Guide

Ask your AI assistant who breaks before you change an API

Last checked 2026-11-098 min read

Graphwake MCP is a remote MCP server that lets your AI assistant ask Graphwake who owns and who consumes an endpoint, and what a locally edited OpenAPI spec would break, before you push. Your assistant already reads your repository. The teams that call your API keep their code somewhere else. Connect the assistant with one key, ask in plain words, and the answer comes from your teams’ subscriptions instead of a guess.

ExampleGraphwake MCP
Who consumes GET /orders/{id}?
→ graphwake · get_endpoint("GET /orders/{id}")
Owned by payments-team. Consumed by 2 teams, 1 more suggested:
  • checkout · 4 peopleSlack
  • mobile-app · 6 peopleSlack
  • storefront · suggested 72%maybe
Check my changes to openapi.yaml.
→ graphwake · preview_impact(local spec)
2 breaking changes, 2 teams, impact 54 Medium
  • removed totalcheckout, mobile-app
  • required currencycheckout, mobile-app

Checked only. Nothing was stored and nobody was alerted.

Your AI assistant asks Graphwake before you change an endpoint. Works with Claude Code, Cursor, GitHub Copilot and other clients that accept an API key.
On this page
  1. What you need
  2. Step 1: create an MCP key
  3. Keep the key out of git
  4. Step 2: add Graphwake to your assistant
  5. Step 3: ask who consumes an endpoint
  6. Step 4: check your local spec before you push
  7. Step 5: subscribe your team
  8. The tools
  9. What Graphwake adds to your assistant
  10. When your assistant alone is enough
  11. Next steps
  12. Questions

What you need

  • A Graphwake workspace on a plan with MCP. Graphwake MCP is included in Pro and Enterprise, not in Basic. A trial on Pro includes it. See plans.
  • Your OpenAPI specs in Graphwake, and teams subscribed to the endpoints they call. The assistant can only answer from the map Graphwake has. An endpoint nobody subscribes to comes back as a blind spot, not as “safe”.
  • An assistant that takes an API key. Works with Claude Code, Cursor, GitHub Copilot and other clients that accept an API key.

Step 1: create an MCP key

  1. Open Settings → AI assistants (MCP)

    In the Graphwake dashboard. Choose New key and give it a name, such as the machine it runs on.

  2. Choose the access

    Read only is the default: the assistant can ask, nothing more. Read and write also lets it subscribe your team to an endpoint and answer Discovery suggestions. Start with read only.

  3. Copy the setup

    The key is shown once and expires after 90 days unless you pick another lifetime (30 to 365 days); then create a new one. The dialog shows the setup for each client below with your key already in it; copy the one you need.

Note

Keep the key out of git

Do not commit a file that contains the key. The setups below keep it in your user settings, in an environment variable, or in your editor’s secret store.

Step 2: add Graphwake to your assistant

Graphwake MCP is a Streamable HTTP server at one address. Every client gets the same two things: the URL and an Authorization header with your key.

Claude Code

bash
claude mcp add --transport http graphwake https://api.graphwake.com/mcp \
  --header "Authorization: Bearer YOUR_MCP_KEY"

Without --scope, Claude Code stores the server in your own ~/.claude.json for the current project, not in the repository. Add --scope user to use it in every project. Check it with claude mcp list, or /mcp inside a session: the server should show as connected. If it fails, claude mcp get graphwake shows the HTTP status, such as 401 for a wrong or expired key.

Cursor

json
{
  "mcpServers": {
    "graphwake": {
      "url": "https://api.graphwake.com/mcp",
      "headers": {
        "Authorization": "Bearer YOUR_MCP_KEY"
      }
    }
  }
}
~/.cursor/mcp.json

The user-level file makes Graphwake available in every project. Cursor also reads environment variables in headers, so "Bearer ${env:GRAPHWAKE_MCP_KEY}" keeps the key out of the file. If the tools do not show up in chat, open the Output panel and choose “MCP Logs”.

VS Code with GitHub Copilot

json
{
  "inputs": [
    {
      "type": "promptString",
      "id": "graphwake-key",
      "description": "Graphwake MCP key",
      "password": true
    }
  ],
  "servers": {
    "graphwake": {
      "type": "http",
      "url": "https://api.graphwake.com/mcp",
      "headers": {
        "Authorization": "Bearer ${input:graphwake-key}"
      }
    }
  }
}
.vscode/mcp.json

VS Code asks for the key the first time the server starts and keeps it in its secret store, so this file holds no key. Use Copilot Chat in agent mode, where MCP tools are available. VS Code does not pass prompted keys on to every Copilot surface: for the Copilot CLI or another editor, add the same URL and header the way GitHub’s MCP guide describes for that client.

Other clients

text
URL: https://api.graphwake.com/mcp
Header: Authorization: Bearer YOUR_MCP_KEY

Any client that lets you set a header on a Streamable HTTP server can use this. A client that connects only through OAuth cannot: Graphwake MCP takes an API key.

Step 3: ask who consumes an endpoint

Ask in plain words. The assistant picks the tool; you do not need to name it.

text
You:        Who consumes GET /orders/{id}?
Assistant:  → graphwake · get_endpoint("GET /orders/{id}")
            Owned by payments-team. Consumed by 2 teams, 1 more suggested:
            checkout · 4 people · Slack
            mobile-app · 6 people · Slack
            storefront · suggested 72 · maybe
Example. Team and endpoint names are made up.

get_endpoint returns the owner, the consumer teams with their size and alert channel, Discovery suggestions for teams that may also use it, the last 10 shipped changes and any open pull request that breaks it. Each answer links to the matching dashboard page, so you can check it.

Step 4: check your local spec before you push

This is the step that changes how you work. Edit openapi.yaml, then ask: “Check my changes to openapi.yaml.” The assistant sends the spec file to preview_impact, which compares it with the live spec of that service.

text
You:        Check my changes to openapi.yaml.
Assistant:  → graphwake · preview_impact(local spec)
            2 breaking changes, 2 teams, impact 54 (Medium)
            removed total            → checkout, mobile-app
            required currency        → checkout, mobile-app
            Checked only. Nothing was stored and nobody was alerted.
Example: 2 breaking changes (20) + 2 teams (24) + 10 people (10) + no blind spots = 54, Medium under the public rules.
  • What comes back: the changes, breaking first; the affected teams and people; “maybe” teams from Discovery; blind spots; and the impact score with its parts.
  • What is kept: nothing. Only the spec is sent, it is compared and deleted, and nobody is alerted. Graphwake never sees your code.
  • Which service: Graphwake matches the spec’s title and server URLs to a service. If that is ambiguous, it lists the candidates and the assistant asks again with the service named.
  • Limits: OpenAPI 3.x in YAML or JSON (not Swagger 2.0), up to 10 MB, 30 previews a minute per key.

Step 5: subscribe your team

With a read and write key, the assistant can act on the answer: “We call GET /invoices/{id} now. Subscribe checkout.” subscribe_team follows the same permission rules as the dashboard: a member can subscribe only their own team. Admin work (people, billing, single sign-on, ownership, unsubscribing) is never reachable from an assistant.

See who your next breaking change reaches.Paste a spec URL or add one CI step. 7-day free trial. Cancel before day 7 and you pay nothing.
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The tools

ToolAsk itNeeds
list_my_teamsWhich teams am I in?Any key
searchFind endpoints, services or teams by nameAny key
get_team_dependenciesWhat does our team depend on, and what is about to change?Any key
get_endpointWho owns and who consumes this endpoint?Any key
get_serviceWhich endpoints does this service have, and who uses them?Any key
list_changesWhich API changes does my team still need to handle?Any key
get_change_set_impactHow big is this change set, and who does it reach?Any key
get_endpoint_historyWhat happened to this endpoint, and who subscribed when?Any key
list_discovery_suggestionsWhich teams might use an endpoint without being subscribed?Any key
get_overviewWhat happened across the workspace this week?Any key
preview_impactWhat would my local spec break?Any key
list_followed_endpointsWhich endpoints do I follow myself?Any key
subscribe_teamSubscribe my team to this endpointRead and write
decide_discovery_suggestionYes, we use it / Not usRead and write
follow_endpoint, unfollow_endpointEmail me about this endpoint / stopRead and write

What Graphwake adds to your assistant

  • The map it cannot see

    Owners and consumer teams come from subscriptions, not from searching the code in front of it.

  • A dry run before you push

    preview_impact checks a local spec against the live one. Nothing is stored and nobody is alerted.

  • Your dashboard permissions, nothing more

    Write access is off until you choose it, a member acts only for their own team, and admin work is never reachable.

  • Answers you can check

    Every answer links to the dashboard page it came from, and the impact score shows its arithmetic.

Good to know

When your assistant alone is enough

  • Diff the spec on its own. Ask it to run oasdiff against the spec on your main branch. That tells you what breaks in the contract, for free, with no account.
  • Search the code it can open. In a monorepo where every caller lives next to the API, a search for the path finds most consumers.

Callers in other repositories, and the team behind each one, are outside what the assistant can read. That list is the part Graphwake answers.

Next steps

Questions

Which AI assistants work with Graphwake MCP?

Works with Claude Code, Cursor, GitHub Copilot and other clients that accept an API key.

Does Graphwake see my code?

No. The assistant asks Graphwake questions and gets data back. When you check a local spec, only that OpenAPI file is sent; it is compared and then deleted. Graphwake has no language model of its own.

Can the assistant change things in Graphwake?

Only with a read and write key, and only what you could do in the dashboard yourself: subscribe your own team, answer a Discovery suggestion, follow an endpoint. Admin work is never reachable.

Which plans include Graphwake MCP?

Pro and Enterprise, and a trial on Pro. Basic does not include it. Prices are on the pricing page.

Does checking a local spec alert anyone?

No. The local spec check is a dry run: nothing is stored and nobody is alerted. Alerts go out only when a spec reaches Graphwake from CI or from a polled spec URL.

Pick an endpoint. See who it reaches. 7-day free trial. Cancel before day 7 and you pay nothing.

Start free trial

Sources and last verified

Sources checked on 2026-11-09.