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Lotus — AI Citation Intelligence

analyze_geo

Read-only
Analyze a domain's visibility across AI-generated answers.
Without an API key: returns a limited preview (1/day per IP, 3/week).
With a valid API key: returns the full analysis including measured
metrics, revenue-at-risk estimates and scenario simulations.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
domainYes

TDQS

A4.7/5.0
Behavior5/5

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

Annotations already declare the tool as read-only; the description adds rate limiting details (1/day per IP, 3/week) and differentiates output based on API key availability, which is valuable contextual behavior. No contradiction with annotations.

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?

The description is two concise sentences, front-loaded with the primary purpose and then conditional details. Every clause adds value with no wasted words.

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?

With one simple parameter, no output schema, and a read-only annotation, the description fully covers the tool's purpose, behavior, rate limits, and output differences. An agent has enough information to invoke it correctly.

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?

The schema has one 'domain' parameter with 0% description coverage, but the tool description's first sentence establishes that 'domain' refers to the website being analyzed. This adds necessary meaning, though no format or example is provided.

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 'Analyze a domain's visibility across AI-generated answers' with a specific verb and resource, distinguishing it from the sibling get_* tools which address other aspects of GEO. The purpose is unambiguous.

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 on usage modes (with/without API key) and expected output differences. However, it does not explicitly compare against alternative sibling tools or state when not to use, so it falls short of a 5.

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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TDQS

A4.1/5.0
Disambiguation4/5

Each tool targets a distinct resource and action, though analyze_geo overlaps slightly with get_bleed_model and get_competitor_actions. Descriptions clarify the differences, making misselection unlikely.

Naming Consistency5/5

All tools follow a consistent snake_case verb_noun pattern (activate_artifact, get_bot_activity, mark_applied). Minor deviations like analyze_geo instead of get_geo_analysis don't break the pattern.

Tool Count4/5

16 tools is slightly above the typical 3-15 range, but the server covers multiple subdomains (artifacts, analysis, quick wins, reporting), so each tool has a clear purpose.

Completeness4/5

The tool set covers the full artifact lifecycle (generate, list, get, approve, activate, regenerate) and the core analysis metrics. Minor gaps like no explicit delete tool for artifacts exist, but regenerate serves that need.