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mcp-sift — Claude Code MCP server: Sift fraud scoring

An MCP server that wires your agent into Sift, so events, ML scores and fraud decisions happen from the chat.

Install into Claude Code · Platform CLI All methods and platforms ↓
claude mcp add --env SIFT_API_KEY=<SIFT_API_KEY> --env SIFT_ACCOUNT_ID=<SIFT_ACCOUNT_ID> --env SIFT_BASE_URL=<SIFT_BASE_URL> --transport stdio sift -- npx -y @codespar/mcp-sift
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What mcp-sift does

Twenty tools cover the three Sift APIs. The Events API takes every signal you care about — signup, login, order, chargeback — as a $-prefixed event. The Score API returns the latest ML score for a user as a float between 0 and 1, split by abuse type: payment_abuse, account_abuse, content_abuse, promotion_abuse. Decisions API v3 turns those scores into workflow outcomes such as block_user_payment_abuse or approve_order_payment_abuse.

Common events have their own wrappers: send_login, send_logout, send_chargeback, send_content_status, link_session_to_user, plus send_custom_event for merchant-defined types. You can force a rescore with rescore_user, and handle manual review by labelling a user or clearing the label. Decisions apply to users, orders, sessions and content items; a separate call reads the status of a workflow run.

Two variables are required: SIFT_API_KEY and SIFT_ACCOUNT_ID, the latter for every Decisions API v3 call. SIFT_BASE_URL is optional and falls back to https://api.sift.com. Pass the raw key — the server injects $api_key into the Events API body itself and base64-encodes it for HTTP Basic on the Score and Decisions calls, with an empty password. The package ships as 0.1.0-alpha.1, and its endpoint paths were checked against Sift's official Ruby SDK.

What it helps with

  • push a signup or login signal into Sift
  • read a user's ML score for one abuse type
  • apply a workflow decision to an order or session
  • label a user as fraud after manual review
  • report a confirmed chargeback as an event

Example prompts for the agent

  • Send a $login event to Sift for the user from the last test run
  • Show me the current payment_abuse score for this user
  • Apply the block_user_payment_abuse decision to this order

How to install mcp-sift

Platform CLI

claude mcp add --env SIFT_API_KEY=<SIFT_API_KEY> --env SIFT_ACCOUNT_ID=<SIFT_ACCOUNT_ID> --env SIFT_BASE_URL=<SIFT_BASE_URL> --transport stdio sift -- npx -y @codespar/mcp-sift

Replace <…> with your own values

Step by step, with commands for each platform: How to add an MCP server to Claude Code, Codex, Cursor, VS Code, Gemini CLI and more

Questions about mcp-sift

How do I install mcp-sift in Claude Code?

Run claude mcp add mcp-sift -e SIFT_API_KEY=<SIFT_API_KEY> -e SIFT_ACCOUNT_ID=<SIFT_ACCOUNT_ID> -- npx -y @codespar/mcp-sift. The other form adds SIFT_BASE_URL and an explicit transport: `claude mcp add --env SIFT_API_KEY=<SIFT_API_KEY> --env SIFT_ACCOUNT_ID=<SIFT_ACCOUNT_ID> --env SIFT_BASE_URL=<SIFT_BASE_URL> --transport stdio sift -- npx -y @codespar/mcp-sift`.

What does mcp-sift do?

It connects your agent to the Sift fraud platform: sending events, fetching scores and applying workflow decisions. The server exposes 20 tools in total.

What do I need before running mcp-sift?

SIFT_API_KEY and SIFT_ACCOUNT_ID; without the account ID no Decisions API v3 call goes through. SIFT_BASE_URL is optional and defaults to https://api.sift.com.

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