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Run a custom-merchandise store end to end from an AI agent: generate designs, build products with mockups and margin-safe pricing, list them on Shopify, WooCommerce, Wix and TikTok Shop, and route orders to Printful, Printify or Gelato for fulfillment. Sign in with OAuth, no API key to handle.

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Status
Unhealthy
Uptime
37.5% over 32 days
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP
URL

TDQS

B3.4/5.0

Scored across 123 tools

Disambiguation3/5

Many tool families (e.g., analytics_summary vs get_orders_summary, design_apparel vs generate_image, channel_performance vs channel_opportunities) contain related options that could be confused. Descriptions actively disambiguate and each tool has a distinct function, but the sheer breadth means more than a couple of pairs require careful reading.

Naming Consistency4/5

Tool names are consistently snake_case and overwhelmingly follow a verb_noun pattern (create_product, archive_store, sync_to_channel). A few read-only tools use noun_noun (analytics_summary, channel_performance), a minor deviation that does not harm readability.

Tool Count1/5

123 tools vastly exceeds the rubric's extreme mismatch threshold (50+), making the server unwieldy for an agent to scan and select from. While the domain is broad, this count is disproportionate and harms usability.

Completeness5/5

The set covers full lifecycle CRUD for designs, products, orders, stores, collections, workspaces, and members, plus fulfillment issue reporting, analytics, and channel management. The api_request and get_api_reference escape hatches further reduce dead ends.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 123 tool updates
    • First observedaccept_invite
    • First observedactivate_store
    • First observedadd_order_item
    • First observedadd_products_to_collection
    • First observedadd_variants
    • First observedanalytics_breakdown
    • First observedanalytics_ops
    • First observedanalytics_portfolio
    • First observedanalytics_summary
    • First observedanalytics_timeseries
    • First observedanalyze_what_works
    • First observedapi_request
    • First observedapprove_order
    • First observedapprove_order_hold
    • First observedarchive_design
    • First observedarchive_product
    • First observedarchive_store
    • First observedassign_workspace_member
    • First observedauto_optimize_listings
    • First observedbrowse_catalog
    • First observedcancel_order
    • First observedcascade_price_change
    • First observedchannel_coverage
    • First observedchannel_opportunities
    • First observedchannel_performance
    • First observedcheck_connection_status
    • First observedcheck_design_compliance
    • First observedcheck_design_move
    • First observedcheck_fulfillment_issue
    • First observedcheck_order_status
    • First observedcheck_product_move
    • First observedcheck_setup_readiness
    • First observedcheck_workspace_deletion
    • First observedconfirm_order
    • First observedconnect_fulfillment_provider
    • First observedconnect_sales_channel
    • First observedcopy_design_to_workspace
    • First observedcopy_product_to_workspace
    • First observedcreate_collection
    • First observedcreate_product
    • First observedcreate_store
    • First observedcreate_workspace
    • First observeddelete_collection
    • First observeddelete_design
    • First observeddelete_product
    • First observeddelete_workspace
    • First observeddescribe_listing_attributes
    • First observeddesign_apparel
    • First observeddiagnose_tiktok_listings
    • First observedestimate_order_costs
    • First observedfind_garments
    • First observedfit_aspect
    • First observedgenerate_image
    • First observedgenerate_listing_image
    • First observedget_account_overview
    • First observedget_api_reference
    • First observedget_collection
    • First observedget_garment_details
    • First observedget_order_details
    • First observedget_orders_summary
    • First observedget_role_matrix
    • First observedget_store_settings
    • First observedhold_order
    • First observedimport_size_measurements
    • First observedinvite_member
    • First observediterate_design
    • First observedlist_account_members
    • First observedlist_catalog_providers
    • First observedlist_collections
    • First observedlist_connectable_providers
    • First observedlist_fulfillment_issues
    • First observedlist_invites
    • First observedlist_my_designs
    • First observedlist_my_orders
    • First observedlist_my_products
    • First observedlist_my_stores
    • First observedlist_my_workspaces
    • First observedlist_order_holds
    • First observedlist_pending_fulfillments
    • First observedlisting_changes
    • First observedmark_order_no_payment
    • First observedmove_design_to_workspace
    • First observedmove_product_to_workspace
    • First observedmove_store_to_workspace
    • First observedprocess_transparency
    • First observedrecommend_garment
    • First observedreconcile_order
    • First observedrecord_order_payment
    • First observedrecover_from_outage
    • First observedremove_member
    • First observedremove_order_item
    • First observedremove_product_from_collection
    • First observedreport_fulfillment_issue
    • First observedrequest_hold_changes
    • First observedresend_invite
    • First observedresolve_fulfillment_issue
    • First observedrestore_design
    • First observedrestore_product
    • First observedrevoke_invite
    • First observedset_channel_settings
    • First observedset_listing_attributes
    • First observedset_order_payment_method
    • First observedset_prices_by_margin
    • First observedset_product_images
    • First observedship_product
    • First observedstart_channel_connect
    • First observedsubmit_order_to_fulfillment
    • First observedsync_collection
    • First observedsync_orders
    • First observedsync_to_channel
    • First observedsync_to_fulfillment
    • First observedunapprove_order
    • First observedunarchive_store
    • First observedunassign_workspace_member
    • First observedunsync_from_channel
    • First observedupdate_collection
    • First observedupdate_product
    • First observedupdate_store_settings
    • First observedupdate_workspace
    • First observedupload_design
    • First observedverify_design_quality
    • First observedverify_design_text
    • First observedverify_mockup_quality

Publisher details

Operator
ApparelHub.AI, LLC · Publisher source
Operator website
https://apparelhub.ai
Vendor relationship
First-party
Trust center
Not available
Restrictions
Requires an ApparelHub account (a free plan is available). Connecting over OAuth issues an API key on that account, and usage follows the plan's limits. Selling and fulfilling orders requires connecting your own sales channels (Shopify, WooCommerce, Wix, TikTok Shop) and fulfillment providers (Printful, Printify, Gelato). · Publisher source

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