maskflow-mcp

A Model Context Protocol proxy that wraps any MCP server and keeps PII out of your agent's tool traffic. It masks PII in outbound tools/call arguments before they reach the backend tool, and restores the originals in the results, with placeholders that stay consistent for the whole agent run.

Agents routinely pass user PII (names, emails, PAN, Aadhaar, phone numbers) straight into third-party MCP servers as tool arguments. This proxy is a drop-in shim that stops the real values at the boundary. It runs MaskFlow's detection engine, so the Indian identifiers (Aadhaar, PAN, GSTIN, UPI, IFSC, ABHA, Indian names / addresses) are covered alongside the generic PII.

MIT, no gates, no telemetry.

Install

pip install maskflow-mcp
# or, no install:
uvx maskflow-mcp stdio --backend "npx -y @modelcontextprotocol/server-github"

Pulls fastmcp (the 2.x line, which does not bundle LLM vendor SDKs). The first detection run downloads a small spaCy model; pass --patterns-only to skip it.

Use it

stdio (Claude Desktop, most agents)

Point the agent at maskflow-mcp and give it the real server as --backend:

// claude_desktop_config.json
{
  "mcpServers": {
    "github": {
      "command": "maskflow-mcp",
      "args": ["stdio", "--backend", "npx -y @modelcontextprotocol/server-github",
               "--pass-env", "GITHUB_TOKEN"]
    }
  }
}

Or wrap a server already defined in a config file:

maskflow-mcp stdio --config ./claude_desktop_config.json --backend-name github

HTTP

maskflow-mcp http --backend https://example.com/mcp --host 127.0.0.1 --port 9000

Options

What is masked

tools/call arguments are walked (string and numeric values only, keys never) and masked through the connection's session. The result's text and structured content is unmasked, restoring placeholders the tool echoed. By default raw PII that the tool adds to a result passes through untouched; --mask-tool-results masks that too, so the agent never sees it.

tools/list, prompts/*, and resources/* pass through unchanged (resource content masking is not on by default).

PII safety

The token-to-value map lives in memory per connection and is never logged. Only masked values cross the wire to the backend. See docs/mcp.md in the MaskFlow repo for the design.