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VectorInstitute

usa-npn-mcp-server

export-raw-data

Export cached raw query data to JSON or JSONL files for offline analysis. Specify hash ID and file format to save to allowed directories.

Instructions

Export cached raw data to JSON or JSONL file. Requires MCP client to provide roots (allowed directories) for file operations.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
hash_idYesHash ID of cached query to export
file_formatYesExport format: json or jsonl
filenameNoOptional filename. If not provided, auto-generated from hash_id
output_pathNoOutput path for the file (relative to root or absolute within allowed roots). If not provided, saves to the first available root directory.
Behavior3/5

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

No annotations are provided, so the description carries the burden. It discloses the root requirement but omits details about behavior on invalid hash_id, file overwrite, or synchronization. Minimal transparency beyond the prerequisite.

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?

Two sentences: first states core purpose, second states a crucial prerequisite. No wasted words, front-loaded with essential information.

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

Completeness3/5

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

No output schema exists, so the description should explain return values or success/failure indicators. It also doesn't mention error handling or async behavior. For a file export tool, more context would be helpful.

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

Parameters4/5

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

Schema coverage is 100%, so the schema already documents parameters. The description adds context about root requirement, which is not in the schema. This adds value beyond the schema.

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?

The description clearly states the verb 'export', the resource 'cached raw data', and the output format 'JSON or JSONL file'. It distinguishes from siblings like get-raw-data which retrieves data but does not export to file.

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 mentions a key prerequisite: requires MCP client to provide roots. However, it does not explicitly state when not to use this tool or suggest alternatives, leaving some gap in guidance.

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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