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Most reliable operations AI agent tools

As of the latest check, Glimind tracks 11 operations 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
commsharbor_operations
com.commsharbor/commsharbor
healthyList current operational alerts without PII. Covers dead letters, backlog, worker and SNS failures, reputation, paused sending, quota and coalternatives
commsharbor_operations_refresh
com.commsharbor/commsharbor
healthyRefresh alerts, quota and capacity observations. The GET reads what was last stored; this goes and looks again. Same distinction as domain valternatives
evaluate_and_auto_reorder
alphaparkinc/genpark-lost-in-transit-shipping-claim-resolver-skill
unknownEvaluates a lost-in-transit shipping claim and automatically initiates a reorder/reship decision based on the query payloadalternatives
evaluate_and_auto_reorder
Alpha-Park/genpark-lost-in-transit-shipping-claim-resolver-skill
unknownEvaluates a lost-in-transit shipping claim and automatically initiates a reorder/reship processalternatives
tune_subscription_cadence
Alpha-Park/genpark-subscription-churn-mitigation-frequency-tuner-skill
unknownTunes subscription delivery frequency to mitigate churn based on subscriber behavior and retention parameters.alternatives
fire_staff
caseyjohnsonwv/rct2-agent
unknownFire a staff member.alternatives
open_ride
caseyjohnsonwv/rct2-agent
unknownOpen a ride.alternatives
close_ride
caseyjohnsonwv/rct2-agent
unknownClose a ride.alternatives
set_inspection_interval
caseyjohnsonwv/rct2-agent
unknownSet the inspection interval for a ride.alternatives
hire_staff
caseyjohnsonwv/rct2-agent
unknownHire a new staff member.alternatives
set_staff_patrol
caseyjohnsonwv/rct2-agent
unknownSet the patrol area for a staff member.alternatives

FAQ

What are the most reliable operations MCP tools right now?

As of the latest check, Glimind tracks 11 operations 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 operations 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 operations 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.