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Read-onlyIdempotent

Search providers by any combination of fields. NPI Registry requires at least one filter — supply at least name/organization/taxonomy/postal_code/state.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cityNo
nameNoFull provider name (use along with type)
skipNo0-based offset (max 1000)
limitNo1-200 (default 10)
stateNoTwo-letter state code
numberNo10-digit NPI
npi_typeNoNPI-1 (individual) | NPI-2 (organization)
taxonomyNoTaxonomy code or description (e.g. "Internal Medicine")
last_nameNo
first_nameNo
postal_codeNo5-digit ZIP (or first 3 with wildcard "*")
country_codeNoUS (default) | other ISO country
address_purposeNoLOCATION (default) | MAILING | PRIMARY | SECONDARY
organization_nameNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
ErrorsNoAPI error messages if any
resultsNoArray of provider records matching search criteria
result_countNoTotal number of results matching query

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. Changed2 schema fields changed
    • addedInput schema / examples
      Added value: +[
      +  {
      +    "name": "John Smith",
      +    "state": "CA",
      +    "taxonomy": "Internal Medicine"
      +  },
      +  {
      +    "limit": 20,
      +    "organization_name": "Mayo Clinic",
      +    "state": "MN"
      +  }
      +]
    • changedOutput schema / (root)
      Previous value: -nullNew value: +{
      +  "properties": {
      +    "Errors": {
      +      "description": "API error messages if any",
      +      "items": {
      +        "type": "string"
      +      },
      +      "type": "array"
      +    },
      +    "result_count": {
      +      "description": "Total number of results matching query",
      +      "type": "number"
      +    },
      +    "results": {
      +      "description": "Array of provider records matching search criteria",
      +      "items": {
      +        "properties": {
      +          "addresses": {
      +            "description": "Provider address records",
      +            "items": {
      +              "properties": {
      +                "address_1": {
      +                  "type": "string"
      +                },
      +                "address_2": {
      +                  "type": "string"
      +                },
      +                "address_purpose": {
      +                  "type": "string"
      +                },
      +                "address_type": {
      +                  "type": "string"
      +                },
      +                "city": {
      +                  "type": "string"
      +                },
      +                "country_code": {
      +                  "type": "string"
      +                },
      +                "postal_code": {
      +                  "type": "string"
      +                },
      +                "state": {
      +                  "type": "string"
      +                }
      +              },
      +              "type": "object"
      +            },
      +            "type": "array"
      +          },
      +          "basic": {
      +            "description": "Basic provider information",
      +            "properties": {
      +              "credential_text": {
      +                "type": "string"
      +              },
      +              "first_name": {
      +                "type": "string"
      +              },
      +              "last_name": {
      +                "type": "string"
      +              },
      +              "organization_name": {
      +                "type": "string"
      +              }
      +            },
      +            "type": "object"
      +          },
      +          "enumeration_type": {
      +            "description": "NPI-1 (individual) or NPI-2 (organization)",
      +            "type": "string"
      +          },
      +          "number": {
      +            "description": "10-digit NPI identifier",
      +            "type": "string"
      +          },
      +          "taxonomies": {
      +            "description": "Provider taxonomy specializations",
      +            "items": {
      +              "properties": {
      +                "code": {
      +                  "type": "string"
      +                },
      +                "primary": {
      +                  "type": "boolean"
      +                },
      +                "taxonomy_description": {
      +                  "type": "string"
      +                }
      +              },
      +              "type": "object"
      +            },
      +            "type": "array"
      +          }
      +        },
      +        "type": "object"
      +      },
      +      "type": "array"
      +    }
      +  },
      +  "type": "object"
      +}
  2. First observed

TDQS

A4.2/5.0
Behavior4/5

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

Annotations already indicate read-only, open-world, idempotent, and non-destructive behavior, so the description's additional note about filter requirements adds useful context without contradicting annotations. The tool's safety profile is effectively communicated.

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 sentences: the first states the general purpose, the second adds a critical usage constraint. 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.

Completeness4/5

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

Given the high schema coverage, existence of an output schema, and annotations, the description is adequately complete. It covers the essential constraint. Minor improvement could be adding why the filter requirement exists, but not necessary.

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?

With 71% schema description coverage, the schema documents most parameters well. The description adds no new parameter information beyond listing suggested filter fields, which is already implicit in 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 the tool searches for providers using any combination of fields. It specifies the resource ('providers') and the action ('search'), distinguishing it from sibling tools like 'get_provider' which likely retrieves a single record.

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 that the NPI Registry requires at least one filter, listing acceptable fields. While it does not explicitly mention when not to use this tool or name alternatives, the requirement gives practical usage guidance.

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

A3.9/5.0
Disambiguation4/5

The tools are generally distinct, with clear purposes for NPI registry operations, but some overlap exists between ask_pipeworx, ask_pipeworx_beta, and ask_pipeworx_grounded, which all route to the same underlying data but with different response modes. Additionally, bet_research and polymarket_edges both offer analysis of prediction markets, causing potential confusion.

Naming Consistency3/5

The naming is mixed: some tools follow a consistent verb_noun pattern (e.g., search, remember, forget), while others use descriptive but non-pattern names like ai_visibility_check or ask_pipeworx_grounded. There is also a mix of snake_case and camelCase (e.g., generate_llms_txt vs. ai_visibility_check).

Tool Count4/5

With 33 tools, the count is slightly high but still reasonable given the broad scope of the server, which covers NPI registry, company profiles, prediction markets, AI visibility, and more. Each tool serves a distinct purpose, though a few could potentially be consolidated.

Completeness3/5

The tool surface covers the NPI registry core (search, get by NPI) but lacks obvious CRUD operations like create, update, or delete for providers. For other domains like company profiles, it has good coverage, but the NPI-specific functionality feels incomplete without lifecycle management.