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How Shopify’s scores are calculated

The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.

verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10

PA Score32/100

Agent-ready 55.8 × 0.30 = 16.74

API quality 51.4 × 0.20 = 10.28

Openness 3.0 × 0.20 = 0.60

Built-in AI 14.7 × 0.15 = 2.20

Automation 15.8 × 0.15 = 2.37

(16.74 + 10.28 + 0.60 + 2.20 + 2.37) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 32.20 ÷ 1.00 = 32.2

Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.

Agent-ready55.8/100×0.30 of the PA blend

Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [probe] https://shopify.dev/llms.txtPROBE llms.txt: HTTP 404 at https://shopify.dev/llms.txt
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild AI agents that authenticate with Shopify, search the Catalog, build carts and checkouts, and monitor orders using the Universal Commerce Protocol (UCP).
  • [claimed-docs] https://shopify.dev/docs/apps/build/ai-toolkit.mdThe toolkit connects your agent to: Developer docs and API schemas... Code validation: validate GraphQL queries, Liquid templates, and Shopify Extensions against Shopify schemas
  • [claimed-docs] https://shopify.dev/docs/apps/build/ai-toolkit.mdShopify AI Toolkit gives your AI coding tool a Shopify-aware starting point.
  • [claimed-docs] https://shopify.dev/docs/apps/build/ai-toolkit.mdShopify AI Toolkit connects your AI coding tools to Shopify's developer docs, API schemas, and CLI store management so they can help you build more accurately.
  • [probe] https://shopify.dev/docs/agentsofficial MCP server documented at https://shopify.dev/docs/agents

Run the product headlessly / in CI for automationweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://shopify.devInitialize new apps, themes, and headless storefronts in an instant with the latest Shopify CLI.
  • [claimed-docs] https://shopify.dev/docs/api/shopify-cliShopify CLI is a command-line interface tool that helps you generate and work with Shopify apps, themes and custom storefronts.
  • [claimed-docs] https://shopify.devA single command installs all the dependencies you need, including the CLI itself, so you can dive straight into development.
  • [claimed-docs] https://shopify.devRun the second command to create a new app. Your app will be added as a new subdirectory.
  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlUse Shopify's officially supported libraries to build fast, reliable apps with the programming languages and frameworks you already know.
  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlThe Admin API lets you build apps and integrations that extend and enhance the Shopify admin.
  • [claimed-docs] https://shopify.dev/docs/api/storefrontCreate unique customer experiences with the Storefront API on any platform, including the web, apps, and games.
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksShopify webhooks are useful for keeping your app in sync with Shopify data, or as a trigger to perform an additional action after that event has occurred.
  • [probe] https://shopify.dev/docs/api/shopify-cliofficial CLI documented at https://shopify.dev/docs/api/shopify-cli

Plug MCP servers into this product so it can use their toolsweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://shopify.dev/docs/apps/build/storefront-mcp.mdConnect any AI assistant to real-time commerce data from Shopify stores with Model Context Protocol (MCP) servers.
  • [claimed-docs] https://shopify.dev/docs/agents/orders/order-mcp.mdUse the Order MCP server to fetch the current state of an order placed through your agent, including line items, fulfillment events, and post-purchase adjustments.
  • [claimed-docs] https://shopify.dev/docs/agents/catalog/global-catalog.mdenables AI agents to search and discover products across the entire Shopify ecosystem
  • [claimed-docs] https://shopify.dev/docs/agents/carts-and-checkout/cart-mcp.mdenables AI agents to build and iterate on a cart before the buyer commits to purchase
  • [claimed-docs] https://shopify.dev/docs/agents/carts-and-checkout/checkout-mcp.mdenables AI agents to create and manage checkout sessions, convert carts into checkouts, and refer buyers to the merchant storefront to complete purchases
  • [claimed-docs] https://shopify.dev/docs/agents/orders/order-mcp.mdenables AI agents to fetch the current state of an order placed through their agent, including line items, fulfillment events, and post-purchase adjustments
  • [probe] https://shopify.dev/docs/agentsofficial MCP server documented at https://shopify.dev/docs/agents

Connect an agent via an official MCP serverweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://shopify.dev/docs/apps/build/storefront-mcp.mdConnect any AI assistant to real-time commerce data from Shopify stores with Model Context Protocol (MCP) servers.
  • [claimed-docs] https://shopify.dev/docs/agents/orders/order-mcp.mdUse the Order MCP server to fetch the current state of an order placed through your agent, including line items, fulfillment events, and post-purchase adjustments.
  • [claimed-docs] https://shopify.dev/docs/agents/catalog/global-catalog.mdenables AI agents to search and discover products across the entire Shopify ecosystem
  • [claimed-docs] https://shopify.dev/docs/agents/carts-and-checkout/cart-mcp.mdenables AI agents to build and iterate on a cart before the buyer commits to purchase
  • [claimed-docs] https://shopify.dev/docs/agents/carts-and-checkout/checkout-mcp.mdenables AI agents to create and manage checkout sessions, convert carts into checkouts, and refer buyers to the merchant storefront to complete purchases
  • [claimed-docs] https://shopify.dev/docs/agents/orders/order-mcp.mdenables AI agents to fetch the current state of an order placed through their agent, including line items, fulfillment events, and post-purchase adjustments
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild AI agents that authenticate with Shopify, search the Catalog, build carts and checkouts, and monitor orders using the Universal Commerce Protocol (UCP).
  • [probe] https://shopify.dev/docs/agentsofficial MCP server documented at https://shopify.dev/docs/agents

Use an official CLIweight 2

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

  • [claimed-docs] https://shopify.dev/docs/api/shopify-cliShopify CLI is a command-line interface tool that helps you generate and work with Shopify apps, themes and custom storefronts.
  • [claimed-docs] https://shopify.devInitialize new apps, themes, and headless storefronts in an instant with the latest Shopify CLI.
  • [claimed-docs] https://shopify.devA single command installs all the dependencies you need, including the CLI itself, so you can dive straight into development.
  • [claimed-docs] https://shopify.devRun the second command to create a new app. Your app will be added as a new subdirectory.
  • [claimed-docs] https://shopify.dev/docs/apps/build/ai-toolkit.mdShopify AI Toolkit connects your AI coding tools to Shopify's developer docs, API schemas, and CLI store management so they can help you build more accurately.
  • [claimed-docs] https://shopify.dev/docs/apps/build/stores/development-storesDev stores are testing environments that you own and control. They let you build and test your apps in a realistic Shopify environment without affecting any live store. You can connect directly to a dev store from Shopify CLI using the `shopify app dev` command.
  • [probe] https://shopify.dev/docs/api/shopify-cliofficial CLI documented at https://shopify.dev/docs/api/shopify-cli

Drive the product through a documented public APIweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlThe Admin API lets you build apps and integrations that extend and enhance the Shopify admin.
  • [claimed-docs] https://shopify.dev/docs/api/storefrontCreate unique customer experiences with the Storefront API on any platform, including the web, apps, and games.
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events
  • [claimed-docs] https://shopify.dev/docs/api/usage/authenticationYour code obtains an access token scoped to the permissions it needs.
  • [claimed-docs] https://shopify.dev/docs/api/usage/authenticationits access scopes determine what it can access
  • [claimed-docs] https://shopify.dev/docs/api/usage/versioningShopify releases new API versions on a predictable quarterly schedule, giving you time to adopt changes before older versions are retired. Subscribe to the developer changelog... Versioned APIs and libraries follow the quarterly release schedule described below.
  • [claimed-docs] https://shopify.dev/docs/api/usage/api-exploration/admin-graphiql-explorerGraphiQL is an in-browser tool for writing, validating, and testing GraphQL queries. When working with Shopify's GraphQL Admin API, GraphiQL can be useful for... executing specific queries and mutations to extract information or accomplish tasks.
  • [claimed-docs] https://shopify.dev/docs/api/shopify-cliShopify CLI is a command-line interface tool that helps you generate and work with Shopify apps, themes and custom storefronts.
  • [community] https://news.ycombinator.com/item?id=26260174Shopify is really terrible when it comes to partner support. The documentation is terrible and if you want to use their API, be prepared to bang your hand against the wall for their design choices.
  • [community] https://news.ycombinator.com/item?id=26260174App Charges get added to clients bills, you're not getting paid right away (60+ days in some cases) vs getting paid instantly. If someone doesn't pay their Shopify bill, tough shit you're not getting paid. Want to do refunds? Too bad there's no way to do it via the API.
  • [probe] https://shopify.dev/openapi.jsonPROBE openapi: all candidate paths 404 (https://shopify.dev/openapi.json, https://shopify.dev/swagger.json, https://shopify.dev/api/openapi.json, https://shopify.dev/.well-known/openapi.json)

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://shopify.dev/docs/api/usage/authenticationYour code obtains an access token scoped to the permissions it needs.
  • [claimed-docs] https://shopify.dev/docs/api/usage/authenticationits access scopes determine what it can access
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild AI agents that authenticate with Shopify, search the Catalog, build carts and checkouts, and monitor orders using the Universal Commerce Protocol (UCP).
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild unified agentic experiences that securely act on behalf of buyers with the [Universal Commerce Protocol (UCP)]

Build against official SDKsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlUse Shopify's officially supported libraries to build fast, reliable apps with the programming languages and frameworks you already know.
  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlThe Admin API lets you build apps and integrations that extend and enhance the Shopify admin.
  • [claimed-docs] https://shopify.dev/docs/api/storefrontCreate unique customer experiences with the Storefront API on any platform, including the web, apps, and games.
  • [claimed-docs] https://shopify.dev/docs/apps/build/ai-toolkit.mdShopify AI Toolkit gives your AI coding tool a Shopify-aware starting point.
  • [claimed-docs] https://shopify.dev/docs/apps/build/ai-toolkit.mdShopify AI Toolkit connects your AI coding tools to Shopify's developer docs, API schemas, and CLI store management so they can help you build more accurately.
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild AI agents that authenticate with Shopify, search the Catalog, build carts and checkouts, and monitor orders using the Universal Commerce Protocol (UCP).
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild unified agentic experiences that securely act on behalf of buyers with the [Universal Commerce Protocol (UCP)]
  • [community] https://news.ycombinator.com/item?id=26260174Shopify is really terrible when it comes to partner support. The documentation is terrible and if you want to use their API, be prepared to bang your hand against the wall for their design choices.
  • [community] https://news.ycombinator.com/item?id=26260174Shopify is a terrible experience overall, and I wouldn't recommend it for anyone looking to start a quick ecom business online... certain types of accounts are required to access certain parts of the API for their store... they either had to pay more or put up with CSV parsing with limited amount of information.

Subscribe to events via webhooksweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events.
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksShopify webhooks are useful for keeping your app in sync with Shopify data, or as a trigger to perform an additional action after that event has occurred.

Agent-ready = 117.2 ÷ 210 × 100 = 55.8

API quality51.4/100×0.20 of the PA blend

The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://shopify.dev/docs/api/usage/api-exploration/admin-graphiql-explorerGraphiQL is an in-browser tool for writing, validating, and testing GraphQL queries. When working with Shopify's GraphQL Admin API, GraphiQL can be useful for... executing specific queries and mutations to extract information or accomplish tasks.
  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlUse Shopify's officially supported libraries to build fast, reliable apps with the programming languages and frameworks you already know.
  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlThe Admin API lets you build apps and integrations that extend and enhance the Shopify admin.

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [probe] https://shopify.dev/docs/agentsofficial MCP server documented at https://shopify.dev/docs/agents
  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlUse Shopify's officially supported libraries to build fast, reliable apps with the programming languages and frameworks you already know.
  • [claimed-docs] https://shopify.dev/docs/api/usage/api-exploration/admin-graphiql-explorerGraphiQL is an in-browser tool for writing, validating, and testing GraphQL queries. When working with Shopify's GraphQL Admin API, GraphiQL can be useful for... executing specific queries and mutations to extract information or accomplish tasks.

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 8 (quality) × 1.0 (full) = 8.0 of 10 max

  • [claimed-docs] https://shopify.dev/docs/apps/build/stores/development-storesDev stores are testing environments that you own and control. They let you build and test your apps in a realistic Shopify environment without affecting any live store. You can connect directly to a dev store from Shopify CLI using the `shopify app dev` command.
  • [claimed-docs] https://shopify.dev/docs/api/usage/api-exploration/admin-graphiql-explorerGraphiQL is an in-browser tool for writing, validating, and testing GraphQL queries. When working with Shopify's GraphQL Admin API, GraphiQL can be useful for... executing specific queries and mutations to extract information or accomplish tasks.
  • [claimed-docs] https://shopify.dev/docs/api/shopify-cliShopify CLI is a command-line interface tool that helps you generate and work with Shopify apps, themes and custom storefronts.

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://shopify.dev/docs/api/usage/versioningShopify releases new API versions on a predictable quarterly schedule, giving you time to adopt changes before older versions are retired. Subscribe to the developer changelog... Versioned APIs and libraries follow the quarterly release schedule described below.

API quality = 36.0 ÷ 70 × 100 = 51.4

Openness3.0/100×0.20 of the PA blend

Can you leave, inspect, or self-host — data export, open source, portability.

Do everything through the API that I can do in the UIweight 2

2 (weight) × 4 (quality) × 0.3 (disputed) = 2.4 of 20 max

  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlThe Admin API lets you build apps and integrations that extend and enhance the Shopify admin.
  • [claimed-docs] https://shopify.dev/docs/api/storefrontThe API offers a full range of commerce options making it possible for customers to view products and collections, add products to a cart, and check out.
  • [claimed-docs] https://shopify.dev/docs/api/storefrontCreate unique customer experiences with the Storefront API on any platform, including the web, apps, and games.
  • [community] https://news.ycombinator.com/item?id=26260174App Charges get added to clients bills, you're not getting paid right away (60+ days in some cases) vs getting paid instantly. If someone doesn't pay their Shopify bill, tough shit you're not getting paid. Want to do refunds? Too bad there's no way to do it via the API.
  • [community] https://news.ycombinator.com/item?id=26260174Shopify is a terrible experience overall, and I wouldn't recommend it for anyone looking to start a quick ecom business online... certain types of accounts are required to access certain parts of the API for their store... they either had to pay more or put up with CSV parsing with limited amount of information.
  • [community] https://news.ycombinator.com/item?id=26260174If you're not American, you will be forced to hand over 3% of your 80% revenue cut to PayPal (unless your MRR cut is >$30k). Sometimes Shopify just kills features which merchants and partners rely on, with no alternative way to achieve the removed functionality.

Export all of my data in open formats and leaveweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [community] https://news.ycombinator.com/item?id=32034643For developers this is potentially even worse than it is for merchants, as many Shopify apps simply cannot be migrated to another platform. A new developer builds their first app... Shopify bans their account giving some vague reason... further communication is impossible.
  • [community] https://news.ycombinator.com/item?id=26260174Shopify is a terrible experience overall, and I wouldn't recommend it for anyone looking to start a quick ecom business online... certain types of accounts are required to access certain parts of the API for their store... they either had to pay more or put up with CSV parsing with limited amount of information.

Read the product's source under an open licenseweight 2

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Self-host the core productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://shopify.dev/docs/storefronts/headlessBuild fast with Shopify's all-in-one solution for custom commerce. Hosting included.
  • [claimed-docs] https://shopify.dev/docs/storefronts/headlessGet all the power of Shopify under the hood, with complete control over the frontend.
  • [claimed-docs] https://shopify.dev/docs/storefronts/headlessGet all the power of Shopify under the hood, with complete control over the frontend. Start building quickly with Hydrogen

Openness = 2.4 ÷ 80 × 100 = 3.0

Built-in AI14.7/100×0.15 of the PA blend

Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.

Get AI-generated insights and suggestions from my data inside the productweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events.
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksShopify webhooks are useful for keeping your app in sync with Shopify data, or as a trigger to perform an additional action after that event has occurred.
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild AI agents that authenticate with Shopify, search the Catalog, build carts and checkouts, and monitor orders using the Universal Commerce Protocol (UCP).
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild unified agentic experiences that securely act on behalf of buyers with the [Universal Commerce Protocol (UCP)]
  • [claimed-docs] https://shopify.dev/docs/agents/catalog/global-catalog.mdenables AI agents to search and discover products across the entire Shopify ecosystem
  • [claimed-docs] https://shopify.dev/docs/agents/carts-and-checkout/cart-mcp.mdenables AI agents to build and iterate on a cart before the buyer commits to purchase
  • [claimed-docs] https://shopify.dev/docs/agents/carts-and-checkout/checkout-mcp.mdenables AI agents to create and manage checkout sessions, convert carts into checkouts, and refer buyers to the merchant storefront to complete purchases
  • [claimed-docs] https://shopify.dev/docs/agents/orders/order-mcp.mdenables AI agents to fetch the current state of an order placed through their agent, including line items, fulfillment events, and post-purchase adjustments

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Operate the product with natural-language commandsweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild AI agents that authenticate with Shopify, search the Catalog, build carts and checkouts, and monitor orders using the Universal Commerce Protocol (UCP).
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild unified agentic experiences that securely act on behalf of buyers with the [Universal Commerce Protocol (UCP)]
  • [claimed-docs] https://shopify.dev/docs/agents.mdBuild unified agentic experiences that securely act on behalf of buyers with the Universal Commerce Protocol (UCP)
  • [claimed-docs] https://shopify.dev/docs/agents/catalog/global-catalog.mdenables AI agents to search and discover products across the entire Shopify ecosystem
  • [claimed-docs] https://shopify.dev/docs/agents/carts-and-checkout/cart-mcp.mdenables AI agents to build and iterate on a cart before the buyer commits to purchase
  • [claimed-docs] https://shopify.dev/docs/agents/carts-and-checkout/checkout-mcp.mdenables AI agents to create and manage checkout sessions, convert carts into checkouts, and refer buyers to the merchant storefront to complete purchases
  • [claimed-docs] https://shopify.dev/docs/agents/orders/order-mcp.mdenables AI agents to fetch the current state of an order placed through their agent, including line items, fulfillment events, and post-purchase adjustments
  • [claimed-docs] https://shopify.dev/docs/apps/build/storefront-mcp.mdConnect any AI assistant to real-time commerce data from Shopify stores with Model Context Protocol (MCP) servers.
  • [probe] https://shopify.dev/docs/agentsofficial MCP server documented at https://shopify.dev/docs/agents

Built-in AI = 13.2 ÷ 90 × 100 = 14.7

Automation15.8/100×0.15 of the PA blend

Depth of automation primitives — rules, scheduling, bulk operations, webhooks.

Perform bulk operations across many items at onceweight 2

2 (weight) × 3 (quality) × 0.6 (partial) = 3.6 of 20 max

  • [claimed-docs] https://www.shopify.com/shippingCreate up to 250 labels at once to process at scale
  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlThe Admin API lets you build apps and integrations that extend and enhance the Shopify admin.
  • [claimed-docs] https://shopify.dev/docs/api/admin-graphqlUse Shopify's officially supported libraries to build fast, reliable apps with the programming languages and frameworks you already know.

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 5 (quality) × 0.6 (partial) = 9.0 of 30 max

  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events.
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksShopify webhooks are useful for keeping your app in sync with Shopify data, or as a trigger to perform an additional action after that event has occurred.
  • [claimed-docs] https://shopify.dev/docs/api/usage/authenticationYour code obtains an access token scoped to the permissions it needs.

Schedule recurring jobs or workflowsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksShopify webhooks are useful for keeping your app in sync with Shopify data, or as a trigger to perform an additional action after that event has occurred.
  • [claimed-docs] https://shopify.dev/docs/apps/build/webhooksit can subscribe to Shopify webhook topics as a mechanism for receiving near-real-time data about these events.

Version, review, and roll back my automationsweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Automation = 12.6 ÷ 80 × 100 = 15.8