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qso-graph

lotw-mcp

by qso-graph

lotw_user_activity

Check whether a callsign uses LoTW and retrieve the date of their most recent upload.

Instructions

Check if a callsign uses LoTW and when they last uploaded.

Public endpoint — no authentication required. Uses a locally cached copy of the LoTW user activity CSV (refreshed weekly).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
callsignYesCallsign to check.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior4/5

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

With no annotations, the description carries full burden. It discloses important behaviors: public endpoint (no auth) and weekly cached data. This goes beyond the name and purpose, though it doesn't cover error handling.

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?

Extremely concise: two sentences, first covers purpose, second covers behavior. No wasted words, front-loaded.

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

Completeness5/5

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

Given the tool's simplicity (1 param, output schema present), the description is complete. It states purpose, security (public), and data freshness (cached weekly). No additional details needed.

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%, so the schema already describes the single parameter. The description adds no extra meaning beyond 'Callsign to check.' Baseline of 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?

The description clearly states the verb 'check' and the resource 'callsign' regarding LoTW usage and last upload time. It distinguishes from sibling tools like lotw_confirmations and lotw_qsos by focusing on user activity checks.

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 provides clear context ('check if a callsign uses LoTW'), implying when to use it. It notes the public endpoint and cached data, but lacks explicit guidance on alternatives or when not to use.

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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