First-party unsampled Shopify analytics MCP — sessions, attribution, funnels, leaks. 26 tools.
Quick Install
Automated & IDE SetupCopy the AI prompt to install this server into Claude Code, Cursor, or another agent — or use 1-click editor setup below.
Manual Client & Custom JSON ConfigExpand JSON ▾
Client Config & Setup
Remote HTTPChoose your client or environment
Target File:
💡 Paste the JSON block into your client's configuration file under mcpServers, then restart the application.
Capabilities & Tool Schemas (14)
Inspect callable tools, capabilities, and parameters exposed to AI agents by Profitpather.
pp_list_domainsList every Shopify domain this account can query. Call first.
pp_briefOne-call first look — overview + acquisition + device + pixel-status in parallel, with a pre-formatted markdown presentation.
pp_diagnose_leaksRevenue-leak finder. Aggregates 8 analyses into a prioritised `recommendations[]` array.
pp_overviewTop-level KPIs for one window: sessions, cart rate, checkout rate, top sources, top landing pages.
pp_acquisitionFull attribution matrix — every (source, medium, campaign, utm, click-id) combo with revenue, AOV, conversion rates.
pp_conversionFunnel + pre-cart paths + checkout economics broken down by stage.
Documentation Overview
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 viaprofitpather.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
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.
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
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Adoption & maintenance
Factual signals from GitHub, npm, and our automated checks — not a rating.
Last commit
1mo ago
Most recent push to the default branch.
Tools exposed
14
Callable tools this server registers over MCP.
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