Leaderboard/Packrift
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Packrift

Live Packrift catalog: search, pricing, inventory, packaging recommendations, checkout URLs.

89/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance29/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
247.3ms
Conformance
Pass
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 151ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 247ms, task completion: 100%
Skills
google_retail_ai_finder

Controlled Packrift Google Retail / AI Commerce Search sales test. Uses the imported Retail catalog to find likely buyer matches, returns AI_APPROVE-gated cart-handoff candidates, and records low-cap test attribution. Use this for the Gemini/Retail pilot before normal search_products when testing Google Retail search quality.

search_products

Use when the user names a category by keyword (e.g. 'kraft tape', 'bubble mailer', 'starter kit') with no dimensions. For dimension-based fit, prefer find_packaging_for_item. Returns products with price, stock, URL.

get_product

Use after find_packaging_for_item or search_products to pull full detail for a handle: all variants, SKUs, dimensions, weight, stock. Input: handle. Call before building a cart to map qty to the right variant.

get_pricing

Use to confirm live unit price and line total before cart handoff. Required argument: variant_ids as an array of numeric Shopify variant IDs encoded as strings, for example ["53475949216112"]. Optional quantity defaults to 1. Never send variant_ids as numbers. Never cached.

check_inventory

Use to confirm stock before recommending a SKU or building a cart. Required argument: variant_ids as an array of numeric Shopify variant IDs encoded as strings, for example ["53475949216112"]. Never send variant_ids as numbers. Live, never cached.

find_packaging_for_item

Use when the buyer has item dimensions and needs a fitting box or mailer. Required arguments are item_length_in, item_width_in, item_depth_in, item_weight_lb, and use_case (mailer|box|fragile|apparel|ecommerce). Returns up to 5 AI_APPROVE SKUs ranked by fit with price, stock, URL, and cart-continuity fields.

get_shipping_estimate

Use when the buyer asks shipping cost for selected AI_APPROVE variants. Required arguments: destination_postal_code, country (US|CA), and items with variant_id as a numeric Shopify variant ID string plus qty, for example {"variant_id":"53475949216112","qty":1}. Never send variant_id as a number.

get_cart_handoff_candidates

Returns priority AI-approved Packrift SKUs that are ready for MCP cart handoff exploration, including create_cart_url arguments, SKU records, measured product/reorder/quote links, and the required live-confirmation sequence.

create_cart_url

Final checkout handoff after live product, price, inventory, and buyer confirmation. For most agents, use exact AI_APPROVE sku plus quantity. Use items only when you already have variant IDs as strings. Returns a measured Packrift /r/cart URL with MCP attribution and a Shopify cart permalink; it does not place an order.

prepare_purchase_handoff

Preferred exact-SKU purchase prep for agents. Call first with sku, quantity, and buyer_confirmed=false to confirm AI_APPROVE product, live price, and live inventory. Call again with buyer_confirmed=true only after buyer approval; then it returns a measured source-preserving MCP /r/cart URL. It does not place an order.

compare_alternatives

Exploration tool for buyers comparing a packaging spec, competitor-style item, or Uline-style request against Packrift AI_APPROVE products. Returns ranked Packrift candidates plus a plain-language comparison summary.

pack_calculator

Exploration tool for item dimensions and weight. Calculates required inside dimensions, ranks Packrift box/mailer candidates, and gives void-fill guidance before live price/inventory confirmation.

inventory_status

Live inventory exploration for one or more AI_APPROVE variants. Returns Shopify total quantity, available-for-sale state, location-level BOX warehouse quantities where available, and a plain-language fulfillment summary.

get_reorder_link

Return the Packrift reorder URL, product URL, and copy-procurement-spec text for one AI_APPROVE SKU or handle. Use for repeat-buy and procurement handoff workflows.

get_bulk_quote_link

Return a tracked Packrift bulk quote URL for an exact requested packaging spec or SKU. Use when there is no exact match or the buyer needs bulk/procurement review.

explain_no_exact_match

Explain why Packrift should not present a nearby product as an exact match, then return safe next actions and a tracked bulk quote URL.

Tools
16 tools verified via live probe
verified Jun 9
Server: Packrift MCPVersion: 0.2.13Protocol: 2025-06-18
Recent Probe Results
TimestampStatusLatencyConformance
Jun 9, 2026success151.5msPass
Jun 5, 2026success247.3msPass
Jun 5, 2026success56.8msPass
Jun 4, 2026success174.6msPass
Jun 3, 2026success144.2msPass
May 30, 2026success178.6msPass
May 29, 2026success127.5msPass
May 29, 2026success203.6msPass
May 27, 2026success29.6msPass
May 27, 2026success128.8msPass
Source Registries
mcp-registry
First Seen
Apr 30, 2026
Last Seen
Jun 8, 2026
Last Probed
Jun 9, 2026