LangChain · Capability

LangSmith — fleet usage

LangSmith — fleet usage. 4 operations. Lead operation: List fleet agents with usage. Self-contained Naftiko capability covering one Langchain business surface.

Run with Naftiko Langchainfleet usage

What You Can Do

GET
Get — List fleet agents with usage
/v1/v1/platform/fleet/usage/agents
GET
Get — List fleet models with usage
/v1/v1/platform/fleet/usage/models
GET
Get — List fleet tools with usage
/v1/v1/platform/fleet/usage/tools
GET
Get — List fleet users with usage
/v1/v1/platform/fleet/usage/users

MCP Tools

list-fleet-agents-usage

List fleet agents with usage

read-only idempotent
list-fleet-models-usage

List fleet models with usage

read-only idempotent
list-fleet-tools-usage

List fleet tools with usage

read-only idempotent
list-fleet-users-usage

List fleet users with usage

read-only idempotent

Capability Spec

langchain-fleet-usage.yaml Raw ↑
naftiko: 1.0.0-alpha2
info:
  label: LangSmith — fleet usage
  description: 'LangSmith — fleet usage. 4 operations. Lead operation: List fleet agents with usage. Self-contained Naftiko
    capability covering one Langchain business surface.'
  tags:
  - Langchain
  - fleet usage
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    LANGCHAIN_API_KEY: LANGCHAIN_API_KEY
capability:
  consumes:
  - type: http
    namespace: langchain-fleet-usage
    baseUri: ''
    description: LangSmith — fleet usage business capability. Self-contained, no shared references.
    resources:
    - name: v1-platform-fleet-usage-agents
      path: /v1/platform/fleet/usage/agents
      operations:
      - name: get
        method: GET
        description: List fleet agents with usage
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: limit
          in: query
          type: integer
          description: Max results (max 100)
        - name: start_time
          in: query
          type: string
          description: Start of cost window (ISO8601)
          required: true
        - name: end_time
          in: query
          type: string
          description: End of cost window (ISO8601)
          required: true
        - name: sort_by
          in: query
          type: string
          description: Sort field (cost, runs, last_used, first_used)
        - name: sort_order
          in: query
          type: string
          description: Sort direction (asc, desc)
    - name: v1-platform-fleet-usage-models
      path: /v1/platform/fleet/usage/models
      operations:
      - name: get
        method: GET
        description: List fleet models with usage
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: limit
          in: query
          type: integer
          description: Max results (max 100)
        - name: start_time
          in: query
          type: string
          description: Start of window (ISO8601)
          required: true
        - name: end_time
          in: query
          type: string
          description: End of window (ISO8601)
          required: true
        - name: sort_by
          in: query
          type: string
          description: Sort field (cost, runs, last_used)
        - name: sort_order
          in: query
          type: string
          description: Sort direction (asc, desc)
    - name: v1-platform-fleet-usage-tools
      path: /v1/platform/fleet/usage/tools
      operations:
      - name: get
        method: GET
        description: List fleet tools with usage
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: limit
          in: query
          type: integer
          description: Max results (max 100)
        - name: start_time
          in: query
          type: string
          description: Start of window (ISO8601)
          required: true
        - name: end_time
          in: query
          type: string
          description: End of window (ISO8601)
          required: true
        - name: sort_by
          in: query
          type: string
          description: Sort field (runs, avg_latency_ms, agent_count, last_used)
        - name: sort_order
          in: query
          type: string
          description: Sort direction (asc, desc)
    - name: v1-platform-fleet-usage-users
      path: /v1/platform/fleet/usage/users
      operations:
      - name: get
        method: GET
        description: List fleet users with usage
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: limit
          in: query
          type: integer
          description: Max results (max 100)
        - name: start_time
          in: query
          type: string
          description: Start of cost window (ISO8601)
          required: true
        - name: end_time
          in: query
          type: string
          description: End of cost window (ISO8601)
          required: true
        - name: sort_by
          in: query
          type: string
          description: Sort field (cost, runs, agent_count, last_used, first_used)
        - name: sort_order
          in: query
          type: string
          description: Sort direction (asc, desc)
    authentication:
      type: bearer
      token: '{{env.LANGCHAIN_API_KEY}}'
  exposes:
  - type: rest
    namespace: langchain-fleet-usage-rest
    port: 8080
    description: REST adapter for LangSmith — fleet usage. One Spectral-compliant resource per consumed operation, prefixed
      with /v1.
    resources:
    - path: /v1/v1/platform/fleet/usage/agents
      name: v1-platform-fleet-usage-agents
      description: REST surface for v1-platform-fleet-usage-agents.
      operations:
      - method: GET
        name: get
        description: List fleet agents with usage
        call: langchain-fleet-usage.get
        with:
          limit: rest.limit
          start_time: rest.start_time
          end_time: rest.end_time
          sort_by: rest.sort_by
          sort_order: rest.sort_order
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/v1/platform/fleet/usage/models
      name: v1-platform-fleet-usage-models
      description: REST surface for v1-platform-fleet-usage-models.
      operations:
      - method: GET
        name: get
        description: List fleet models with usage
        call: langchain-fleet-usage.get
        with:
          limit: rest.limit
          start_time: rest.start_time
          end_time: rest.end_time
          sort_by: rest.sort_by
          sort_order: rest.sort_order
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/v1/platform/fleet/usage/tools
      name: v1-platform-fleet-usage-tools
      description: REST surface for v1-platform-fleet-usage-tools.
      operations:
      - method: GET
        name: get
        description: List fleet tools with usage
        call: langchain-fleet-usage.get
        with:
          limit: rest.limit
          start_time: rest.start_time
          end_time: rest.end_time
          sort_by: rest.sort_by
          sort_order: rest.sort_order
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/v1/platform/fleet/usage/users
      name: v1-platform-fleet-usage-users
      description: REST surface for v1-platform-fleet-usage-users.
      operations:
      - method: GET
        name: get
        description: List fleet users with usage
        call: langchain-fleet-usage.get
        with:
          limit: rest.limit
          start_time: rest.start_time
          end_time: rest.end_time
          sort_by: rest.sort_by
          sort_order: rest.sort_order
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: langchain-fleet-usage-mcp
    port: 9090
    transport: http
    description: MCP adapter for LangSmith — fleet usage. One tool per consumed operation, routed inline through this capability's
      consumes block.
    tools:
    - name: list-fleet-agents-usage
      description: List fleet agents with usage
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-fleet-usage.get
      with:
        limit: tools.limit
        start_time: tools.start_time
        end_time: tools.end_time
        sort_by: tools.sort_by
        sort_order: tools.sort_order
      outputParameters:
      - type: object
        mapping: $.
    - name: list-fleet-models-usage
      description: List fleet models with usage
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-fleet-usage.get
      with:
        limit: tools.limit
        start_time: tools.start_time
        end_time: tools.end_time
        sort_by: tools.sort_by
        sort_order: tools.sort_order
      outputParameters:
      - type: object
        mapping: $.
    - name: list-fleet-tools-usage
      description: List fleet tools with usage
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-fleet-usage.get
      with:
        limit: tools.limit
        start_time: tools.start_time
        end_time: tools.end_time
        sort_by: tools.sort_by
        sort_order: tools.sort_order
      outputParameters:
      - type: object
        mapping: $.
    - name: list-fleet-users-usage
      description: List fleet users with usage
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: langchain-fleet-usage.get
      with:
        limit: tools.limit
        start_time: tools.start_time
        end_time: tools.end_time
        sort_by: tools.sort_by
        sort_order: tools.sort_order
      outputParameters:
      - type: object
        mapping: $.