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Glama

Procedure Suggestions

suggest_procedures
Read-onlyIdempotent

Advisory helper that suggests likely CPT codes from a plain-English medical need. Uses Loa heuristics plus AI and is not authoritative or diagnostic. Use only when the user cannot name the procedure, then confirm candidates with search_cpt_codes before pricing them. Requires a LOA account.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYesNatural language description of the medical need (e.g. "I have a rash on my arm", "need imaging for my lower back pain")

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
typeYes
provenanceYes
interpretationYes
suggestedCodesYes
needsConfirmationWithYes

TDQS

A4.7/5.0
Behavior4/5

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

Annotations already declare readOnlyHint and non-destructive behavior. The description adds valuable context: uses 'Loa heuristics plus AI', is 'not authoritative or diagnostic', and requires an account. 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?

Three concise sentences: purpose, usage guidelines, and requirement. Front-loaded with main function, zero superfluous 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?

Despite having an output schema, the description covers all needed context: when to use, how to follow up, non-authoritative nature, and account requirement. No gaps for such a simple tool.

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?

Only one parameter (query) with 100% schema coverage, including an example in the description. The description adds a plain-English interpretation and example, slightly enhancing the schema's definition.

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 it suggests CPT codes from plain-English medical needs, using 'suggests likely CPT codes' as the verb-resource pair. It distinguishes from siblings like search_cpt_codes by specifying the use case.

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

Usage Guidelines5/5

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

Explicitly states when to use ('only when the user cannot name the procedure'), what to do after ('confirm candidates with search_cpt_codes before pricing'), and a prerequisite ('Requires a LOA account'). This provides clear decision-making criteria.

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

A4.4/5.0
Disambiguation5/5

Each tool has a clearly distinct purpose: search tools cover different entities, pricing tools cover different scenarios (hospital, market, estimate), and the explanation and update tools are unique. No two tools overlap in function.

Naming Consistency4/5

Most tools follow a verb_noun pattern (get_, search_, explain_, suggest_, submit_), which is clear and predictable. However, the verbs are not uniform across all tools (e.g., 'get' vs 'search' for lookups), introducing slight inconsistency.

Tool Count5/5

With 12 tools, the server is well-scoped for healthcare pricing. Each tool serves a necessary function—search, pricing variations, profile, explanation, and updates—without excess or deficiency.

Completeness5/5

The tool surface covers the full workflow: entity/code searching, multiple pricing queries, price source explanation, entity profiles, and update submissions. No obvious gaps for the intended domain.