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Server Details

MCP server for valet parking: 789 US operators across 31,186 cities. 7 tools. No auth.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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Glama
MCP server

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Tool DescriptionsA

Average 4.5/5 across 7 of 7 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool has a unique and clearly defined purpose, such as finding operators by city, coordinates, or service, with no overlapping functionality.

Naming Consistency5/5

All tool names follow a consistent 'valet_verb_noun' pattern with snake_case, making them predictable and easy to distinguish.

Tool Count5/5

Seven tools is an ideal count for a directory server, covering search, retrieval, and taxonomy without being excessive or insufficient.

Completeness5/5

The tool set provides complete coverage for a parking directory: searching by location or service, retrieving full profiles, and listing available services.

Available Tools

7 tools
valet_find_nearest_operatorsFind Nearest OperatorsA
Read-onlyIdempotent
Inspect

List nearest valet operators within a 100-mile cap of a coordinate, optionally narrowed by service. Use this when a user is in a city with no listed operators and you need the closest available fallback ranked nearest-first. Empty array if nothing within 100 miles.

ParametersJSON Schema
NameRequiredDescriptionDefault
latYesLatitude in decimal degrees (WGS84). Range: -90 to 90.
lngYesLongitude in decimal degrees (WGS84). Range: -180 to 180.
limitNoMax results to return; default 10, capped at 50
serviceNoOptional service narrowing. One of the 9 canonical valet service slugs. Omit to list every nearby operator regardless of services offered.

Output Schema

ParametersJSON Schema
NameRequiredDescription
_metaYesTOOL-11 ToS and attribution block
operatorsYesOperators within 100 miles of the input coordinate, sorted nearest-first. Empty array means nothing within 100 miles.
data_freshnessYesTOOL-10 freshness stamp
Behavior4/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, covering safety and idempotency. Description adds behavioral context: 100-mile cap, nearest-first ordering, and empty array on no results, which complements annotations nicely.

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 purpose, then usage guidance, then edge case. Every sentence is informative and non-redundant.

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 that there is an output schema (context signals indicate its presence), the description does not need to explain return values. It covers purpose, usage context, and a key edge case (empty array), making it complete for this tool's complexity and sibling set.

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 100% with detailed descriptions for all four parameters (lat, lng, limit, service). The description does not add meaning beyond what the schema provides, so baseline of 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 uses specific verb 'list' and resource 'valet operators' with clear scope: within a 100-mile cap, optionally narrowed by service. It distinguishes from sibling tools like valet_find_operators_in_city by focusing on coordinate-based nearest search.

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: 'when a user is in a city with no listed operators and you need the closest available fallback ranked nearest-first.' This implies the alternative use other tools when operators are listed, providing clear guidance.

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

valet_find_operators_in_cityFind Operators In CityA
Read-onlyIdempotent
Inspect

List valet operators serving a city slug plus state slug, optionally narrowed by service. Use this when an agent has a city already disambiguated and wants its operator roster ranked premium tier first then name. Empty array if no listed operators.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMax results to return; default 10, capped at 50
serviceNoOptional service narrowing. One of the 9 canonical valet service slugs. Omit to list every operator serving the city.
city_slugYesLowercase kebab-case city slug (e.g. 'houston', 'san-francisco')
state_slugYesLowercase kebab-case US state slug (e.g. 'tx', 'new-york')

Output Schema

ParametersJSON Schema
NameRequiredDescription
_metaYesTOOL-11 ToS and attribution block
operatorsYesOperators serving the city, ranked tier:desc then name:asc. Empty array means no matches.
data_freshnessYesTOOL-10 freshness stamp
Behavior4/5

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

Annotations declare readOnlyHint, idempotentHint, and destructiveHint. The description adds valuable behavioral context: returns empty array if no operators, ranking order, and optional service narrowing. No contradictions.

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 succinct sentences. First sentence states the core function; second provides usage guidance and return behavior. No wasted words, front-loaded.

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 4 parameters (2 required), output schema, and sibling tools, the description covers purpose, context, ranking, optional filtering, and edge case (empty array). Complete for its complexity.

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 100% with good descriptions. The description adds nuance: explains that omitting 'service' lists all operators, and implies ranking. This adds value beyond the schema, warranting a 4.

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 valet operators for a given city and state, with optional service narrowing. It specifies ranking logic (premium tier first then name) and distinguishes from siblings by indicating the prerequisite of a disambiguated city.

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 explicitly tells when to use this tool ('when an agent has a city already disambiguated and wants its operator roster'), providing clear context. It does not explicitly list when-not-to-use or alternatives, but the sibling list exists for reference.

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

valet_find_operators_nearFind Operators NearA
Read-onlyIdempotent
Inspect

Find valet operators within a given radius of a coordinate, ranked premium tier first then distance. Use this when you have a coordinate and an event-context radius (5mi single venue, 25mi metro, 50mi regional). radius_miles is required; empty array if no matches.

ParametersJSON Schema
NameRequiredDescriptionDefault
latYesLatitude in decimal degrees (WGS84). Range: -90 to 90.
lngYesLongitude in decimal degrees (WGS84). Range: -180 to 180.
limitNoMax results to return; default 10, capped at 50
serviceNoOptional service narrowing. One of the 9 canonical valet service slugs. Omit to list every operator within radius regardless of services offered.
radius_milesYesSearch radius in miles. REQUIRED, no default. Pick based on context: 5 mi for a single venue, 25 mi for a metro, 50 mi for a regional sweep.

Output Schema

ParametersJSON Schema
NameRequiredDescription
_metaYesTOOL-11 ToS and attribution block
operatorsYesOperators within radius_miles of the input coordinate, ranked tier:desc then distance:asc. Empty array means no matches within radius.
data_freshnessYesTOOL-10 freshness stamp
Behavior4/5

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

Adds valuable behavioral details beyond annotations: results are sorted by premium tier then distance, and returns empty array if no matches. Annotations already declare readOnlyHint, idempotentHint, destructiveHint, so description adds sorting and empty response behavior.

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 efficient sentences: first states purpose and sorting, second provides usage guidance and notes about radius and empty response. No redundant 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 the presence of output schema (not shown but indicated as true), description covers key aspects: purpose, sorting, radius guidance, empty result behavior. Sibling tools exist but not mentioned, yet description is sufficient for a search tool with good annotations and schema.

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 100%, so parameters are fully documented. Description adds practical guidance for radius_miles (5/25/50) which goes beyond schema's generic description. Other parameters (lat, lng, limit, service) are well-described in schema.

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 action (find valet operators) with spatial constraint (within radius of coordinate) and sorting (ranked premium tier first then distance). This distinguishes it from siblings like valet_find_nearest_operators or valet_find_operators_in_city.

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?

Provides explicit context for when to use with radius guidelines (5mi single venue, 25mi metro, 50mi regional). Does not explicitly mention when not to use or alternatives, but the context is clear enough.

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

valet_get_operatorGet Operator ProfileA
Read-onlyIdempotent
Inspect

Get the full operator profile by slug including address, phone, website, services, venues_served, FAQs, and tipping note. Use this when an agent has a slug from a search tool or directory URL and needs the complete profile to rank or present. Returns isError on slug 404 or upstream outage.

ParametersJSON Schema
NameRequiredDescriptionDefault
slugYesCanonical kebab-case operator slug (e.g. '12-oaks-parking-llc'). Lowercase letters, digits, hyphens only.

Output Schema

ParametersJSON Schema
NameRequiredDescription
_metaYesTOOL-11 ToS and attribution block
operatorYesThe full merged operator profile (Typesense + Payload long-tail fields)
data_freshnessYesTOOL-10 freshness stamp
Behavior5/5

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

Annotations already indicate readOnlyHint=true, idempotentHint=true, destructiveHint=false. The description adds behavioral detail: 'Returns isError on slug 404 or upstream outage,' and specifies what the profile includes. 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 sentences with no extraneous information. First sentence states purpose and output fields; second sentence gives usage context and error behavior. Efficient and front-loaded.

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 existence of an output schema, return values need not be elaborated. The description covers purpose, usage, and error states. It lacks explicit mention that result is a single object, but 'full operator profile' implies that. Slight gap but otherwise 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 coverage is 100% and already describes slug format in detail. The description adds no new parameter semantics beyond referencing 'slug' in the text. Baseline of 3 is appropriate since schema carries the burden.

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 retrieves the full operator profile by slug, listing specific fields. It explicitly distinguishes this from sibling search tools by saying 'Use this when an agent has a slug from a search tool or directory URL.'

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 explicit usage guidance: 'Use this when an agent has a slug...needs the complete profile.' It also mentions error handling for 404 or outage. Lacks explicit 'do not use' conditions, but the context with sibling tools makes it clear.

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

valet_list_servicesList Valet ServicesA
Read-onlyIdempotent
Inspect

List the 9 canonical valet service slugs with display name and category. Use this when an agent needs to validate or discover the supported service taxonomy before composing a follow-up search (e.g. valet_search_by_service_and_city). Returns the in-bundle catalog; no upstream call; no isError path.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription
_metaYesTOOL-11 ToS and attribution block
servicesYesThe 9 canonical valet service types, in catalog order
data_freshnessYesTOOL-10 freshness stamp
Behavior4/5

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

Annotations already indicate readOnlyHint=true, idempotentHint=true, destructiveHint=false. The description adds behavioral details: 'Returns the in-bundle catalog; no upstream call; no isError path.' This provides additional context beyond the annotations without contradiction.

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 three sentences long, front-loaded with the action, includes usage guidance, and adds behavioral notes. Every sentence adds value without 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?

The tool has an output schema, so return values are defined there. The description mentions the output includes display name and category, and notes it returns 9 canonical slugs. Given the simplicity and the presence of an output schema, the description is fully complete.

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 input schema has no parameters, so schema description coverage is 100%. With 0 parameters, the description doesn't need to add parameter meaning; a baseline score of 4 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 explicitly lists the tool's output: '9 canonical valet service slugs with display name and category.' It uses a specific verb ('List') and resource, and distinguishes from sibling tools by mentioning its role as a prerequisite for follow-up searches like valet_search_by_service_and_city.

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?

The description states exactly when to use it: 'Use this when an agent needs to validate or discover the supported service taxonomy before composing a follow-up search.' It also references a sibling tool, providing clear context for use.

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

valet_search_by_service_and_citySearch By Service And CityA
Read-onlyIdempotent
Inspect

Search valet operators by service slug plus city slug across all matching states. Use this when an agent has both a service slug and a city slug and wants a cross-state tier-then-name ranked list. Invalid service slugs surface the 9 canonical alternatives.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMax results to return; default 10, capped at 50
city_slugYesLowercase kebab-case city slug (e.g. 'austin', 'springfield'). May match multiple cities across states.
service_slugYesRequired canonical valet service slug. One of 9 values; call valet_list_services for the full set.

Output Schema

ParametersJSON Schema
NameRequiredDescription
_metaYesTOOL-11 ToS and attribution block
operatorsYesOperators offering service_slug in any city matching city_slug across all states. Empty array means no matches.
data_freshnessYesTOOL-10 freshness stamp
Behavior4/5

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

Annotations already declare readOnlyHint=true and idempotentHint=true, indicating safe, non-mutating behavior. The description adds behavioral context: results are ranked by tier then name across states, and invalid service slugs surface 9 canonical alternatives. This goes beyond annotations without contradiction.

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 consists of three concise sentences with no unnecessary words. The most critical information (what the tool does and when to use it) is front-loaded, making it efficient for an agent to parse.

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 the tool's complexity (3 parameters, output schema present), the description fully covers the query combination, ranking behavior, and error handling. The agent has everything needed to understand invocation and expected results.

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 100%, so each parameter is documented. The description adds meaning by explaining how the parameters interact (service + city across states), the ranking of results, and the error handling for invalid slugs, which enhances understanding beyond the schema.

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 verb 'Search', the resource 'valet operators', and the specific criteria 'by service slug plus city slug across all matching states'. It also specifies the ranking order 'cross-state tier-then-name ranked list', which distinguishes it from sibling tools like valet_find_operators_in_city.

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 explicitly instructs to use this tool when both a service slug and city slug are known and a cross-state ranked list is desired. It does not explicitly exclude other scenarios or mention alternative tools, but the provided context is sufficient for an agent to determine when to invoke this tool.

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

valet_search_citiesSearch CitiesA
Read-onlyIdempotent
Inspect

Search the cities directory by name prefix with population-ranked results. Use this when an agent needs to resolve a partial city name into a canonical city slug plus state slug plus lat/lng before composing valet_find_operators_in_city or valet_find_operators_near. Empty array if no matches.

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMax results to return; default 8, capped at 25
queryYesPartial or full city name (>=2 chars). Matched against name and lowercase name fields with prefix semantics.

Output Schema

ParametersJSON Schema
NameRequiredDescription
_metaYesTOOL-11 ToS and attribution block
citiesYesCities matching the query, ranked by text match then population desc
data_freshnessYesTOOL-10 freshness stamp
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false. The description adds that results are population-ranked and that an empty array is returned for no matches. This adds some value but does not go beyond what annotations cover for safety and idempotency.

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: first states purpose and result ordering, second provides usage guidance and empty-array behavior. No filler, front-loaded, every sentence earns its place.

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 the output schema exists, the description covers all necessary aspects: what it does, when to use it, return behavior on no matches. It is complete for a search tool with a simple interface.

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 description coverage is 100%, so the schema already documents both parameters. The description adds context like 'prefix semantics' and 'population-ranked,' but does not significantly improve understanding 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 explicitly states the tool searches the cities directory by name prefix, returns population-ranked results, and resolves partial names into canonical slugs and coordinates. It clearly distinguishes from sibling tools like valet_find_operators_in_city.

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 explicit guidance on when to use the tool: 'when an agent needs to resolve a partial city name... before composing valet_find_operators_in_city or valet_find_operators_near.' It also notes the empty array scenario. While not exhaustive about when not to use, it is clear and helpful.

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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