Analytics

fairdata.ai

Evaluate research datasets for FAIR compliance and AI-readiness using FAIRdata.ai.

1 endpoint11 known toolsCached registry data

ENDPOINT 1

https://fairdata.ai/api/mcp

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Known tools 11

get_record

Retrieve the FAIRdata.ai enriched record for a research dataset DOI.

get_record_format

Get a FAIRdata.ai enriched record serialised in a specific machine-actionable format.

assess_dataset

Run a full FAIR and AI-readiness assessment for a research dataset by DOI.

list_records

Browse the FAIRdata.ai record registry.

get_ai_readiness

Get a detailed AI-readiness assessment for a dataset against the GDS/DSIT 4-pillar framework ('Making Government Datasets Ready for AI', January 2026).

get_files

Get the direct, downloadable files for a dataset — real contentUrl + size + checksum per file, resolved from the source repository.

get_data_quality

Get a schema-level data-quality grade (0-100) for a dataset's tabular files: completeness (non-null), structure (non-constant columns), and size.

find_training_data

Find AI-ready datasets for model training/evaluation by theme.

find_similar_datasets

Find datasets most similar to a given DOI by cosine similarity over pre-computed 768-dim text embeddings (title + description, OpenAI text-embedding-3-small).

search_datasets

Natural-language search across the dataset registry.

get_linked_papers

Return the publications linked to a dataset — papers that cite, supplement, or document it.