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Cgisclair29

Rapid7 Bulk Export MCP

by Cgisclair29

Load Rapid7 Parquet File

load_rapid7_parquet
Idempotent

Load existing Parquet files containing vulnerability data into the local DuckDB database, skipping the export process to enable immediate SQL and natural language queries.

Instructions

Load vulnerability data from existing Parquet file(s).

Use this if you already have Parquet files downloaded and want to skip the export process. This is much faster than running a full export.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
parquet_pathYesPath to a Parquet file or directory containing Parquet files

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observedv0.5.2

TDQS

A4/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already establish the safety profile (idempotentHint=true, destructiveHint=false, readOnlyHint=false), and the description's 'load' claim is consistent with those. The description adds a performance trait ('much faster than running a full export') and the workflow context of skipping exports. However, it doesn't disclose what happens when data is loaded into a non-empty store (overwrite vs. append), which is the key behavioral unknown for a load tool.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three sentences with no filler: the purpose is front-loaded, the usage condition follows, and the performance rationale comes last. Each sentence earns its place, and the whole is well under any reasonable length limit.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a single-parameter tool with 100% schema coverage, an output schema, and annotations covering idempotency and destructiveness, the description is nearly complete. The only gap is conflict semantics with pre-existing data (does loading replace or merge?), which is a minor omission for an idempotent loader.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% — parquet_path's description states it accepts a file or directory, so the schema already carries the full semantic load. The description's phrase 'Parquet file(s)' reinforces the directory case but adds no new meaning beyond the schema, so the baseline 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource: 'Load vulnerability data from existing Parquet file(s).' This is unambiguous among the siblings, which are all export-management or query tools (start_rapid7_export, download_rapid7_export, query_rapid7, etc.), so there is no confusion about what this tool does.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives an explicit trigger condition: use this when you already have Parquet files downloaded and want to skip the export process. It contrasts this path with running a full export, letting an agent infer that the export siblings (start_rapid7_export, download_rapid7_export) are the alternative. It stops short of naming a specific sibling tool, but the condition is clear enough to route correctly.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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