Bagel vs AWS Knowledge MCP

A side-by-side comparison of two AI, Data & Knowledge servers — tools, transport, auth, maintenance, and copy-paste config for each.

	Bagel Chat with your robotics, drone, and IoT data — deterministic SQL over ROS, PX4, ArduPilot & Betaflight logs. Unverified SSE (remote) No auth Python	AWS Knowledge MCP Fully managed remote server for AWS docs, blogs, What's-New and Well-Architected guidance — no key. Verified HTTP (remote) No auth Hosted
Category	AI, Data & Knowledge	AI, Data & Knowledge
Language	Python	Hosted
Transport	SSE (remote)	HTTP (remote)
Auth	None	None
GitHub stars	383	7.0k
Last commit	3 months ago	5 months ago
Verified
Actively maintained
Install	`git clone https://github.com/Extelligence-ai/bagel.git && cd bagel && docker compose run --service-ports ros2-kilted`	`Add URL https://knowledge-mcp.global.api.aws as an HTTP MCP server`
Repo	Open	Open

Verdict

Pick Bagel if you prefer its approach (chat with your robotics, drone, and iot data — deterministic sql over ros, px4, ardupilot & betaflight logs).

Pick AWS Knowledge MCP if you want the official, vendor-maintained server, and you prefer the more popular, battle-tested option.

Add Bagel

Install / run

git clone https://github.com/Extelligence-ai/bagel.git && cd bagel && docker compose run --service-ports ros2-kilted

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "bagel": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "http://0.0.0.0:8000/sse"
      ]
    }
  }
}

Claude Desktop connects to remote servers through the `mcp-remote` proxy (installed on first run via npx). Restart Claude Desktop after saving.

Add AWS Knowledge MCP

Install / run

Add URL https://knowledge-mcp.global.api.aws as an HTTP MCP server

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "aws-knowledge-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://knowledge-mcp.global.api.aws"
      ]
    }
  }
}

Claude Desktop connects to remote servers through the `mcp-remote` proxy (installed on first run via npx). Restart Claude Desktop after saving.

FAQ

Bagel or AWS Knowledge MCP — which is better?

Pick Bagel if you prefer its approach (chat with your robotics, drone, and iot data — deterministic sql over ros, px4, ardupilot & betaflight logs). Pick AWS Knowledge MCP if you want the official, vendor-maintained server, and you prefer the more popular, battle-tested option.

Can I use both Bagel and AWS Knowledge MCP?

Yes — MCP clients let you enable multiple servers at once. Add both configs to your client's mcpServers and use whichever tool fits the task.

Do Bagel and AWS Knowledge MCP work with Claude, Cursor and Windsurf?

Both do. Copy the per-client config below into Claude Desktop, Cursor, or Windsurf.

View Bagel →View AWS Knowledge MCP →More comparisons →