# Fleetio MCP by usefulapi (io.usefulapi/fleetio): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.usefulapi%2Ffleetio/versions/latest)
- Connected to: https://fleetio.usefulapi.io/mcp
- Homepage: https://usefulapi.io/fleetio/
- Repository: https://github.com/m190/usefulapi-mcp
- Scoring rules: v2
- Tools: 44
- Average: 51.3 / 100 (Cloudy)
- Near-identical pairs: 3

This page shows how Fleetio MCP by usefulapi (io.usefulapi/fleetio)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

- Major: 44 tools. Above 40, models choose less accurately.

## Tools

- `fleetio_get_equipment`: 36 / 100
  - Major: The description only restates the name (9 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: equipment_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_get_vendor`: 36 / 100
  - Major: The description only restates the name (8 words).
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: vendor_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_get_inspection_form`: 40 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: inspection_form_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_get_service_entry`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: service_entry_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_get_vehicle`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: vehicle_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_get_work_order`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: work_order_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_list_service_entry_line_items`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: service_entry_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_list_work_order_line_items`: 44 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: work_order_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_get_issue`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: issue_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_get_part`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: part_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_get_contact`: 49 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: contact_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_add_comment`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: commentable_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_create_issue`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: asset_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_get_submitted_inspection`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Required identifiers whose description does not say where the value comes from: submitted_inspection_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_list_groups`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_labels`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_meter_entries`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_places`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_service_tasks`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_vehicle_types`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_vendors`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_work_order_statuses`: 51 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_accounts`: 52 / 100
  - Minor: No `required` list, so every argument is optional.
  - Minor: Says nothing about what it returns.
- `fleetio_list_comments`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_faults`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_issue_priorities`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_issues`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_part_stock`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_service_entries`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_service_reminders`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_submitted_inspections`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_vehicle_renewal_reminders`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_vehicle_service_entries`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Required identifiers whose description does not say where the value comes from: vehicle_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_list_vehicle_statuses`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_vehicles`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_create_meter_entry`: 55 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: vehicle_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_list_equipment`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_parts`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_vehicle_meter_entries`: 57 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Required identifiers whose description does not say where the value comes from: vehicle_id. Name the tool or the place that returns it, or models look it up first.
- `fleetio_list_contacts`: 59 / 100
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_inspection_forms`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_vehicle_assignments`: 59 / 100
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_work_orders`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: No `required` list, so every argument is optional.
- `fleetio_list_fuel_entries`: 62 / 100
  - Minor: No `required` list, so every argument is optional.

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