merge_datasets
Join two datasets using inner, outer, left, or right joins on specified key columns.
This record as markdown: /tools/io-github-iowarp-adios-mcp/merge-datasets.md
What merge_datasets does on CLIO Adios
AI agents use merge_datasets to create or update resources in CLIO Adios, usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your CLIO Adios environment.
Why merge_datasets is rated Medium
Merging/joining datasets is a write operation that creates or modifies data in a reversible manner. While the operation itself doesn't execute arbitrary code or delete data, it generates new derived data structures. The severity is medium because misuse could create incorrect analytical results or large intermediate datasets, but the operation is generally reversible (the joined result can be discarded).
From the tool's definition Tool description states 'Join two datasets...on specified key columns', which performs a data transformation operation that creates new data structures (joined datasets) without permanently deleting or destructively modifying the original sources.
Attacks that exploit this kind of access
The rule that runs merge_datasets 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 merge_datasets, this is the rule to start with:
merge_datasets stays usable, but capped: an agent stuck in a loop can't make hundreds of changes a minute. Everything else on the server is denied unless you say otherwise.
The button opens the PolicyLayer dashboard: create your workspace, connect CLIO Adios, apply this rule, and every merge_datasets call is checked against it from then on.
Questions about merge_datasets
Join two datasets using inner, outer, left, or right joins on specified key columns. It is categorised as a Write tool in the CLIO Adios MCP Server, which means it can create or modify data. Consider rate limits to prevent runaway writes.
Register the CLIO Adios MCP server in PolicyLayer and add a rule for merge_datasets: 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.
merge_datasets is a Write tool with medium risk. Write tools should be rate-limited to prevent accidental bulk modifications.
Yes. Add a rate_limit block to the merge_datasets 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 merge_datasets. 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.
merge_datasets 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.
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