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Google Search Autocomplete

nexscope_seo_search_autocomplete
Read-only

A Google US English autocomplete sample for one keyword. Preserve suggestions from the fixed client. Missing optional fields stay null; no complete search coverage is implied.

Input Schema

NameRequiredDescriptionDefault
limitNo
marketNoUS
keywordYesTrim, NFC and lowercase, 1 to 80 Unicode code points, at most ten words; no controls or colons.
languageNoen

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.8/5.0
Behavior3/5

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

Annotations already cover the safety profile (readOnlyHint, destructiveHint false, openWorldHint true). The description adds two real behavioral facts beyond them: results are a non-exhaustive sample ("no complete search coverage is implied") and absent optional fields come back as null. However, "Preserve suggestions from the fixed client" is opaque internal jargon that conveys little to an agent, and nothing is said about the market/language being hard-pinned beyond the parameter consts.

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

Conciseness3/5

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

Three short sentences with no filler, and the scope caveat is placed early. But the middle sentence ("Preserve suggestions from the fixed client") is cryptic enough that it does not clearly earn its place for an external agent, and the ordering puts an internal implementation note ahead of the more useful null-handling detail.

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?

With four simple flat parameters, a required keyword documented in-schema, hard-pinned market/language consts, no output schema, and annotations covering safety, the description covers the essentials: what is returned (autocomplete suggestions), that it is a single-keyword sample, and that missing fields are null. The unexplained `limit` bound is the main residual gap, which is minor for a read-only lookup.

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

Parameters2/5

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

Schema coverage is only 25% — just `keyword`. The description's "US English" implicitly maps to the market/language consts (which the schema already pins via const and default), but it says nothing about `limit` (what the 1–20 cap controls, and that the default is 10) or about the keyword formatting constraints beyond what the schema field note already states. Low coverage requires the description to compensate, and it largely does not.

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

Purpose3/5

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

"A Google US English autocomplete sample for one keyword" names the source (Google autocomplete) and resource (keyword suggestions), so the core action is inferable. But the qualifier "sample" is ambiguous (is it a demo call, a partial result set, or a single sampling?), and nothing distinguishes it from nearby siblings such as nexscope_seo_keyword_ideas or nexscope_seo_top_searches, which also surface keyword suggestion data.

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

Usage Guidelines2/5

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

The only guidance is the negative caveat "no complete search coverage is implied," which warns that results are partial but never says when to prefer this tool over keyword-expansion or keyword-idea siblings. There is no trigger condition, no prerequisite, and no named alternative.

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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