dataset_download_files
A read tool on the Kaggle- MCP server.
This record as markdown: /tools/54yyyu-kaggle-mcp/dataset-download-files.md
What dataset_download_files does on Kaggle-MCP
AI agents call dataset_download_files to retrieve information from Kaggle-MCP without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
Why dataset_download_files is rated Low
Despite the empty description lowering confidence slightly, the naming pattern aligns with other Read operations on this server (competition_download_files, competition_list_files). Downloading files is a retrieval action with no side effects on the source data. Severity is medium due to potential for downloading sensitive datasets in bulk, but the action itself is read-only.
From the tool's definition Tool name 'dataset_download_files' indicates retrieval of dataset files from Kaggle. No description provided, but the function name and server context (Kaggle API operations) suggest this downloads/retrieves existing data without modification.
Attacks that exploit this kind of access
The rule that runs dataset_download_files safely
PolicyLayer is an MCP gateway: it sits between your AI agents and Kaggle-MCP, and checks every tool call against a rule you set before the call runs. Nothing changes on the server itself. For dataset_download_files, this is the rule to start with:
dataset_download_files is read-only, so it stays allowed. Everything else on the server is denied unless you say otherwise.
The button opens the PolicyLayer dashboard: create your workspace, connect Kaggle-MCP, apply this rule, and every dataset_download_files call is checked against it from then on.
Questions about dataset_download_files
dataset_download_files is a read tool on the Kaggle MCP server. It is categorised as a Read tool in the Kaggle-MCP MCP Server, which means it retrieves data without modifying state.
Register the Kaggle MCP server in PolicyLayer and add a rule for dataset_download_files: 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 Kaggle-MCP. Nothing to install.
dataset_download_files 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 dataset_download_files 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 dataset_download_files. 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.
dataset_download_files is provided by the Kaggle MCP server (54yyyu/kaggle-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
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