Skip to main content
Glama

Server Details

Review fleet actions, search vehicles and inspect maintenance dates and reminder delivery history.

Ownership verified
Status
Healthy
Uptime
95.2% over 24 days
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
URL
ChatGPT
–
Claude
–

TDQS

A3.7/5.0

Scored across 3 tools

Disambiguation4/5

The three tools have mostly distinct roles: fleet-wide action triage, single-vehicle action detail, and vehicle search. The main possible confusion is between the fleet action brief and vehicle action detail, since both return maintenance/compliance actions, but their scopes are clearly stated.

Naming Consistency4/5

Names are readable and mostly follow a verb_noun style: get_fleet_action_brief and get_vehicle_action_detail use get_, while search_vehicles uses search_. This is a minor deviation justified by the different operation type, not a problematic inconsistency.

Tool Count4/5

Three tools is slightly thin but reasonable for a narrowly scoped read-only fleet action triage surface. Each tool serves a distinct layer: fleet overview, vehicle drilldown, and search.

Completeness3/5

The read-only tools cover fleet-level actions, per-vehicle detail, and vehicle search, but there is no way to update compliance dates, schedule or close maintenance, or manage reminders. The explicit coverage limits and lack of totals also create notable dead ends for fleet-wide claims.

Available Tools

3 tools
get_fleet_action_briefGet fleet action briefA
Read-onlyIdempotent
Inspect

Return the top 20 MOT, tax, insurance, service and open maintenance actions across up to 300 non-archived vehicles. Compliance actions include overdue dates and the next 30 days; all open maintenance remains visible, with dates beyond 30 days classified as open. Larger fleets examine the first 300 non-archived vehicles by registration and report incomplete coverage with an unknown total. Check coverage before making fleet-wide claims. Read-only.

NameRequiredDescriptionDefault
limitNo

Output Schema

NameRequiredDescription
countYes
actionsYes
coverageYes
data_noticeYes
generated_atYes
servicing_contextYes

TDQS

A3.9/5.0
Behavior5/5

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

Beyond the annotations (readOnly, idempotent, closed-world), the description discloses the substantive behavioral traits: a 300-vehicle cap sampled by registration order, an 'incomplete coverage with an unknown total' signal for larger fleets, and the rule that maintenance dates beyond 30 days are classified as open rather than dropped. That is exactly the truncation and completeness context an agent needs to avoid overstating fleet-wide results.

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?

The scope, category list and coverage caveat are front-loaded, and the closing 'Read-only' merely repeats the annotation. A few clauses are dense, but almost every sentence carries information the agent cannot get from the schema or annotations.

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?

An output schema exists, so return values need not be explained. The description covers the category set, the date windows, the sampling cap and the coverage caveat, leaving only the `limit` parameter's semantics and any ordering rationale unaddressed.

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 0% and the single `limit` parameter has no description, so the description carries the burden. Saying 'top 20' implies the default and cap, but it never explains that `limit` can be lowered below 20 (maximum 20, minimum 1) or what truncating it does to the ranking.

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?

The description states a specific verb and resource: it returns the top MOT, tax, insurance, service and open maintenance actions across a fleet of up to 300 non-archived vehicles. That is clearly distinguishable from get_vehicle_action_detail (per-vehicle) and search_vehicles (search), though neither sibling is named explicitly.

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?

There is one explicit usage condition — 'Check coverage before making fleet-wide claims' — which tells the agent when the result is not authoritative. However, there is no guidance on when to prefer this brief over get_vehicle_action_detail or search_vehicles, and no stated exclusions.

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

get_vehicle_action_detailGet vehicle action and reminder detailA
Read-onlyIdempotent
Inspect

Return up to 20 actions and the latest 20 reminder records for one owned vehicle. These lists are not exhaustive; open_maintenance_count is the exact open-maintenance total. Read-only.

NameRequiredDescriptionDefault
vehicle_idYes

Output Schema

NameRequiredDescription
detailYes
data_noticeYes
servicing_contextYes

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, so the trailing 'Read-only.' adds nothing new. The description does earn credit elsewhere: it discloses hard caps (20 actions, 20 reminders), warns the lists are truncated, and points to open_maintenance_count as the only exact total — behavioral traits an agent cannot get from the annotations.

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?

Three short sentences, front-loaded with the return contents followed by the truncation caveat and the exactness escape hatch. The final 'Read-only.' is redundant with annotations and is the one sentence that does not earn its place.

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?

An output schema exists, so return fields needn't be enumerated, and the description correctly focuses on the non-obvious part: that the lists are partial and that open_maintenance_count is authoritative. The only gap is the lack of any statement about invalid or unauthorized vehicle_id behavior for a single-required-param tool.

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?

There is one parameter and schema description coverage is 0%, so the description must carry the semantics. It adds the meaningful ownership constraint ('one owned vehicle'), implying the caller must have access to that vehicle_id, but says nothing about the UUID format or what happens for an unowned or invalid ID.

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?

The description names a specific verb ('Return') and precise resources ('actions and the latest 20 reminder records') scoped to 'one owned vehicle', which clearly separates it from the fleet-level sibling get_fleet_action_brief. It stops short of explicitly naming that sibling, so the differentiation is inferable rather than stated.

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 phrase 'for one owned vehicle' implies this is the per-vehicle drill-down used after picking a vehicle via search_vehicles, but no when-to-use or when-not-to-use guidance is given and neither sibling is named. Usage is implied rather than instructed.

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

search_vehiclesSearch vehicles, MOT and maintenanceA
Read-onlyIdempotent
Inspect

Search owned vehicles with exact open-maintenance counts and earliest maintenance dates. Returns at most the requested limit, not a total match count. Narrow the query if the limit is reached. Read-only.

NameRequiredDescriptionDefault
limitNo
queryNo

Output Schema

NameRequiredDescription
countYes
vehiclesYes
data_noticeYes
servicing_contextYes

TDQS

A3.6/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, non-destructive and closed-world, so safety is covered. The description nonetheless adds a genuinely useful behavioral fact not present in the structured fields: results are capped at the requested limit and no total match count is returned, with the recommended remedy. Ordering of results and cost/latency behavior remain undisclosed.

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?

Four short sentences, front-loaded with what is returned and then the limit caveat. Minimal waste; the trailing "Read-only." merely restates the readOnlyHint annotation and could be dropped, keeping it just short of a 5.

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?

The tool is simple (two optional params) and has an output schema, so return values need not be described. However, the title advertises MOT and maintenance coverage while the description never explains how a query reaches those domains, leaving the core retrieval semantics underspecified for what is billed as a multi-domain search.

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 0%, so the description carries the full burden for two parameters. It explains the limit's truncation semantics well, but says nothing about what the query string searches across (vehicle name, registration, MOT status, maintenance terms), which is the main semantic gap an agent would face.

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?

"Search owned vehicles" gives a specific verb and resource, and the description adds what is special about the result set (exact open-maintenance counts, earliest maintenance dates). It does not differentiate itself from the siblings get_fleet_action_brief and get_vehicle_action_detail, so an agent must infer that this is the list/search entry point rather than the detail or briefing view.

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 only usage directive is "Narrow the query if the limit is reached," which addresses result truncation rather than tool selection. There is no statement of when to prefer this tool over the two sibling tools or what a query string actually matches, so the usage context is only implied by the name and title.

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

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 3 tool updates
    • Changedget_fleet_action_brief2 fields changed
      • addedOutput schema / properties / servicing_context
        Added value: +{
        +  "additionalProperties": false,
        +  "properties": {
        +    "definitions": {
        +      "additionalProperties": {
        +        "type": "string"
        +      },
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "evidence_rules": {
        +      "additionalProperties": {
        +        "const": false,
        +        "type": "boolean"
        +      },
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "evidence_statuses": {
        +      "additionalProperties": {
        +        "type": "string"
        +      },
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "schedule_matches_requiring_review": {
        +      "items": {
        +        "enum": [
        +          "needs_review",
        +          "unsupported"
        +        ],
        +        "type": "string"
        +      },
        +      "type": "array"
        +    }
        +  },
        +  "required": [
        +    "definitions",
        +    "evidence_rules",
        +    "schedule_matches_requiring_review",
        +    "evidence_statuses"
        +  ],
        +  "type": "object"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "generated_at",
        -  "data_notice",
        -  "count",
        -  "coverage",
        -  "actions"
        -]New value: +[
        +  "servicing_context",
        +  "generated_at",
        +  "data_notice",
        +  "count",
        +  "coverage",
        +  "actions"
        +]
    • Changedget_vehicle_action_detail2 fields changed
      • addedOutput schema / properties / servicing_context
        Added value: +{
        +  "additionalProperties": false,
        +  "properties": {
        +    "definitions": {
        +      "additionalProperties": {
        +        "type": "string"
        +      },
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "evidence_rules": {
        +      "additionalProperties": {
        +        "const": false,
        +        "type": "boolean"
        +      },
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "evidence_statuses": {
        +      "additionalProperties": {
        +        "type": "string"
        +      },
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "schedule_matches_requiring_review": {
        +      "items": {
        +        "enum": [
        +          "needs_review",
        +          "unsupported"
        +        ],
        +        "type": "string"
        +      },
        +      "type": "array"
        +    }
        +  },
        +  "required": [
        +    "definitions",
        +    "evidence_rules",
        +    "schedule_matches_requiring_review",
        +    "evidence_statuses"
        +  ],
        +  "type": "object"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "data_notice",
        -  "detail"
        -]New value: +[
        +  "servicing_context",
        +  "data_notice",
        +  "detail"
        +]
    • Changedsearch_vehicles2 fields changed
      • addedOutput schema / properties / servicing_context
        Added value: +{
        +  "additionalProperties": false,
        +  "properties": {
        +    "definitions": {
        +      "additionalProperties": {
        +        "type": "string"
        +      },
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "evidence_rules": {
        +      "additionalProperties": {
        +        "const": false,
        +        "type": "boolean"
        +      },
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "evidence_statuses": {
        +      "additionalProperties": {
        +        "type": "string"
        +      },
        +      "propertyNames": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    "schedule_matches_requiring_review": {
        +      "items": {
        +        "enum": [
        +          "needs_review",
        +          "unsupported"
        +        ],
        +        "type": "string"
        +      },
        +      "type": "array"
        +    }
        +  },
        +  "required": [
        +    "definitions",
        +    "evidence_rules",
        +    "schedule_matches_requiring_review",
        +    "evidence_statuses"
        +  ],
        +  "type": "object"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "data_notice",
        -  "count",
        -  "vehicles"
        -]New value: +[
        +  "servicing_context",
        +  "data_notice",
        +  "count",
        +  "vehicles"
        +]
  2. 3 tool updates
    • First observedget_fleet_action_brief
    • First observedget_vehicle_action_detail
    • First observedsearch_vehicles

Publisher details

Operator
Studea Limited · Publisher source
Vendor relationship
First-party · Publisher source
Trust center
Not available
Restrictions
An active fleet plan and OAuth authorisation through a supported registered client are required. This listing exposes three read-only tools. Broader API and CLI permissions are separate. · Publisher source

Related MCP Connectors

Related MCP Servers

  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables managing personal vehicle history including mileage, maintenance, expenses, reminders, and document references through MCP tools and resources, all stored locally in SQLite.
    1
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to retrieve audited New Zealand vehicle records with full evidence, provenance, confidence, conflict state, revision history, and exact source observations through read-only tools.
    6
    -
Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources