Nomic Atlas MCP server

Semantic nearest-neighbour search over your datasets, plus indices and projections. Hosted by usefulapi: connect it to Claude, ChatGPT, Cursor or any MCP client.

Connect Nomic AtlasFree 50 tool calls / monthPro $9/mo · $90/yr · pricing13 tools

What can I ask?

Turn on the Nomic Atlas connector, then ask in plain words. The AI picks the tools.

What you can do with Nomic Atlas in Claude and ChatGPT

For data scientists and ML engineers who explore text and embedding datasets in Nomic Atlas.

Find records that are similar to a given record

The AI takes record ids from a dataset and returns their nearest neighbours in embedding space, with distances.

List the datasets of your organization

The AI finds your organization and the datasets it holds, then opens one to read its schema, size, indices and projections.

Check if an index is built before searching

The AI reads the status of an index-building job. A search on an unbuilt map fails, so you can tell if it is ready.

See which fields a projection offers

The AI reads the field schema of one projection, which shows the columns available on its records.

Review the tags made on a map

The AI lists the tags on a projection and checks whether each tag has finished computing its membership. A tag still building gives partial results.

How do I connect Nomic Atlas?

Before you connect

The login page asks for your Nomic Atlas API key.

Create one at atlas.nomic.ai → your profile → API keys. Your token is used only to call the API on your behalf and to derive a private account id; it is never shown to anyone.

Claude claude.ai · Desktop

  1. Open Customize → Connectors, then click + Add → Add custom connector.
  2. Enter the name Nomic Atlas and this URL, then click Add:
    https://nomic-atlas.usefulapi.io/mcp
  3. Claude opens the login page: enter your Nomic Atlas API key.
  4. In a chat, click + → Connectors and turn on Nomic Atlas.

Team and Enterprise: an Owner adds the connector for the organization first.

ChatGPT chatgpt.com

  1. Open Plugins, click +, then Add custom MCP server.
  2. Enter the name Nomic Atlas and this URL, choose OAuth as the authentication, confirm the warning and create it:
    https://nomic-atlas.usefulapi.io/mcp
  3. ChatGPT opens the login page: enter your Nomic Atlas API key.
  4. In Plugins, install Nomic Atlas, then choose it in a chat.

No Add custom MCP server option? It depends on your account or workspace settings: see OpenAI's guide.

Claude Code

Run this command, then run /mcp in Claude Code to log in:

claude mcp add --transport http nomic-atlas https://nomic-atlas.usefulapi.io/mcp

Cursor

Add to Cursor or add this to ~/.cursor/mcp.json:

{
  "mcpServers": {
    "nomic-atlas": {
      "url": "https://nomic-atlas.usefulapi.io/mcp"
    }
  }
}

VS Code

Add to VS Code or add this to .vscode/mcp.json:

{
  "servers": {
    "nomic-atlas": {
      "type": "http",
      "url": "https://nomic-atlas.usefulapi.io/mcp"
    }
  }
}

Codex

Run these commands. The second one opens the login page:

codex mcp add nomic-atlas --url https://nomic-atlas.usefulapi.io/mcp
codex mcp login nomic-atlas

Other clients

Windsurf, Cline, Zed and other MCP clients: add this URL as a remote MCP server (Streamable HTTP). The client then opens the login page in your browser.

https://nomic-atlas.usefulapi.io/mcp

Add only the URL. Do not add an Authorization header or an API key to the client config. The server signs you in with OAuth: the login page asks for your Nomic Atlas API key. If the config has such a header, remove it: some clients then send that header instead of the login token, and every call fails with 401.

Pricing

PlanPriceLimit
Free$050 tool calls / month
Pro$9/mo · $90/yr10,000 tool calls / month
Pro+$39/mo · $390/yr100,000 tool calls / month

Each paid plan covers this Nomic Atlas server only. Ask your AI to run nomic_atlas_upgrade and choose Pro or Pro+, billed monthly or yearly (it returns a Stripe Checkout link). If you already have Pro, ask to change it to Pro+. The change requires your confirmation, keeps your billing interval and charges the price difference for the rest of the period immediately. Cancel any time with nomic_atlas_cancel_subscription: your paid plan continues to the end of the paid period, with no refund for the current period, and asking to resume the same plan with nomic_atlas_upgrade before then undoes the cancel. Or write to [email protected].

Tools 13

Show all 13 tools (the AI picks them for you)

Read only · 9

  • Get the current usernomic_get_user
    Fetch the account the API key belongs to, including the organisations it can access. Start here — the organisation slug feeds the other tools.
  • Get an organisationnomic_get_organization
    Fetch an organisation by slug, with the datasets it holds.
  • Get a dataset by idnomic_get_dataset
    Fetch a dataset (Atlas calls it a project) by id — its schema, size, indices and projections.
  • Get a dataset by namenomic_get_dataset_by_slug
    Fetch a dataset by organisation slug and dataset slug — the human-readable path, and usually easier than finding the UUID.
  • Find similar recordsnomic_nearest_neighbors_by_id
    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.
  • Get an index jobnomic_get_index_job
    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.
  • Get a projection's schemanomic_get_projection_schema
    Fetch the field schema of one projection — the columns available on its records.
  • List a projection's tagsnomic_list_tags
    List the tags defined on one projection — the labelled selections a person made on the map.
  • Get a tag's statusnomic_get_tag_status
    Check whether a tag has finished computing its membership. A tag that is still building returns partial results.

Your usefulapi plan · 4

  • Usage status (free-tier meter)nomic_atlas_usage_status
    Report the caller's current usage: the plan, calls used this month, the limit of the plan (the free monthly cap or the Pro fair use limit), remaining, and whether the limit is reached. Read-only; does not count against the meter.
  • Request a missing featurenomic_atlas_request_feature
    Tell usefulapi that the user needs something the Nomic Atlas tools cannot do yet (a missing tool, field or filter). Call it only when the user asks for something none of the tools can do, and tell the user that you send the request. Do not call it for errors or for normal requests. Do not include personal data, credentials or customer records. Stored with the product name and the client type (for example Claude or Cursor), without the user's account. At most 5 requests per day. Does not count against the meter.
  • Upgrade to Pro or Pro+nomic_atlas_upgrade
    Get a paid plan for Nomic Atlas (the free tier caps monthly usage). Pro: 10,000 tool calls a month, for normal use — plan "monthly" ($9/month) or "yearly" ($90/year, 2 months free). Pro+: 100,000 tool calls a month, for automations and heavy use — plan "plus" ($39/month) or "plus_yearly" ($390/year). Without a plan it returns both Pro and Pro+, each with a payment link, for the user to choose; with a plan, one link. An existing Pro subscription changes to Pro+ in place (needs confirm: true; the price difference for the rest of the period is charged at once). Cancel any time: the plan then runs to the end of the paid period, so it also suits a one-time job. A link opens Stripe Checkout in the browser; after payment the account upgrades automatically. Does not count against the meter.
  • Cancel the Pro subscriptionnomic_atlas_cancel_subscription
    Cancel the caller's Nomic Atlas Pro subscription at the end of the paid period (no refund for the current period; Pro continues until then, then the free tier applies). Requires confirm: true. Run nomic_atlas_upgrade later to undo the cancel before the period ends. Does not count against the meter.

FAQ

What can I do with Nomic Atlas in Claude or ChatGPT?

Find records that are similar to a given record. List the datasets of your organization. Check if an index is built before searching. See which fields a projection offers. Review the tags made on a map. See what you can do for the details.

Is this an official Nomic Atlas product?

No. usefulapi is an independent service. It is not affiliated with or endorsed by Nomic Atlas. The server calls the Nomic Atlas API with your own Nomic Atlas access, so it sees only the data that your account can see.

Can I connect Nomic Atlas to Claude or ChatGPT?

Yes. In Claude, add this server's URL as a custom connector. In ChatGPT, add it as a custom MCP server in Plugins. Then log in once. Cursor, VS Code, Claude Code and Codex work too. See the setup steps.

What do I need to connect?

The login page asks for your Nomic Atlas API key. See Before you connect for where to find it.

Do I put my Nomic Atlas key or an Authorization header in the client config?

No. Add only the URL. Do not add an Authorization header or an API key to the client config. The server signs you in with OAuth: the login page asks for your Nomic Atlas API key. If the config has such a header, remove it: some clients then send that header instead of the login token, and every call fails with 401.

How do you keep my Nomic Atlas credentials?

The login stores them encrypted in the authorization grant of your connection. The server uses them to call the Nomic Atlas API for you and to derive a private account id for usage metering. usefulapi does not show them on any page or in any reply. To stop all access, remove the connector and change or delete these credentials in Nomic Atlas.

Can the AI change my Nomic Atlas data?

All 9 Nomic Atlas tools are marked read-only.

What does it cost?

The Free plan gives 50 tool calls / month. Pro costs $9/mo or $90/yr, with 10,000 tool calls / month. Pro+ costs $39/mo or $390/yr, with 100,000 tool calls / month. Each subscription covers this Nomic Atlas server only. Cancel any time: your paid plan then runs to the end of the paid period. Run nomic_atlas_usage_status to see how many calls you used.

How do I subscribe or cancel?

Ask the AI to run nomic_atlas_upgrade and choose Pro or Pro+, billed monthly or yearly: it returns a Stripe Checkout link. If you already have Pro, ask to change it to Pro+. After you confirm, your existing subscription changes in place, keeps its billing interval and charges the price difference for the rest of the period immediately. To cancel, run nomic_atlas_cancel_subscription. Your paid plan continues to the end of the paid period.

What if a Nomic Atlas tool that I need is missing?

Tell the AI what you wanted to do. It can send the request with nomic_atlas_request_feature. We store the text with the server name, the type of AI client and the tool you tried, not with your account, and read every request when we plan new tools. You can send up to 5 requests per day.

Which AI clients can I use?

Any client that supports remote MCP servers (Streamable HTTP) with OAuth login: Claude (web and desktop), Claude Code, ChatGPT, Codex, Cursor, VS Code, Windsurf and others.

This is a Model Context Protocol endpoint — meant to be connected from an AI client, not opened in a browser. An invalid_token response at the URL is the auth gate working as designed; clients authenticate automatically.

Need a tool this server does not have, or a connection to another system? We build custom integrations and MCP servers.

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