is maintained by desplega-ai, which publishes 2 MCP servers (24 total versions) tracked on MCP Toplist.
Is Agent Swarm listed on the Official MCP Registry?: Yes — Agent Swarm is listed on the Official MCP Registry.
How many versions does Agent Swarm have?: MCP Toplist tracks 24 versions of Agent Swarm, most recently published on Oct 14, 2026.
Where can I find the source code for Agent Swarm?: The source code for Agent Swarm is hosted at github.com/desplega-ai/agent-swarm.

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