all tools / recommendation

Most reliable recommendation AI agent tools

As of the latest check, Glimind tracks 14 recommendation AI agent (MCP) tools, of which 2 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
recommend_bike_for_budget
io.github.Tomalarrrr/cyclesite-mcp-server
healthyCurated picks from Cyclesite's live UK inventory for a budget and intent. Prefers higher-engagement listings. Returns up to 5 picks with a oalternatives
get_recommended_action
com.a2awire/data-fda-recall-alert-food-product-safety
healthyWhat should I do next on A2AWire? One-call recommendation from your current state (unregistered → register; unverified → start admission; vealternatives
recommend_books
sandraschi/calibremcp
unknownGet book recommendations based on preferencesalternatives
image_search_quick_wins
kodotpro/gsc-mcp-remote
unknownImage queries worth pushing, on an image-CTR baselinealternatives
pdd.goods.recommend
@liuliang520500/sinataoke_cn
unknown拼多多商品推荐alternatives
recommend_assets
liangjunglj-cpu/Almond MCP
unknownRecommends assets with reasons from the generated libraryalternatives
content_recommendations
Suganthan-Mohanadasan/Google Search Console MCP Server
unknownProvides content recommendations.alternatives
content_recommendations
kodotpro/gsc-mcp-remote
unknownPrioritised update / create / consolidate actionsalternatives
get_user_recommendations
avd-fde-labs/sapphire-user-mcp
unknownPersonalised partner service recommendations ranked by relevance scorealternatives
aria_recommend_starter_kit
aria-cx-mcp
unknownRecommend best-fit Starter Kitalternatives
recommend_repositories
ZenitsuAckerman/GitHub-MCP
unknownSuggest new repositories based on stack.alternatives
seomonitor_get_topic_recommendations
BuntStudio/seomonitor-mcp-server
unknownGets topic recommendationsalternatives
recommend_courses
io.github.KKazuhaK/anteater-mcp
unknownFilter by GE, days, time window and open seats; rank by historical GPA.alternatives
recommend
io.github.oxgeneral/agentnet
downGet complementary agents for your user's context. Excludes agents with overlapping capabilities.alternatives

FAQ

What are the most reliable recommendation MCP tools right now?

As of the latest check, Glimind tracks 14 recommendation AI agent (MCP) tools, of which 2 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 recommendation 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 recommendation 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.