Nomic Atlas MCP by usefulapi

io.usefulapi/nomic-atlas

Semantic nearest-neighbour search over your datasets, plus indices and projections.

Yes, your AI can use this right now.Answered a live MCP handshake in 144 ms with no sign-in needed and exposes 9 tools.

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Settings → Connectors → Add custom connector
URL: https://nomic-atlas.usefulapi.io/mcp

9 tools, verified live

Pulled straight from the server with tools/list on 2026-10-17.
nomic_get_userread-only

Fetch the account the API key belongs to, including the organisations it can access. Start here — the organisation slug feeds the other tools. Atlas: GET /v1/user.

nomic_get_organizationread-only

Fetch an organisation by slug, with the datasets it holds. Atlas: GET /v1/organization/{slug}.

nomic_get_datasetread-only

Fetch a dataset (Atlas calls it a project) by id — its schema, size, indices and projections. Atlas: GET /v1/project/{id}.

nomic_get_dataset_by_slugread-only

Fetch a dataset by organisation slug and dataset slug — the human-readable path, and usually easier than finding the UUID. Atlas: GET /v1/project/{organization_slug}/{project_slug}.

nomic_nearest_neighbors_by_idread-only

Semantic search: given the ids of records already in a dataset, return their nearest neighbours in embedding space, with distances. This is what Atlas is for — finding what resembles what across unstructured data. Needs a BUILT index; if the map is still building the call fails with a 500, so check nomic_get_index_job. Atlas: POST /v1/project/data/get/nearest_neighbors/by_id.

nomic_get_index_jobread-only

Fetch the status of an index-building job. Atlas indexes take time to build, and a vector search against an unbuilt map fails — this is how you tell which it is. Atlas: GET /v1/project/index/job/{job_id}.

nomic_get_projection_schemaread-only

Fetch the field schema of one projection — the columns available on its records. Atlas: GET /v1/project/projection/{projection_id}/schema.

nomic_list_tagsread-only

List the tags defined on one projection — the labelled selections a person made on the map. Atlas: GET /v1/project/projection/tags/get/all.

nomic_get_tag_statusread-only

Check whether a tag has finished computing its membership. A tag that is still building returns partial results. Atlas: GET /v1/project/projection/tags/status.

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