Adaption (Claude)

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Manage datasets and fine-tuning on Adaption: import, adapt, augment, translate and generate data, then launch and monitor training runs.

About Adaption (Claude) MCP Server

Adaption connects Claude to your Adaption account so you can prepare training data and fine-tune models from a conversation. Datasets - Import datasets from Hugging Face, Kaggle, or Google Sheets - Adapt them with Adaption's processing pipeline and review quality evaluations - Augment with synthetic domain or general rows - Translate and localize rows for other languages and countries - Combine compatible datasets and get export links Fine-tuning - Browse available base models - Get recommended hyperparameters for a dataset - Launch AutoScientist training runs and monitor their progress Invent - Generate synthetic datasets from a natural language description, with no seed data Every tool that spends credits (adaptation, augmentation, translation, localization, generation, training) supports an estimate mode, so Claude can show the cost before anything launches. You sign in with your Adaption account through OAuth and choose which organization Claude can access; no API key is needed. Example prompts: - "List my Adaption datasets" - "Import this Hugging Face dataset and adapt it for fine-tuning" - "Start fine-tuning on my adapted dataset and pick a suitable base model" - "Generate 1,000 customer service examples with Invent"

Features

Tools
Getting Started

Open the Claude listing: https://claude.com/marketplace/connectors/adaption. Choose Add to Claude and follow the publisher’s setup instructions. The published connector URL is https://api.prod.adaptionlabs.ai/api/v1/mcp. Sign-in: Required. Publisher documentation: https://docs.adaptionlabs.ai/. Availability depends on your plan, region, and workspace settings. This integration has not been authenticated or functionally tested here.

Tools (18)
Functions this server exposes to AI clients

augment_dataset

combine_datasets

create_autoscientist_run

generate_dataset

get_autoscientist_run

get_dataset

get_dataset_evaluation

get_dataset_export_links

get_dataset_status

import_dataset

list_autoscientist_runs

list_datasets

list_invent_domains

list_training_models

localize_dataset

recommend_autoscientist_hyperparameters

run_dataset_adaptation

translate_dataset

Compatible With
Claude
Claude Code
Claude Desktop