profile_data

Generate a full dataset profile: shape, types, missing values, distributions, quality checks, and optional correlations.

SERVERCLIO Adios SOURCEpypi:clio-kit

Low RISK CLASS

Category Read

Parameters 00 required

Recommended Allowedsee the rule below

Registry record Grade F, identity unverified Pull the record →

This record as markdown: /tools/io-github-iowarp-adios-mcp/profile-data.md

WHAT IT DOES

What profile_data does on CLIO Adios

AI agents call profile_data to retrieve information from CLIO Adios without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.

RISK

Why profile_data is rated Low

The tool generates statistics and profiles from existing data (shape inspection, type analysis, distribution computation, quality assessment). These are passive retrieval and analysis operations with no side effects, data modification, code execution, or irreversible actions.

From the tool's definition Tool name 'profile_data' and description 'Generate a full dataset profile: shape, types, missing values, distributions, quality checks, and optional correlations' — these are all read-only analytical operations that examine and report on data without…

Attacks that exploit this kind of access

RECOMMENDED RULE

The rule that runs profile_data safely

PolicyLayer is an MCP gateway: it sits between your AI agents and CLIO Adios, and checks every tool call against a rule you set before the call runs. Nothing changes on the server itself. For profile_data, this is the rule to start with:

profile_data Allowed

profile_data is read-only, so it stays allowed. Everything else on the server is denied unless you say otherwise.

View as policy code

policy.json

{
  "version": "1",
  "default": "deny",
  "tools": {
    "profile_data": {}
  }
}

ALLOW ONLY THIS TOOL → Instant setup, no code required.

The button opens the PolicyLayer dashboard: create your workspace, connect CLIO Adios, apply this rule, and every profile_data call is checked against it from then on.

FAQ

Questions about profile_data

What does the profile_data tool do? +

Generate a full dataset profile: shape, types, missing values, distributions, quality checks, and optional correlations. It is categorised as a Read tool in the CLIO Adios MCP Server, which means it retrieves data without modifying state.

How do I enforce a policy on profile_data? +

Register the CLIO Adios MCP server in PolicyLayer and add a rule for profile_data: 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 CLIO Adios. Nothing to install.

What risk level is profile_data? +

profile_data is a Read tool with low risk. Read-only tools are generally safe to allow by default.

Can I rate-limit profile_data? +

Yes. Add a rate_limit block to the profile_data 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.

How do I block profile_data completely? +

Set action: deny in the PolicyLayer policy for profile_data. 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.

What MCP server provides profile_data? +

profile_data is provided by the CLIO Adios MCP server (pypi:clio-kit). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

KEEP EXPLORING

More on CLIO Adios, and thousands of servers like it.

This server

All 204 CLIO Adios tools →

Across the catalogue

collect_devtools_data on Percepta MCP Server → The MCP Attack Database →

Guides

Roll out MCP under one policy →Data exfiltration →MCP token cost →