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Integrate and operate Shopline in Taiwan e-commerce context via mcp-shopline.
Passed 18 of 23 test cases with the skill, and 3 of 23 without it.
and 19 more in the full report
15 fixed3 passed either way5 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 15 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are creating a new flat promotion campaign on our Taiwan Shopline store using write tools. What step should be performed prior to creating the campaign to avoid duplicates?
| Checked | Without skill | With skill |
|---|---|---|
| Calls list_promotions prior to creating a campaign. | Missed | Passed |
The instructions your model reads when the skill loads.
mcp-shopline tools (e.g., order → invoice → logistics)tw-ecom-channel-strategy firstShopline is a SaaS commerce platform popular with Taiwan DTC and omnichannel brands. A single merchant account can own multiple shops (storefronts); each shop can sell through multiple channels (online + POS retail stores). mcp-shopline wraps Shopline Open API v1 into 143 tools (75 read, 68 write), all scoped to one API token = one merchant context.
Two axes matter when picking a tool:
[WRITE] in their descriptions and require an API token scope that permits mutation. Read tools are safe; write tools modify production data.query_orders.Money is always TWD float. Dates are YYYY-MM-DD strings. Online orders use status confirmed; POS orders use completed — mixing them up silently drops half the data.
What is the user asking for?
│
├─ Aggregate metric (revenue, AOV, top products, trend)?
│ → Analytics / Orders summary tools
│ get_sales_summary · get_top_products · get_sales_trend
│ get_channel_comparison · get_rfm_analysis · get_promotion_roi
│
├─ Specific order / customer / product lookup?
│ → Read-detail tools
│ get_order_detail · get_customer_profile · get_product_variants
test cases passed, vs 3 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.