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Most reliable product AI agent tools

As of the latest check, Glimind tracks 48 product AI agent (MCP) tools, of which 11 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
quince_product_reviews
net.crawlora/crawlora-mcp
healthyA sample of a Quince product's normalized customer reviews (author, date, rating, review body), plus the product's overall aggregate rating alternatives
quince_product_faq
net.crawlora/crawlora-mcp
healthyA Quince product's own question/answer content (sizing, care, fit), from the same structured product data quince_product_reviews uses. handlalternatives
update_brief
ai.uwear/uwear
healthySaves a revised version of brief brief_id on the board: the complete new look list (unchanged looks keep their key) and only the fields thatalternatives
get_roadmap
com.defici/marketplace
healthyFeatures that are committed but NOT yet built — explicitly separate from what list_modules and get_subscription_info report as live today (Calternatives
search_alternatives_in_budget
io.github.rofoso-com/polopan-fashion-mcp
healthyFind visually similar alternatives in a target price bracketalternatives
search_products_image
io.github.rofoso-com/polopan-fashion-mcp
healthyReverse visual search for identical or similar apparelalternatives
get_direct_checkout_url
io.github.rofoso-com/polopan-fashion-mcp
healthyGenerate verified 1-click checkout permalinks with confirmed size index & couponalternatives
get_product_by_handle
io.github.rofoso-com/polopan-fashion-mcp
healthyRetrieve complete product metadata and all variant detailsalternatives
get_recommended_outfits
io.github.rofoso-com/polopan-fashion-mcp
healthyGet complementary cross-catalog matching outfitsalternatives
product
uk.co.dresserhouse/site
healthyEverything Dresser House publishes about one product — by id, product URL or GTIN: description, price, stock, identifiers, attributes, imagealternatives
quince_product
net.crawlora/crawlora-mcp
healthyQuince product detail covering every color and size together: title, description, review summary, every selectable option (color swatches wialternatives
aha_create_epic_in_product
io.github.cedricziel/aha-mcp
unknownCreate an epic within a specific product in Aha.io. Returns the created epic and a link to it.alternatives
feedock_preview_changelog_publish
@feedock/mcp
unknownPreview the changelog publish to get a token and expected first publish time.alternatives
feedock_move_roadmap_item
@feedock/mcp
unknownMove a roadmap item to a new status; shipping requires confirmation.alternatives
feedock_merge_feedback
@feedock/mcp
unknownMerge duplicate feedback into a canonical item; requires confirmation.alternatives
feedock_delete_doc
@feedock/mcp
unknownPermanently delete a doc; requires confirmation.alternatives
feedock_add_feedback_comment
@feedock/mcp
unknownAdd a public comment to feedback; requires confirmation.alternatives
feedock_create_roadmap_item
@feedock/mcp
unknownCreate a roadmap item; confirmation required if public.alternatives
feedock_convert_feedback_to_roadmap
@feedock/mcp
unknownConvert feedback into a roadmap item; confirmation required if public.alternatives
feedock_create_doc
@feedock/mcp
unknownCreate a doc; confirmation required if public.alternatives
feedock_update_doc
@feedock/mcp
unknownUpdate a doc; confirmation required if public.alternatives
feedock_update_milestone
@feedock/mcp
unknownUpdate a milestone; confirmation required if public.alternatives
get_product_details
hegdenischay/decathlon-mcp
unknownFull details for one or more SKUs including description, colors, size, weight, price, seller, fulfillment options, stock availability, categalternatives
aha_update_feature_tags
io.github.cedricziel/aha-mcp
unknownUpdate tags for a feature in Aha.io. Replaces the feature's whole tag set, so tags left out are removed. Returns the updated feature and a lalternatives
feedock_publish_changelog
@feedock/mcp
unknownPublish a changelog draft, emailing requesters and subscribers; requires preview token and confirmation.alternatives
aha_create_epic_in_release
io.github.cedricziel/aha-mcp
unknownCreate an epic within a specific release in Aha.io. Returns the created epic and a link to it.alternatives
aha_create_initiative_in_product
io.github.cedricziel/aha-mcp
unknownCreate an initiative within a specific product in Aha.io. Returns the created initiative and a link to it.alternatives
aha_create_feature
io.github.cedricziel/aha-mcp
unknownCreate a feature within a specific release in Aha.io. Returns the created feature and a link to it.alternatives
aha_update_feature
io.github.cedricziel/aha-mcp
unknownUpdate a feature's name or description in Aha.io. Returns the updated feature and a link to it.alternatives
aha_delete_feature
io.github.cedricziel/aha-mcp
unknownDelete a feature in Aha.io. Returns a confirmation naming the deleted feature; there is no record to return.alternatives
aha_update_feature_progress
io.github.cedricziel/aha-mcp
unknownUpdate a feature's progress percentage in Aha.io. Returns the updated feature and a link to it.alternatives
aha_update_feature_score
io.github.cedricziel/aha-mcp
unknownUpdate a feature's score in Aha.io. Returns the updated feature and a link to it.alternatives
aha_update_epic
io.github.cedricziel/aha-mcp
unknownUpdate an epic's name or description in Aha.io. Returns the updated epic and a link to it.alternatives
aha_delete_epic
io.github.cedricziel/aha-mcp
unknownDelete an epic in Aha.io. Returns a confirmation naming the deleted epic; there is no record to return.alternatives
feedock_select_project
@feedock/mcp
unknownSelect a project for the session when using an all-projects token.alternatives
report_unmet_need
trakkr-mcp
unknownRecord a request that no current Trakkr tool can complete.alternatives
manage_prompt_tags
trakkr-mcp
unknownCreate, rename, recolour, or delete a tag, or add/remove it across prompts.alternatives
wayd-products
@wayd/mcp
unknownProduct catalog — typed tree, dependencies, types, tags, environments, delivery measuresalternatives
list_developer_products
roblox-devproducts-mcp
unknownList a universe's developer products (id, name, price, description)alternatives
get_developer_product
roblox-devproducts-mcp
unknownGet one product's full details by IDalternatives
create_developer_product
roblox-devproducts-mcp
unknownCreate a new developer productalternatives
update_developer_product
roblox-devproducts-mcp
unknownUpdate a product's name, price, description, on-sale status, or iconalternatives
bulk_create_developer_products
roblox-devproducts-mcp
unknownCreate many products in one call (auto rate-limited to 3/sec)alternatives
add_or_update_product
nutriclarity-mcp
unknownCreate or edit a product. Only enabled when credentials are set.alternatives
list_plans
cmhenry79/merlonix-mcp
unknownMerlonix plan catalogalternatives
product
fabianoomura/MCP-Server-Totvs-Moda
unknownTools for product operationsalternatives
create_product
Insightful-Pipe/woocommerce-mcp-server
unknownCreate a new productalternatives
create_product
Rabithua/FeedbackServer
unknownCreates a new Product with the given name, platform, default locale, and notification setup preferencealternatives

FAQ

What are the most reliable product MCP tools right now?

As of the latest check, Glimind tracks 48 product AI agent (MCP) tools, of which 11 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.

How does Glimind rank product tools?

Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.

What if a product tool I need is down?

Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.

Live data via MCP/REST. Neutral ratings — Glimind only measures.

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