AI agents call sam_init as a supporting operation in Prometheus MCP Server workflows.
Without a description, classification is uncertain. 'sam_init' most likely initializes/creates a new SAM project structure (a Write or Execute action), but could also just be a read/template operation. Given the ambiguity and empty description, confidence is low. If it scaffolds project files, it would be Write; if it runs CLI commands, Execute. Defaulting to Other with low confidence due to insufficient evidence.
From the tool's definition Tool name 'sam_init' and empty description provide minimal information. 'sam_init' likely refers to AWS SAM (Serverless Application Model) CLI initialization, which scaffolds a new serverless project.
Documented attack patterns abuse exactly the kind of access sam_init gives an agent:
PolicyLayer is an MCP gateway — it sits between your AI agents and Prometheus MCP Server, and nothing reaches the server without passing your rules. This is the rule we recommend for sam_init:
{
"version": "1",
"default": "deny",
"tools": {
"sam_init": {
"limits": [
{
"counter": "sam_init_rate",
"window": "minute",
"max": 60,
"scope": "grant"
}
]
}
}
} sam_init gets a rate cap, and everything else on the server is denied unless you say otherwise.
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sam_init. It is categorised as a Other tool in the Prometheus MCP Server MCP Server, which means it performs auxiliary operations.
Register the Prometheus MCP Server MCP server in PolicyLayer and add a rule for sam_init: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches Prometheus MCP Server. Nothing to install.
sam_init is a Other tool with low risk. Read-only tools are generally safe to allow by default.
Yes. Add a rate_limit block to the sam_init rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.
Set action: deny in the PolicyLayer policy for sam_init. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.
sam_init is provided by the Prometheus MCP Server MCP server (awslabs.prometheus-mcp-server). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Start from Prometheus MCP Server, add the rest of your stack, and see everything your agents can call. Then put policy on all of it.
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805 Prometheus MCP Server tools catalogued and risk-classified — across an index of 43,000+ MCP servers.