generated: '2026-07-17'
method: derived
status: candidate
source: openapi/adaptive-ml-openapi-original.json
note: No official hosted/remote MCP server was found for Adaptive ML. This is a candidate tool list derived
  one-per-operation from the Adaptive Engine REST OpenAPI (concorde), for exposing a self-hosted deployment
  to agents. Auth is a Bearer API key against the deployment base URL (ADAPTIVE_URL/api/v1).
server:
  name: adaptive-ml
  transport: http
tools:
- name: chat_completions
  description: Create a chat completion (OpenAI-compatible), optionally streaming and with response_format.
  source_operation: openapi/adaptive-ml-openapi-original.json#Chat
- name: create_embeddings
  description: Generate embeddings for input text (OpenAI-compatible).
  source_operation: openapi/adaptive-ml-openapi-original.json#Embeddings
- name: add_interaction
  description: Log a prompt/completion interaction.
  source_operation: openapi/adaptive-ml-openapi-original.json#Add interaction
- name: add_comparison
  description: Log a pairwise comparison between completions.
  source_operation: openapi/adaptive-ml-openapi-original.json#Add comparison
- name: add_outcome
  description: Attach an outcome/metric to an interaction.
  source_operation: openapi/adaptive-ml-openapi-original.json#Add outcome
- name: download_dataset
  description: Download a dataset from a project.
  source_operation: openapi/adaptive-ml-openapi-original.json#Download dataset
- name: download_recipe
  description: Download a recipe from a project.
  source_operation: openapi/adaptive-ml-openapi-original.json#Download recipe
- name: download_artifact
  description: Download a run artifact by id.
  source_operation: openapi/adaptive-ml-openapi-original.json#download_artifact
- name: download_image
  description: Download a generated image by project and filename.
  source_operation: openapi/adaptive-ml-openapi-original.json#download_image
- name: upload_init
  description: Initialize a chunked upload session for a large file.
  source_operation: openapi/adaptive-ml-openapi-original.json#Initialize Chunked Upload
- name: upload_part
  description: Upload one part of a chunked upload session.
  source_operation: openapi/adaptive-ml-openapi-original.json#Upload Part
- name: upload_status
  description: Get the status of a chunked upload session.
  source_operation: openapi/adaptive-ml-openapi-original.json#Get Upload Session Status
- name: upload_abort
  description: Abort a chunked upload session.
  source_operation: openapi/adaptive-ml-openapi-original.json#Abort Chunked Upload
deployment:
  mode: none
  verified: derived
  tools: 13
  checked: '2026-08-12'
  source: catalog MCP census