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Build on Jumpseller with AI

When you ask an AI coding assistant to build something on Jumpseller, it often guesses: wrong rate limits, invented API endpoints, made-up tool names. The Jumpseller AI Toolkit fixes that. Install it once and your assistant gains accurate, platform-specific knowledge of the Jumpseller REST API, the Liquid templating system, the MCP server, and the Jumpseller CLI, plus a live connection to your store.

The toolkit is open source and available at github.com/Jumpseller/ai.

“Create a FOMO / social-proof feature: use the MCP to fetch the 10 most recent orders, generate a Liquid snippet that shows a rotating ‘Someone just bought {product}’ notification on every product page (cycling every 30 seconds), and deploy it to the live theme with the CLI.”

One natural-language prompt orchestrates the whole toolkit: the MCP reads live order data, the Liquid skill generates the storefront component, and the CLI deploys it. That is the point: the pieces combine.

Why a toolkit?

The major commerce and payments platforms now ship official AI toolkits so that coding assistants give accurate, up-to-date help instead of hallucinating. Shopify and Stripe both publish one. Jumpseller’s follows the same model: a plugin per AI client, a shared MCP configuration, and a set of skills your assistant loads on demand.

Compatible AI Tools

What’s Included

  • REST API skill — authentication, every resource, pagination, rate limits, webhooks, and verified request/response examples.
  • Liquid theming skill — global objects, filters, theme file structure, and the component settings system.
  • MCP server skill — the 24 store-management tools and common multi-step patterns. See Manage your Online Store with AI for the MCP server itself.
  • CLI skill — credential management and local theme development (export, import, watch, deploy) with the Jumpseller CLI.
  • Pre-wired MCP server — connected to https://mcp.jumpseller.com so the assistant can act on a real store.

Installation

Full per-client instructions are in the repository README. In short:

Claude Code

/plugin marketplace add Jumpseller/ai
/plugin install jumpseller-plugin@ai

Gemini CLI

gemini extensions install https://github.com/Jumpseller/ai

OpenAI Codex

Codex reads MCP servers from ~/.codex/config.toml:

[mcp_servers.jumpseller]
url = "https://mcp.jumpseller.com"
env_http_headers = { "X-LOGIN-KEY" = "JUMPSELLER_LOGIN_KEY", "X-AUTH-TOKEN" = "JUMPSELLER_AUTH_TOKEN" }

Credentials

The REST API, the MCP server, and the CLI all use the same credentials: one Login Key and Auth Token per store, from your Jumpseller Admin under Edit Account → API and MCP. Set them as the JUMPSELLER_LOGIN_KEY and JUMPSELLER_AUTH_TOKEN environment variables before launching your AI client. Credentials are never committed to the toolkit; the configuration only references the environment variable names. For third-party apps, use OAuth 2.0 instead.

Where to next

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