generated: '2026-06-20'
method: derived
status: candidate
source: openapi/tensorflow-serving-openapi.yml
note: >-
  No official hosted/remote MCP server is published for TensorFlow Serving. This is a candidate
  tool list derived one-to-one from the TensorFlow Serving REST API operations, suitable for
  wrapping a self-hosted ModelServer as an MCP server. TensorFlow Serving is deployed per-host,
  so any real MCP server would target a specific ModelServer endpoint.
server:
  name: tensorflow-serving
  transport: http
tools:
  - name: get_model_status
    description: Get the status of a model in the ModelServer.
    source_operation: openapi/tensorflow-serving-openapi.yml#getModelStatus
  - name: get_model_version_status
    description: Get the status of a specific model version.
    source_operation: openapi/tensorflow-serving-openapi.yml#getModelVersionStatus
  - name: get_model_label_status
    description: Get the status of a model version identified by label.
    source_operation: openapi/tensorflow-serving-openapi.yml#getModelLabelStatus
  - name: get_model_metadata
    description: Get the metadata (signature definitions) of a model.
    source_operation: openapi/tensorflow-serving-openapi.yml#getModelMetadata
  - name: get_model_version_metadata
    description: Get the metadata for a specific model version.
    source_operation: openapi/tensorflow-serving-openapi.yml#getModelVersionMetadata
  - name: classify_model
    description: Run classification inference using the specified model.
    source_operation: openapi/tensorflow-serving-openapi.yml#classifyModel
  - name: classify_model_version
    description: Run classification inference using a specific model version.
    source_operation: openapi/tensorflow-serving-openapi.yml#classifyModelVersion
  - name: regress_model
    description: Run regression inference using the specified model.
    source_operation: openapi/tensorflow-serving-openapi.yml#regressModel
  - name: regress_model_version
    description: Run regression inference using a specific model version.
    source_operation: openapi/tensorflow-serving-openapi.yml#regressModelVersion
  - name: predict_model
    description: Run prediction inference using the specified model.
    source_operation: openapi/tensorflow-serving-openapi.yml#predictModel
  - name: predict_model_version
    description: Run prediction inference using a specific model version.
    source_operation: openapi/tensorflow-serving-openapi.yml#predictModelVersion