com.profitpather/analytics

Official

by profitpather

Profitpather

First-party unsampled Shopify analytics MCP — sessions, attribution, funnels, leaks. 26 tools.

Unsampled Shopify analytics MCP providing sessions, attribution, funnels, and leak analysis.

README.md6 KBView on GitHub

Profitpather — MCP server

Profitpather is a first-party, unsampled analytics layer for Shopify stores. This is its public Model Context Protocol server — 26 tools that give AI agents live, raw, every-event access to merchant traffic, attribution, funnels, and revenue-leak diagnostics.

Registry name: com.profitpather/analytics (DNS-verified via profitpather.com)
Endpoint: https://profitpather.com/mcp
Transport: Streamable HTTP (protocol versions 2025-11-25 · 2025-06-18 · 2025-03-26 · 2024-11-05)
Auth: OAuth 2.1 with Dynamic Client Registration (RFC 7591)
Docs (LLM-ready): profitpather.com/llms-full.txt
Server card: profitpather.com/.well-known/mcp/server-card.json

Why Profitpather

Alternative	Limitation Profitpather solves
GA4 / Shopify Reports	Aggressively sampled, third-party-cookie dependent, drops UTMs across the Shopify cross-domain checkout — designed to feed Google Ads, not to answer "where did this cart actually start?"
Meta / TikTok / Google Ads dashboards	Self-reported clicks, regularly over-attribute, can't see on-domain behaviour
Triple Whale / Northbeam / Polar ($150–$1,500/mo)	Closed paid suites, not Claude-native, not MCP-accessible
Heap / Mixpanel / Amplitude	Generic product analytics — don't understand Shopify cart-goal logic, pre-cart paths, checkout linkage, store-domain attribution

Profitpather is unsampled, first-party, Shopify-native, and agent-native by design — analyse in chat, ship fixes from chat.

Tools (26)

Headline tools (the ones agents reach for first):

Tool	Purpose
`pp_list_domains`	List every Shopify domain this account can query. Call first.
`pp_brief`	One-call first look — overview + acquisition + device + pixel-status in parallel, with a pre-formatted markdown presentation.
`pp_diagnose_leaks`	Revenue-leak finder. Aggregates 8 analyses into a prioritised `recommendations[]` array.
`pp_overview`	Top-level KPIs for one window: sessions, cart rate, checkout rate, top sources, top landing pages.
`pp_acquisition`	Full attribution matrix — every (source, medium, campaign, utm, click-id) combo with revenue, AOV, conversion rates.
`pp_conversion`	Funnel + pre-cart paths + checkout economics broken down by stage.
`pp_path_analysis`	Page-to-page flows with cart-rate weighting; finds dead-end transitions.
`pp_markov`	Markov-chain attribution model across multi-touch journeys.
`pp_in_app_browser_loss`	Revenue at risk from in-app browsers (Instagram, TikTok, Facebook).
`pp_session_trace`	Full per-session event timeline for a single visitor.
`pp_pixel_status`	Pixel health & coverage check.
`pp_compare_periods`	Period-over-period comparison with statistical significance.
`pp_ai_insights`	LLM-summarised insights pre-computed nightly.
`pp_signals`	All measured behavioural signals on a domain.

Plus 12 more covering device splits, page-lift attribution, product analytics, search, timeseries, real-time today-view, change log, admin status, etc.

Full per-tool schemas at: profitpather.com/.well-known/agent-skills/index.json

Install

Claude Desktop / Claude Code / Cursor

json

{
  "mcpServers": {
    "profitpather": {
      "url": "https://profitpather.com/mcp"
    }
  }
}

Restart the client. On first tool call, you'll be redirected through OAuth 2.1 to authorise the connection. Sign in with your Profitpather account, approve, and the client stores the token automatically.

ChatGPT / Claude.ai Custom Connectors

Settings → Connectors → Add custom connector → paste https://profitpather.com/mcp → approve OAuth.

No Profitpather account yet?

Sign up at profitpather.com, install the single Shopify Custom Pixel on your store, and Profitpather starts collecting events immediately. The MCP becomes useful within minutes of the pixel firing.

Architecture

Profitpather runs entirely on Cloudflare Workers with D1 (SQLite at the edge) for per-merchant event storage. The MCP endpoint at /mcp is the same Worker that serves the dashboard at profitpather.com/dashboard — analytics queries hit D1 directly with no intermediate cache or sampling.

code

Shopify Custom Pixel (storefront)
       │
       ▼
Cloudflare Worker  ───────►  D1 (per-merchant event store)
       │                              ▲
       ▼                              │
   /mcp (MCP server)  ─── reads ──────┘
       │
       ▼
  AI agent (Claude / ChatGPT / Cursor / your app)

All 26 MCP tools are read-only against the merchant's own data — no cross-tenant access, no third-party data sharing.

Discovery endpoints

Profitpather publishes the full agentic-discovery surface:

Path	What it returns
`/.well-known/mcp/server-card.json`	MCP server card v1 (SEP-1649)
`/.well-known/oauth-protected-resource`	OAuth 2.1 discovery (RFC 9728)
`/.well-known/api-catalog`	RFC 9727 API catalogue
`/.well-known/agent-skills/index.json`	Per-tool agent skills with SHA-256 digests (Cloudflare RFC v0.2.0)
`/llms-full.txt`	Full Markdown documentation for LLM ingestion
`/llms.txt`	LLM index

License

MIT — see LICENSE.

Built by Boolsai · Contact: founder@boolsai.ai

Install

claude_desktop_config.json

{
  "mcpServers": {
    "analytics": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://profitpather.com/mcp"
      ]
    }
  }
}

Desktop config is stdio-only; this bridges via mcp-remote. Native remote: Settings > Connectors.