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telcodata

list_downloads

List paid downloadable TelcoData datasets visible to the authenticated user, including entitlement/access flags. Use when the user asks what bulk data files, CSVs, database dumps, or paid downloads their account can access.

Input Schema

NameRequiredDescriptionDefault
api_keyNoTelcoData API key. Optional if TELCODATA_MCP_API_KEY is set or the HTTP MCP request provides Authorization/X-API-Key.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.8/5.0
Behavior3/5

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

No annotations are provided, so the description bears the full behavioral burden. It discloses that results are scoped to the authenticated user and include entitlement/access flags, but it does not explicitly state that the operation is read-only, nor does it mention pagination, rate limits, or error behavior.

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, front-loaded with the core purpose and followed by a concise usage scenario. Every sentence earns its place with no redundancy.

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 simple list tool with one optional parameter and no output schema, the description covers purpose, usage context, and returned data (entitlement flags). It lacks details on pagination or explicit read-only safety, which are minor given the tool's simplicity.

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 description coverage is 100% for the single optional api_key parameter, so the schema already explains its usage. The description adds no parameter-specific meaning, which is the baseline expectation when schema coverage is high.

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

Purpose4/5

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

The description states a specific verb and resource: 'List paid downloadable TelcoData datasets visible to the authenticated user, including entitlement/access flags.' This clearly distinguishes it from most siblings (geocoding, lookups, searches), though it does not explicitly differentiate from the closely related get_download_metadata sibling.

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?

It gives a clear usage context: 'Use when the user asks what bulk data files, CSVs, database dumps, or paid downloads their account can access.' However, it does not mention when not to use it or name an alternative (e.g., get_download_metadata for details on a specific download).

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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