AI agents call get-profile to retrieve information from Bluesky without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
This tool retrieves profile information without side effects, making it a Read operation. The severity is low because accessing one's own profile data poses minimal risk even if misused by an AI agent.
From the tool's definition Tool name 'get-profile' and description 'Get your Bluesky profile' indicate data retrieval only. No modification, execution, or deletion of data occurs.
Documented attack patterns abuse exactly the kind of access get-profile gives an agent:
PolicyLayer is an MCP gateway — it sits between your AI agents and Bluesky, and nothing reaches the server without passing your rules. This is the rule we recommend for get-profile:
{
"version": "1",
"default": "deny",
"tools": {
"get-profile": {}
}
} get-profile is read-only, so it stays allowed — but everything else on the server is denied unless you say otherwise.
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Get your Bluesky profile. It is categorised as a Read tool in the Bluesky MCP Server, which means it retrieves data without modifying state.
Register the Bluesky MCP server in PolicyLayer and add a rule for get-profile: 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 Bluesky. Nothing to install.
get-profile is a Read tool with low risk. Read-only tools are generally safe to allow by default.
Yes. Add a rate_limit block to the get-profile 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 get-profile. 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.
get-profile is provided by the Bluesky MCP server (semioz/bluesky-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Start from Bluesky, add the rest of your stack, and see everything your agents can call. Then put policy on all of it.
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11 Bluesky tools catalogued and risk-classified — across an index of 43,000+ MCP servers.