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telcodata

list_lata_prefixes

List prefixes in a Local Access and Transport Area (LATA). Use for regional telecom market/routing questions such as all prefixes in a LATA. LATAs are telecom routing/market areas and do not necessarily match states, cities, or area codes. TelcoData fields commonly include npa, exchange/NXX, thousands, state, country, ratecenter, company, ocn, lata, switch CLLI, and tandem CLLI. A thousands value of -1 represents the whole prefix/default aggregate; 0-9 are individual thousand-number pooling blocks.

Input Schema

NameRequiredDescriptionDefault
lataYes3- or 4-digit LATA number.
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

A4.1/5.0
Behavior4/5

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

With no annotations, the description carries the full burden and does add substantive context: LATA boundary behavior, the typical TelcoData fields returned, and the meaning of a thousands value of -1 versus 0-9. It does not discuss result-set limits, pagination, or error behavior, but for a read-only listing tool the domain disclosure is meaningful.

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

Conciseness4/5

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

Purpose and usage are front-loaded in the first two sentences, and the remaining context on LATA semantics and field meanings earns its place. The dense field enumeration is the only mildly verbose element, but it is informative rather than redundant.

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?

There is no output schema, so the description correctly compensates by enumerating common TelcoData fields and explaining the thousands aggregate convention. An agent has enough to invoke the tool and interpret the returned records, though pagination or result-size behavior is not covered.

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%, and the schema itself documents the lata pattern (3-4 digits) and API key fallback behavior. The description adds no input-parameter detail beyond that—its thousands discussion concerns returned data, not the request—so the baseline 3 applies.

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 gives a specific verb and resource ('List prefixes in a LATA') and immediately disambiguates the domain concept, noting LATAs do not match states, cities, or area codes. An agent can distinguish this from list_state_area_codes or list_area_code_exchanges without opening the schema.

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 states the use case explicitly ('Use for regional telecom market/routing questions such as all prefixes in a LATA') and implicitly routes agents away from state/area-code tools via the LATA caveat. It does not name the closest alternatives like list_ocn_prefixes or list_tandem_prefixes, so there are no explicit exclusions.

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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