APIClaw agent tracing API

The agent tracing API from APIClaw — 6 operation(s) for agent tracing.

Business capability
Agent Quality & Operations AE-100.60

Operations 6

GET /v1/traces List Agent Traces #
POST /v1/traces/query Query Agent Traces #
GET /v1/traces/query/help Help Agent Trace Queries #
GET /v1/traces/{trace_id} Get Agent Trace #
GET /v1/traces/{trace_id}/spans/{span_id} Get Agent Trace Span #
GET /v1/traces/{trace_id}/spans/{span_id}/error Get Agent Trace Span Error #

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OpenAPI Specification

apiclaw-agent-tracing-api-openapi.yml Raw ↑
openapi: 3.2.0
info:
  title: LiteLLM agent tracing API
  description: 'Proxy Server to call 100+ LLMs in the OpenAI format. **Customize Swagger Docs**


    👉 ```LiteLLM Admin Panel on /ui```. Create, Edit Keys with SSO. Having issues? Try ```Fallback Login```


    💸 ```LiteLLM Model Cost Map```.


    🔎 ```LiteLLM Model Hub```. See available models on the proxy. **Docs**'
  version: 1.105.1
tags:
- name: agent tracing
paths:
  /v1/traces:
    get:
      tags:
      - agent tracing
      summary: List Agent Traces
      operationId: list_agent_traces_v1_traces_get
      security:
      - APIKeyHeader: []
      parameters:
      - name: start_ms
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          description: 'Window start, unix ms. Default: 24h ago'
          title: Start Ms
        description: 'Window start, unix ms. Default: 24h ago'
      - name: end_ms
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          description: 'Window end, unix ms. Default: now'
          title: End Ms
        description: 'Window end, unix ms. Default: now'
      - name: cursor
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: Cursor
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/TracePage'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/traces/query:
    post:
      tags:
      - agent tracing
      summary: Query Agent Traces
      operationId: query_agent_traces_v1_traces_query_post
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/TraceQueryRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - APIKeyHeader: []
  /v1/traces/query/help:
    get:
      tags:
      - agent tracing
      summary: Help Agent Trace Queries
      operationId: help_agent_trace_queries_v1_traces_query_help_get
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
      security:
      - APIKeyHeader: []
  /v1/traces/{trace_id}:
    get:
      tags:
      - agent tracing
      summary: Get Agent Trace
      operationId: get_agent_trace_v1_traces__trace_id__get
      security:
      - APIKeyHeader: []
      parameters:
      - name: trace_id
        in: path
        required: true
        schema:
          type: string
          title: Trace Id
      - name: trace_ref
        in: query
        required: false
        schema:
          type: string
          default: ''
          title: Trace Ref
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Trace'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/traces/{trace_id}/spans/{span_id}:
    get:
      tags:
      - agent tracing
      summary: Get Agent Trace Span
      operationId: get_agent_trace_span_v1_traces__trace_id__spans__span_id__get
      security:
      - APIKeyHeader: []
      parameters:
      - name: trace_id
        in: path
        required: true
        schema:
          type: string
          title: Trace Id
      - name: span_id
        in: path
        required: true
        schema:
          type: string
          title: Span Id
      - name: trace_ref
        in: query
        required: false
        schema:
          type: string
          default: ''
          title: Trace Ref
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/SpanDetail'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/traces/{trace_id}/spans/{span_id}/error:
    get:
      tags:
      - agent tracing
      summary: Get Agent Trace Span Error
      operationId: get_agent_trace_span_error_v1_traces__trace_id__spans__span_id__error_get
      security:
      - APIKeyHeader: []
      parameters:
      - name: trace_id
        in: path
        required: true
        schema:
          type: string
          title: Trace Id
      - name: span_id
        in: path
        required: true
        schema:
          type: string
          title: Span Id
      - name: trace_ref
        in: query
        required: false
        schema:
          type: string
          default: ''
          title: Trace Ref
      - name: cursor
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            maxLength: 512
          - type: 'null'
          title: Cursor
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/SpanErrorPage'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    UIMessage:
      properties:
        role:
          type: string
          enum:
          - system
          - user
          - assistant
          - tool
          title: Role
        content:
          type: string
          title: Content
        name:
          type: string
          title: Name
        tool_calls:
          items:
            $ref: '#/components/schemas/UIToolCall'
          type: array
          title: Tool Calls
      type: object
      required:
      - role
      - content
      title: UIMessage
    UIToolCall:
      properties:
        name:
          type: string
          title: Name
        arguments:
          type: string
          title: Arguments
      type: object
      required:
      - name
      - arguments
      title: UIToolCall
    UIField:
      properties:
        key:
          type: string
          title: Key
        value:
          type: string
          title: Value
      type: object
      required:
      - key
      - value
      title: UIField
    TracePage:
      properties:
        data:
          items:
            $ref: '#/components/schemas/TraceSummary'
          type: array
          title: Data
        next_cursor:
          anyOf:
          - type: string
          - type: 'null'
          title: Next Cursor
      type: object
      required:
      - data
      - next_cursor
      title: TracePage
    TraceQueryRequest:
      properties:
        sql:
          type: string
          title: Sql
      additionalProperties: false
      type: object
      required:
      - sql
      title: TraceQueryRequest
    SpanDetail:
      properties:
        span_id:
          type: string
          title: Span Id
        input:
          type: string
          title: Input
        output:
          type: string
          title: Output
        input_ui:
          anyOf:
          - $ref: '#/components/schemas/UIMessages'
          - $ref: '#/components/schemas/UIFields'
          - $ref: '#/components/schemas/UIText'
          title: Input Ui
        output_ui:
          anyOf:
          - $ref: '#/components/schemas/UIMessages'
          - $ref: '#/components/schemas/UIFields'
          - $ref: '#/components/schemas/UIText'
          title: Output Ui
        attributes:
          additionalProperties:
            type: string
          type: object
          title: Attributes
      type: object
      required:
      - span_id
      - input
      - output
      - input_ui
      - output_ui
      - attributes
      title: SpanDetail
    UIFields:
      properties:
        kind:
          type: string
          const: fields
          title: Kind
        fields:
          items:
            $ref: '#/components/schemas/UIField'
          type: array
          title: Fields
      type: object
      required:
      - kind
      - fields
      title: UIFields
    Trace:
      properties:
        summary:
          $ref: '#/components/schemas/TraceSummary'
        agents:
          items:
            $ref: '#/components/schemas/AgentNode'
          type: array
          title: Agents
        spans:
          items:
            $ref: '#/components/schemas/Span'
          type: array
          title: Spans
      type: object
      required:
      - summary
      - agents
      - spans
      title: Trace
    UIText:
      properties:
        kind:
          type: string
          const: text
          title: Kind
        text:
          type: string
          title: Text
      type: object
      required:
      - kind
      - text
      title: UIText
    UIMessages:
      properties:
        kind:
          type: string
          const: messages
          title: Kind
        messages:
          items:
            $ref: '#/components/schemas/UIMessage'
          type: array
          title: Messages
      type: object
      required:
      - kind
      - messages
      title: UIMessages
    AgentNode:
      properties:
        name:
          type: string
          title: Name
        parent_agent:
          anyOf:
          - type: string
          - type: 'null'
          title: Parent Agent
        invocations:
          type: integer
          title: Invocations
        llm_calls:
          type: integer
          title: Llm Calls
        tool_calls:
          type: integer
          title: Tool Calls
        duration_ms:
          type: number
          title: Duration Ms
        spend:
          anyOf:
          - type: number
          - type: 'null'
          title: Spend
      type: object
      required:
      - name
      - parent_agent
      - invocations
      - llm_calls
      - tool_calls
      - duration_ms
      - spend
      title: AgentNode
      description: One distinct agent in a trace. 200 invocations of `researcher` = one node.
    ValidationError:
      properties:
        loc:
          items:
            anyOf:
            - type: string
            - type: integer
          type: array
          title: Location
        msg:
          type: string
          title: Message
        type:
          type: string
          title: Error Type
        input:
          title: Input
        ctx:
          type: object
          title: Context
      type: object
      required:
      - loc
      - msg
      - type
      title: ValidationError
    SpanErrorPage:
      properties:
        span_id:
          type: string
          title: Span Id
        message:
          type: string
          title: Message
        total_chars:
          type: integer
          title: Total Chars
        next_cursor:
          anyOf:
          - type: string
          - type: 'null'
          title: Next Cursor
      type: object
      required:
      - span_id
      - message
      - total_chars
      - next_cursor
      title: SpanErrorPage
    HTTPValidationError:
      properties:
        detail:
          items:
            $ref: '#/components/schemas/ValidationError'
          type: array
          title: Detail
      type: object
      title: HTTPValidationError
    Span:
      properties:
        span_id:
          type: string
          title: Span Id
        parent_span_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Parent Span Id
        name:
          type: string
          title: Name
        type:
          type: string
          enum:
          - agent
          - llm
          - tool
          - chain
          - framework
          title: Type
        agent:
          type: string
          title: Agent
        start_offset_ms:
          type: number
          title: Start Offset Ms
        duration_ms:
          type: number
          title: Duration Ms
        status:
          type: string
          enum:
          - ok
          - error
          - unset
          title: Status
        error:
          anyOf:
          - type: string
          - type: 'null'
          title: Error
        error_truncated:
          type: boolean
          title: Error Truncated
        input_preview:
          type: string
          title: Input Preview
        model:
          anyOf:
          - type: string
          - type: 'null'
          title: Model
        input_tokens:
          type: integer
          title: Input Tokens
        output_tokens:
          type: integer
          title: Output Tokens
        litellm_request_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Litellm Request Id
        spend:
          anyOf:
          - type: number
          - type: 'null'
          title: Spend
      type: object
      required:
      - span_id
      - parent_span_id
      - name
      - type
      - agent
      - start_offset_ms
      - duration_ms
      - status
      - error
      - error_truncated
      - input_preview
      - model
      - input_tokens
      - output_tokens
      - litellm_request_id
      - spend
      title: Span
    TraceSummary:
      properties:
        trace_id:
          type: string
          title: Trace Id
        trace_ref:
          type: string
          title: Trace Ref
        name:
          type: string
          title: Name
        service:
          type: string
          title: Service
        input_preview:
          type: string
          title: Input Preview
        start_time:
          type: string
          title: Start Time
        duration_ms:
          type: number
          title: Duration Ms
        status:
          type: string
          enum:
          - ok
          - error
          - unset
          title: Status
        span_count:
          type: integer
          title: Span Count
        agent_count:
          type: integer
          title: Agent Count
        agent_invocations:
          type: integer
          title: Agent Invocations
        llm_calls:
          type: integer
          title: Llm Calls
        tool_calls:
          type: integer
          title: Tool Calls
        error_count:
          type: integer
          title: Error Count
        input_tokens:
          type: integer
          title: Input Tokens
        output_tokens:
          type: integer
          title: Output Tokens
        models:
          items:
            type: string
          type: array
          title: Models
        spend:
          anyOf:
          - type: number
          - type: 'null'
          title: Spend
      type: object
      required:
      - trace_id
      - name
      - service
      - input_preview
      - start_time
      - duration_ms
      - status
      - span_count
      - agent_count
      - agent_invocations
      - llm_calls
      - tool_calls
      - error_count
      - input_tokens
      - output_tokens
      - models
      - spend
      title: TraceSummary
  securitySchemes:
    APIKeyHeader:
      type: apiKey
      description: Bearer token
      in: header
      name: x-litellm-api-key
    HTTPBearer:
      type: http
      scheme: bearer