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Glama

Server Details

Healthcare provider & compliance intel: NPPES lookup, OIG/SAM exclusion screening, FDA enforcement.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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MCP client
Glama
MCP server

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Usage analytics

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Tool DescriptionsA

Average 3.7/5 across 4 of 4 tools scored.

Server CoherenceA
Disambiguation4/5

The tools cover distinct domains: FDA enforcement, new exclusions, provider lookup, and exclusion screening. However, provider_lookup already returns an OIG-LEIE exclusion flag, which overlaps with the purpose of screen_exclusion, potentially confusing an agent on which to use for a simple exclusion check.

Naming Consistency2/5

Naming patterns are inconsistent: fda_enforcement (noun), new_exclusions (adjective_noun), provider_lookup (noun_verb), screen_exclusion (verb_noun). No consistent verb_noun or noun_verb pattern across tools, making it harder to predict tool names.

Tool Count5/5

With 4 tools, the server is well-scoped for its domain of healthcare intelligence. Each tool addresses a specific need (FDA enforcement, exclusion alerts, provider lookup, screening) without being too few or too many.

Completeness4/5

The tool set covers core workflows: provider lookup, exclusion checking, and alerts for new exclusions and FDA enforcement. Minor gaps exist, such as no tool for detailed enforcement history per provider, but the main use cases are covered.

Available Tools

4 tools
fda_enforcementBInspect

Return recent FDA enforcement/recall actions tied to a device/drug firm (openFDA). A manufacturer-risk layer for procurement and payor teams.

ParametersJSON Schema
NameRequiredDescriptionDefault
firmYesRecalling firm / manufacturer name.
Behavior2/5

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

No annotations provided. Description does not disclose behavioral traits such as rate limits, pagination, data freshness, or response format. Falls short given full burden on description.

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 concise sentences, front-loaded with purpose and a secondary contextual sentence. No wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

No output schema exists; description does not mention response structure, fields, or pagination. Adequate for a minimal tool but incomplete in conveying what the agent receives.

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?

Input schema has 100% coverage with a clear description for the only parameter 'firm'. Description adds no additional meaning beyond the schema, so baseline of 3 appropriate.

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?

Clearly states the tool returns FDA enforcement/recall actions for a firm, adding context of use for procurement and payor teams. Distinct from sibling tools like new_exclusions, provider_lookup.

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?

Implied usage for checking FDA actions per firm, but no explicit when-to-use or alternatives provided. Missing guidance on when not to use this vs other tools.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

new_exclusionsAInspect

Return providers newly added to the OIG-LEIE exclusion list, optionally scoped by state and/or specialty. The credentialing / payment-integrity alert feed.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoDefault 60.
stateNo
specialtyNo
Behavior2/5

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

No annotations are present, so the description must fully disclose behavior. It only states the tool returns a list, but does not mention side effects, authentication needs, rate limits, or pagination. The behavior is implied as read-only, but not explicitly stated.

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 concise sentences: first covers purpose and optional parameters, second adds context as an alert feed. No wasted words, front-loaded with key information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema and 3 parameters, the description is adequate but lacks details on return format or pagination. For a simple list tool it covers basics, but leaves gaps in how results are presented.

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?

Schema description coverage is only 33% (limit described). The description adds meaning for state and specialty ('optionally scoped'), compensating for their lack of schema descriptions. This is valuable context beyond what the schema provides.

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 the tool returns 'providers newly added to the OIG-LEIE exclusion list', specifying the resource (providers) and action (return). It also distinguishes from siblings like fda_enforcement, provider_lookup, and screen_exclusion by focusing on new OIG-LEIE exclusions and labeling it as an alert feed.

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

Usage Guidelines3/5

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

The description implies usage for credentialing/payment-integrity alerts, but does not explicitly state when to use vs. alternatives or when not to use. No comparative guidance against siblings is provided.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

provider_lookupAInspect

Look up US healthcare providers from the public CMS NPPES registry by NPI, or search by specialty + state (+ optional name/city). Returns NPI, name, specialty, license, location, and an OIG-LEIE exclusion flag on each. Public data only — no PHI.

ParametersJSON Schema
NameRequiredDescriptionDefault
npiNoExact 10-digit NPI for a single provider.
cityNo
nameNoProvider or organization name substring.
limitNoMax results (default 50).
stateNoTwo-letter state, e.g. 'TX'.
specialtyNoTaxonomy/specialty, e.g. 'Cardiology'.
Behavior4/5

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

No annotations provided, so description carries full burden. It discloses data source (public CMS registry), states 'no PHI' for safety, and lists return fields. For a read-only lookup tool, this is comprehensive.

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 concise sentences front-load purpose and include return fields and data restrictions. 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?

Given no output schema, description fully explains return fields (NPI, name, specialty, etc.) and data source. All 6 parameters are addressed through usage modes. No gaps.

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?

Description adds meaning beyond schema by explaining how parameters combine (e.g., 'search by specialty + state + optional name/city'). It reinforces the limit default, though schema already covers 83% of parameters.

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?

Description clearly states it looks up providers by NPI or searches by specialty+state with optional filters. It implicitly distinguishes from siblings (FDA enforcement, exclusions) by specifying the CMS NPPES registry and return fields, but does not explicitly differentiate.

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

Usage Guidelines3/5

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

Description provides clear usage modes (NPI lookup vs. search) but does not give explicit guidance on when to use this tool over siblings or when not to use it.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

screen_exclusionAInspect

Screen a provider/organization against the federal exclusion lists (HHS-OIG LEIE, and SAM.gov if configured). NPI match is exact; name match is flagged and identity-cautious. Returns sourced findings + a disclaimer. Facts, never an allegation.

ParametersJSON Schema
NameRequiredDescriptionDefault
npiNo
nameNo
stateNo
Behavior4/5

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

No annotations provided, but description discloses exact vs fuzzy matching behavior, output nature (sourced findings + disclaimer), and factual tone. Lacks details on rate limits or authentication requirements.

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 sentences: purpose, matching logic, output. Front-loaded, each sentence adds unique value without redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Covers purpose, matching, and output but lacks parameter details, output format, and meaning of 'if configured' for SAM.gov. Incomplete given 3 optional params and no output schema.

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 description coverage is 0%, and description does not individually explain each parameter (npi, name, state). Only mentions NPI match behavior but omits role of state or interaction between parameters.

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?

Description clearly states the tool screens providers against federal exclusion lists (HHS-OIG LEIE, SAM.gov) and distinguishes from siblings (fda_enforcement, new_exclusions, provider_lookup) by focusing on exclusion checking.

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

Usage Guidelines3/5

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

Implied usage for exclusion screening but does not explicitly state when to use vs alternatives or provide exclusion criteria. No direct guidance on prerequisites or context.

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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