FRENES

Aggregators and gateways · MCP server

Agent Swarm: MCP server, setup and security

Agent Swarm is an open-source MCP server that lets an AI agent orchestrate multiple agents through Agent Swarm with local SQLite storage. Its repository has 936 stars and its last commit is from October 24, 2026 and it is licensed under MIT.

Score
75/100
Adoption (stars) 30/40
Maintenance 30/30
Framework (licence, registry, official) 15/30
Actively maintainedNeeds secretsRemote serverTop 10% by stars

What Agent Swarm does

According to its repository: “Full Agent Swarm API and MCP server with local SQLite storage for multi-agent orchestration.”

An MCP server gives an AI agent extra tools it calls during the conversation: the agent reads their description, decides to use them and gets the result back. Agent Swarm is listed under Aggregators and gateways, a category of 141 servers in the directory, where it ranks #15 by stars.

Topics declared by the repository: agentic-os, agent-teams, agent-runtime, agent-coordination, agent-infrastructure, agent-os.

Installing and connecting Agent Swarm

Distribution modes declared in the official MCP registry:

  • npm package (Node.js, usually started with npx)
  • remote server (streamable-http): you connect to it by URL, with nothing to install locally

Like any MCP server, you declare it in your client's configuration (Claude Desktop, Claude Code, Cursor, VS Code, Codex…): a name, the command that starts it or its URL, and any environment variables. The client then starts it and lists its tools. Project language: TypeScript.

The registry lists one secret variable to provide (API key, access token). Keep them in the client's environment variables, never in a shared file or a repository.

Security: what to check

An MCP server runs code with the rights you give it, and the model reads its tool descriptions: a malicious or compromised server can hijack the agent. Read the code, or pick a maintained and widely used server, before connecting it.

Points found for Agent Swarm:

  • Secrets: the server acts with your credentials. Create a dedicated key with minimum rights and an expiry date.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on December 19, 2025, the desplega-ai/agent-swarm repository has 936 stars and 131 forks, with 25 open issues. It has more stars than 92% of the servers in the directory. It received changes this month. Version published in the registry: 2.5.3 (October 24, 2026).

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

PaperclipPaperclip : 106.8K106.8KOpenWork MCP GatewayOpenWork MCP Gateway : 24.2K24.2KGitDiagramGitDiagram : 18.4K18.4KAIHOTAIHOT : 8.5K8.5KBasebalance.cloud — x402 RPCBasebalance.cloud — x402 RPC : 7.5K7.5KTreg.toTreg.to : 6K6KMockserver monorepoMockserver monorepo : 5K5KDBHubDBHub : 3.7K3.7KAgent SwarmAgent Swarm : 936936
GitHub stars of the most followed servers in the category (log scale); Agent Swarm in orange. Checked October 25, 2026.

Verdict

Agent Swarm is one of the most solid servers in its category: followed, maintained and well framed.

Strengths

  • Active project: recent commit
  • Widely followed: 936 stars
  • Listed in the official MCP registry
  • Usable remotely, without installation
  • Permissive licence (MIT)

Limitations

  • Requires an API key or token

Avoid if…

  • You do not want to give credentials to an agent

Frequently asked questions

How do I install Agent Swarm?

Agent Swarm is distributed as npm package (Node.js, usually started with npx) and a remote server. Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of desplega-ai/agent-swarm.

Is Agent Swarm free?

The code is published under the MIT licence and can be used free of charge. It needs an API key: the service it connects to may be paid.

Is Agent Swarm safe?

Points to watch: secrets. Give it minimum rights and approve sensitive actions.

Is it an official server?

Nothing says so: it is a project published by desplega-ai on GitHub. Check who maintains it before giving it access.

What are the alternatives to Agent Swarm?

In the same category: GitDiagram, Mockserver monorepo, Paperclip, and Basebalance.cloud — x402 RPC & MCP gateway. GitDiagram and Mockserver monorepo score higher on our grid.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score