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Glama

Server Details

Directory of US clearinghouse/payer APIs (Availity, Optum, Waystar) with pricing & access signals.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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Tool DescriptionsA

Average 4/5 across 4 of 4 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool serves a distinct purpose: get_clearinghouse for a single vendor's full record, list_clearinghouses for all vendors, recommend_clearinghouse for ranking based on practice needs, and vendors_by_function for filtering by X12 function. No overlap.

Naming Consistency4/5

Three tools follow a clear verb_noun pattern (get_, list_, recommend_), while vendors_by_function uses a noun_preposition_noun structure. This minor inconsistency prevents a perfect score.

Tool Count5/5

With 4 tools, the server is well-scoped for a directory. Each tool addresses a core need without unnecessary bloat or deficiency.

Completeness4/5

The set covers browsing, detail retrieval, recommendation, and function-based filtering. Missing a direct search by name or side-by-side comparison, but these are not critical gaps for the domain.

Available Tools

4 tools
get_clearinghouseAInspect

Full record for one vendor: what it does, dated+confidence-tagged pricing signals, access requirements, and small-practice fit. confidence is one of published/reported/none.

ParametersJSON Schema
NameRequiredDescriptionDefault
slugYesVendor slug, e.g. 'availity', 'stedi', 'office-ally'.
Behavior4/5

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

No annotations provided, so the description must disclose behavior. It explains the record content (pricing signals, access requirements, fit) and clarifies the confidence field values. It does not mention side effects, but as a read operation this is sufficient.

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 sentences, front-loaded with key information, no redundant words. Every sentence adds value.

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?

No output schema exists, but the description adequately describes the response contents (what it does, pricing signals, access, fit). For a single-vendor read tool, this is reasonably complete.

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 has 100% coverage for the single parameter (slug), with a clear description and examples. The tool description adds context about the confidence field in the output but does not enhance the parameter meaning beyond the schema. Baseline 3 is 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?

The description clearly states it retrieves a full record for one vendor, listing specific contents (pricing signals, access requirements, small-practice fit). It distinguishes from sibling tools like list_clearinghouses (which lists vendors) and recommend_clearinghouse (which recommends).

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 implies use when needing detailed information about a single vendor, contrasting with list_clearinghouses for an overview. However, it does not explicitly state when not to use it or provide alternatives.

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

list_clearinghousesAInspect

List all medical clearinghouse / payer-API vendors in the directory with their access model, API style, supported X12 functions, and whether pricing is public.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Behavior3/5

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

No annotations are provided, so the description carries the burden. It indicates a read-only listing operation and specifies the returned data fields. However, it does not disclose performance, caching, or rate limits. For a simple list tool this is adequate but not rich.

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 a single sentence that is front-loaded with the action and resource, followed by the key attributes. Every word earns its place; no redundancy.

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 zero parameters, no output schema, and no annotations, the description fully explains what the tool returns. It is complete for a list-all 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?

With 0 parameters and 100% schema coverage, the baseline is 4. The description adds value by detailing what the list contains, fulfilling the semantic need.

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 lists all medical clearinghouse vendors with specific attributes (access model, API style, supported X12 functions, pricing). This distinguishes it from sibling tools like get_clearinghouse (single vendor) and recommend_clearinghouse (recommendation).

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 implies when to use (when you need a full list of vendors and their details). It does not explicitly mention when not to use or provide alternative tools, but the context of sibling tools aids differentiation.

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

recommend_clearinghouseAInspect

Transparently rank vendors for a practice. Returns scored shortlist with the reasoning for each. Inputs: functions needed, dev-integration flag, budget-sensitive flag.

ParametersJSON Schema
NameRequiredDescriptionDefault
functionsNo
devIntegrationNo
budgetSensitiveNo
Behavior3/5

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

No annotations exist, so the description carries full burden. It mentions transparency and returning reasoning, indicating a read-like operation, but does not disclose potential side effects, authentication needs, or how the ranking algorithm works.

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?

Two sentences clearly convey purpose and return, followed by a list of inputs. The structure is front-loaded and efficient, though could benefit from bullet points or clearer separation of parameters.

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?

Description covers main purpose, return, and inputs, but lacks output schema details (e.g., scoring scale, rank order). With no output schema and three optional parameters, more detail on return structure would improve completeness.

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 0%, requiring the description to explain parameters. It lists the three inputs (functions, devIntegration, budgetSensitive) at a high level but does not elaborate on how they influence ranking. Sufficient for basic mapping but lacks depth

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 ranks vendors for a practice and returns a scored shortlist with reasoning. It distinguishes from siblings like get_clearinghouse (single) and list_clearinghouses (list all) by focusing on ranking with transparency.

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 lists required inputs but does not explicitly state when to use this tool over siblings or when not to use it. Usage is implied by the inputs, but no exclusions or alternative tool references are provided.

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

vendors_by_functionAInspect

Which vendors support a given X12 function. function slug one of: eligibility, claims, era, claim-status, prior-auth.

ParametersJSON Schema
NameRequiredDescriptionDefault
functionYes
Behavior2/5

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

No annotations are present, so the description carries the full burden. It fails to disclose behavioral traits such as read-only nature, authentication requirements, rate limits, or response structure. The description is minimal.

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 extremely concise: one sentence plus a list of allowed values. It front-loads the purpose and every word is essential. No wasted text.

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?

Given low complexity (1 parameter, no output schema), the description is adequate but lacks information about return format or pagination. It covers the core purpose and parameter values but not the output structure.

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 coverage is 0% with no enum or description for the 'function' parameter. The description adds critical meaning by listing the allowed values: eligibility, claims, era, claim-status, prior-auth. This compensates for the schema gap.

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's purpose: 'Which vendors support a given X12 function.' It specifies the function slugs, making the tool's function explicit. It also distinguishes from siblings (clearinghouse tools), which are about different entities.

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 context by listing the function slugs, but does not explicitly state when to use this tool versus alternatives (e.g., sibling tools). No when-not-to-use guidance is provided.

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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