all tools / monitoring
As of the latest check, Glimind tracks 200 monitoring AI agent (MCP) tools, of which 0 are healthy right now. The table below ranks them live-first by real-time reliability.
| tool | status | what it does | |
|---|---|---|---|
| get_api_usage ryanshatz/five9-mcp | unknown | Current Five9 API usage counters vs rate limits | alternatives |
| malcolm_alerting_monitor_detail nagameTW/mcp-server-malcolm | unknown | Read one alerting monitor's full query and triggers. | alternatives |
| alert_get montumodi/mongodb-atlas-mcp-server | unknown | Get alert by ID | alternatives |
| nock_endpoints winter0x/nockchain-mcp | unknown | The full endpoint health table | alternatives |
| device_health Network AIOps | unknown | Get aggregated device health | alternatives |
| malcolm_alerting_alerts nagameTW/mcp-server-malcolm | unknown | List what alerting monitors have fired. | alternatives |
| get_available_metrics oracle.oci-monitoring-mcp-server | unknown | Lists the available metrics a user can query on in their tenancy | alternatives |
| alert_get_all montumodi/mongodb-atlas-mcp-server | unknown | List project alerts | alternatives |
| get_incidents uptybots/mcp-server | unknown | Get downtime incidents for a monitor | alternatives |
| nock_metrics winter0x/nockchain-mcp | unknown | Cache and refresh state of the selected endpoint, and its peer table | alternatives |
| list_alarms oracle.oci-monitoring-mcp-server | unknown | List Alarms in the tenancy | alternatives |
| interface_health_rca Network AIOps | unknown | Interface health RCA (down / errors / discards / flaps) | alternatives |
| drive_status AIops-tools/minio-aiops | unknown | Get drive status information | alternatives |
| malcolm_alerting_monitors nagameTW/mcp-server-malcolm | unknown | List OpenSearch alerting monitors. | alternatives |
| get_stats_hourly uptybots/mcp-server | unknown | Hourly performance stats | alternatives |
| get_alerts mseep-nagios-mcp | unknown | Retrieves current problematic host and service states (alerts). | alternatives |
| homelab_get_service_diagnostics breixopd/homelab-mcp | unknown | Get diagnostics for a specific service. | alternatives |
| get_status KongGithubDev/SAMP-MCP | unknown | View hostname, players, and map statistics | alternatives |
| homelab_get_service_verification breixopd/homelab-mcp | unknown | Get verification status for a specific service. | alternatives |
| get_monitors io.github.clm-cloud-solutions/uptimebolt-mcp-server | unknown | List all monitors with operational status, response time, and uptime percentage | alternatives |
| create_api_monitor uptybots/mcp-server | unknown | Create API endpoint monitor | alternatives |
| monitor_fyp_competitivo aronjesusfj-lang/fansly-mcp | unknown | Monitorea FYP competitivo | alternatives |
| healthpoint.diagnostic.status edithatogo/Healthpoint MCP Server | unknown | Show redacted runtime mode, configuration, and readiness. | alternatives |
| create_ping_monitor uptybots/mcp-server | unknown | Create ICMP ping monitor | alternatives |
| health_check KEEPEE/python-docs-mcp | unknown | Server liveness and version information. | alternatives |
| get_errors io.github.McSlaine/krystalview | unknown | Aggregated client-side browser errors | alternatives |
| resolve_error io.github.Dach3r/airbrake-mcp-server | unknown | Mark error as resolved | alternatives |
| mcp__get_status weetime/prometheus-mcp-server | unknown | Get status information about the Prometheus server | alternatives |
| targets_metadata io.github.tjhop/prometheus-mcp-server | unknown | Returns metadata about metrics currently scraped by the target | alternatives |
| list_targets io.github.tjhop/prometheus-mcp-server | unknown | Get overview of Prometheus target discovery | alternatives |
| get_service_status mseep-nagios-mcp | unknown | Retrieves status for services using statusjson.cgi. | alternatives |
| homelab_get_overview breixopd/homelab-mcp | unknown | Return cluster health, resources, alerts, runtime state, and recent job summaries. Does not modify anything. | alternatives |
| monitor_check ColinHughes2121/gocreative-mcp | unknown | Check a monitor for changes since last check. | alternatives |
| get_error_details io.github.Dach3r/airbrake-mcp-server | unknown | Full details for a specific error group | alternatives |
| get_performance_stats enhanced-mcp-memory | unknown | Returns performance statistics such as average response times and call counts. | alternatives |
| x402_watch_renew io.github.JonasFuchss/x402-trust-mcp | unknown | Extend an active watch by another 30 days. Secret stays the same. | alternatives |
| triage_diagnose fazalrshah/Triage MCP Server | unknown | Match health check to a runbook and return issues with raw evidence, plain-English translation, suggested action, and whether auto-fix is sa | alternatives |
| triage_logs fazalrshah/Triage MCP Server | unknown | Return raw service log tail. | alternatives |
| get_metrics io.github.Lokeshwaranramu/quantaseal | unknown | API calls, throughput, latency (P50/P95/P99), plan usage | alternatives |
| global_status @theihtisham/agent-shadow-brain | unknown | Get live brain status: memory count, average quality, source coverage, stale memories, duplicates, recall eval score, recommended actions. | alternatives |
| getCriticalAlerts io.github.jeanlopezxyz/mcp-alertmanager | unknown | Get critical severity alerts only | alternatives |
| get_monitor_health io.github.clm-cloud-solutions/uptimebolt-mcp-server | unknown | Detailed health for a specific monitor including response time trends and active predictions | alternatives |
| getAlertingSummary io.github.jeanlopezxyz/mcp-alertmanager | unknown | Summary: counts by severity, top alerts, namespaces | alternatives |
| get_notice_details io.github.Dach3r/airbrake-mcp-server | unknown | Full details of a single notice | alternatives |
| create_http_monitor uptybots/mcp-server | unknown | Create HTTP/HTTPS monitor | alternatives |
| get_monitor uptybots/mcp-server | unknown | Get monitor details by ID | alternatives |
| deleteSilence io.github.jeanlopezxyz/mcp-alertmanager | unknown | Delete a silence by ID | alternatives |
| filter_errors_by_status io.github.Dach3r/airbrake-mcp-server | unknown | Filter by open, resolved, or ignored | alternatives |
| list_monitoring_alerts @mcp-consultant-tools/azure-management | unknown | List all monitoring alerts in a resource group | alternatives |
| get_notifications uptybots/mcp-server | unknown | Notification history | alternatives |
| list_errors io.github.Dach3r/airbrake-mcp-server | unknown | List recent errors (pagination supported) | alternatives |
| get_monitor @vigiles-hq/mcp | unknown | Full detail for one monitor: interval, regions, tags, and alert channels. | alternatives |
| get_program_status mseep-nagios-mcp | unknown | Retrieves the Nagios Core program status from statusjson.cgi | alternatives |
| get_hosts_in_group_status mseep-nagios-mcp | unknown | Retrieves status for all hosts within a specific host group. | alternatives |
| mcp__get_rules weetime/prometheus-mcp-server | unknown | Get information about recording and alerting rules | alternatives |
| get_services_on_host_in_group_status mseep-nagios-mcp | unknown | Retrieves status for all the services with a specific host group. | alternatives |
| get_object_list_config mseep-nagios-mcp | unknown | Retrieves configuration list for object types like 'hosts', 'services', 'hostgroups', etc. | alternatives |
| get_single_object_config mseep-nagios-mcp | unknown | Retrieves configuration for a single specific object. | alternatives |
| node_status AIops-tools/minio-aiops | unknown | Get node status information | alternatives |
| monitors_create io.github.TANTIOPE/datadog-mcp | unknown | Create a new monitor with validated config; supports dry_run | alternatives |
| monitors_mute io.github.TANTIOPE/datadog-mcp | unknown | Mute a monitor | alternatives |
| list_rules io.github.tjhop/prometheus-mcp-server | unknown | List all alerting and recording rules that are loaded | alternatives |
| ignore_error io.github.Dach3r/airbrake-mcp-server | unknown | Mark error as ignored | alternatives |
| healthpoint.access.notes edithatogo/Healthpoint MCP Server | unknown | Show non-secret endpoint, auth, and documentation notes. | alternatives |
| get_host_status mseep-nagios-mcp | unknown | Retrieves status for all hosts or a specific host. | alternatives |
| get_overall_health_summary mseep-nagios-mcp | unknown | Retrieves overall health summary for all the hosts and services. | alternatives |
| librenms_device_outages clearminds/clr-librenms-mcp | unknown | Outage history for a device | alternatives |
| librenms_device_ips clearminds/clr-librenms-mcp | unknown | IP addresses assigned to a device | alternatives |
| monitor_list ColinHughes2121/gocreative-mcp | unknown | List all active monitors. | alternatives |
| monitors_list io.github.TANTIOPE/datadog-mcp | unknown | List monitors with optional filters | alternatives |
| get_dashboard_stats warunacds/DomainPilot MCP Server | unknown | Get portfolio overview (total domains, online count, alerts) | alternatives |
| get_unhandled_problems mseep-nagios-mcp | unknown | Retrieves all the unhandled problems for all the hosts and services. | alternatives |
| health_check enhanced-mcp-memory | unknown | Returns server health status including uptime, memory usage, and database connectivity. | alternatives |
| monitor_events cormac-rynne/hikvision-mcp | unknown | Watch the alert stream for a bounded period | alternatives |
| monitors_test_notification io.github.TANTIOPE/datadog-mcp | unknown | Test notification (returns ENOT_SUPPORTED) | alternatives |
| monitors_delete io.github.TANTIOPE/datadog-mcp | unknown | Delete a monitor | alternatives |
| ophir_check_agreement io.github.Ophir-ai-creator/ophir | unknown | Monitor SLA compliance for an agreement. | alternatives |
| watch_token io.github.amarodeabreu/rug-munch-mcp | unknown | 7-day webhook monitoring for risk changes | alternatives |
| get_api_status io.github.amarodeabreu/rug-munch-mcp | unknown | Service health + accuracy metrics (free) | alternatives |
| traces GoPlasmatic/Orion CLI | unknown | View and monitor execution traces | alternatives |
| list_log_series bradmusolff/FusionReactor MCP Server | unknown | List log series matching a selector. | alternatives |
| get_logs io.github.vincentvella/devloop | unknown | Retrieve logs from the timeline | alternatives |
| list_alert_rules bradmusolff/FusionReactor MCP Server | unknown | List all alert rules. | alternatives |
| monitor_list chrisfitzwilliam/machinetomachine_honeypot | unknown | List all active URL monitors | alternatives |
| fiber_cluster_overview io.github.liveplex-cpu/fiber | unknown | Get current cluster overview | alternatives |
| zindua_watch_log @zindua/mcp | unknown | Poll log until terminal status + fix graph | alternatives |
| get_monitor_metrics io.github.clm-cloud-solutions/uptimebolt-mcp-server | unknown | Response time stats (avg, p95, p99), uptime percentage, and error breakdown | alternatives |
| monitoring jyswee/isp2go | unknown | Show live latency and uptime across routers. | alternatives |
| get_incidents io.github.clm-cloud-solutions/uptimebolt-mcp-server | unknown | Active and resolved incidents with optional AI root cause analysis details | alternatives |
| getSettings io.github.DavidFuchs/mcp-uptime-kuma | unknown | Get Uptime Kuma server settings. | alternatives |
| get_alert_stats voidly-ai/atlas-mcp | unknown | Alert system health and statistics | alternatives |
| get_predictions io.github.clm-cloud-solutions/uptimebolt-mcp-server | unknown | AI predictions for upcoming issues with confidence levels and predicted impact | alternatives |
| getSilences io.github.jeanlopezxyz/mcp-alertmanager | unknown | List silences by state | alternatives |
| list_monitors uptybots/mcp-server | unknown | List all monitors with filters (type, status) | alternatives |
| get_alert_details akkireddy-challa/grafana-mcp-observability | unknown | Get labels, annotations, and current state for a specific alert rule. | alternatives |
| health_cluster AIops-tools/minio-aiops | unknown | Check MinIO cluster health endpoint | alternatives |
| fleet_overview AIops-tools/minio-aiops | unknown | Get fleet overview of MinIO servers | alternatives |
| usage_by_bucket AIops-tools/minio-aiops | unknown | Get usage statistics by bucket | alternatives |
| get_active_alerts brayangcastro/industrial-mcp | unknown | Active alerts, filterable by severity. | alternatives |
| overview kjmagnan1s/unifi-mcp | unknown | Get a high-level overview of the network health and status. | alternatives |
| watch kjmagnan1s/unifi-mcp | unknown | Run a continuous diagnostic loop at a given interval, outputting JSONL. | alternatives |
| get_stats_daily uptybots/mcp-server | unknown | Daily performance stats | alternatives |
| list_monitors @vigiles-hq/mcp | unknown | List monitors with name, URL, type, status, and last check time. | alternatives |
| get_monitoring_alert @mcp-consultant-tools/azure-management | unknown | Get details of a specific monitoring alert | alternatives |
| agentwatch_trace nicofains1/agentwatch | unknown | Trace an action in an agent | alternatives |
| agentwatch_create_trace_id nicofains1/agentwatch | unknown | Create a new trace ID (UUID) | alternatives |
| agentwatch_alert nicofains1/agentwatch | unknown | Create an alert for an agent | alternatives |
| agentwatch_resolve_alert nicofains1/agentwatch | unknown | Resolve an alert by ID | alternatives |
| get_recent_alerts HeronIntelligence-mcp | unknown | Returns alert firings across all visible alerts in last N days. | alternatives |
| create_alert HeronIntelligence-mcp | unknown | Creates a new alert with cadence- or threshold-based triggering. | alternatives |
| update_alert HeronIntelligence-mcp | unknown | Partially updates an alert, including rename and scope replacement. | alternatives |
| get_services_in_group_status mseep-nagios-mcp | unknown | Retrieves status for all services within a specific service group. | alternatives |
| GetCpuUsageData bachstudio-alibaba-cloud-ops-mcp-server | unknown | Get CPU usage data for ECS instances | alternatives |
| arthas_dashboard HeavenC/arthas-mcp | unknown | Threads / memory / GC / runtime overview | alternatives |
| arthas_monitor HeavenC/arthas-mcp | unknown | Invocation stats: QPS, RT, failure rate (streaming, runs as background job) | alternatives |
| arthas_tt HeavenC/arthas-mcp | unknown | Time Tunnel: record invocations, replay them later (record mode, streaming, runs as background job) | alternatives |
| list_alerts @swarmdo/gpu-mcp | unknown | List alerts. | alternatives |
| create_alert @swarmdo/gpu-mcp | unknown | Create an alert. | alternatives |
| delete_alert HeronIntelligence-mcp | unknown | Soft-deletes an alert (requires confirm=true). | alternatives |
| quantaoptima_chain_status jdhart81/QuantaOptima | unknown | View chain statistics and health | alternatives |
| zindua_get_log @zindua/mcp | unknown | One-shot log fetch | alternatives |
| zindua_list_recent_logs @zindua/mcp | unknown | Recent deliveries for this project key | alternatives |
| x402_watch_create io.github.JonasFuchss/x402-trust-mcp | unknown | Start 30-day monitoring of one endpoint with alerts on payTo change, price/asset/network change, spec regression, delisting, liveness. | alternatives |
| overview io.github.AIops-tools/mysql-aiops | unknown | Provides an overview of the MySQL/MariaDB server status and key metrics. | alternatives |
| provenonce_status io.github.jarekpiot/provenonce | unknown | Full current state (SIGIL, balance, hints) | alternatives |
| list_alerts io.github.tjhop/prometheus-mcp-server | unknown | List all active alerts | alternatives |
| getAlertHistory io.github.jeanlopezxyz/mcp-alertmanager | unknown | Alert history and analysis guidance | alternatives |
| watch_status io.github.gitwormq/datasieve | unknown | Heartbeat, triggers, expiry, up/down per dead-man switch | alternatives |
| firecrawl_monitor_check mendableai/firecrawl-mcp-server | unknown | Get page-level results including diff and judgment | alternatives |
| correlateAlerts io.github.jeanlopezxyz/mcp-alertmanager | unknown | Find correlated alerts by shared labels | alternatives |
| fiber_health io.github.liveplex-cpu/fiber | unknown | Check FIBER platform health status | alternatives |
| vigil_stale AlexlaGuardia/Vigil | unknown | Find agents that have gone silent | alternatives |
| librenms_device_availability clearminds/clr-librenms-mcp | unknown | Availability percentages (24h, 7d, 30d, 365d) | alternatives |
| engine_health @miragon-ai/mcp-analytics | unknown | Provides live health snapshot (WIP, incidents, backlog, alerts). | alternatives |
| firecrawl_monitor_checks mendableai/firecrawl-mcp-server | unknown | List checks, optionally filtered by status | alternatives |
| resumeMonitor io.github.DavidFuchs/mcp-uptime-kuma | unknown | Resume a paused monitor to restart checks. | alternatives |
| listHeartbeats io.github.DavidFuchs/mcp-uptime-kuma | unknown | Get status check history for all monitors. | alternatives |
| authentik_list_providers_status authentik-diag-mcp | unknown | Monitor provider health | alternatives |
| librenms_device_health clearminds/clr-librenms-mcp | unknown | Health sensors for a device by type | alternatives |
| get_alert_history HeronIntelligence-mcp | unknown | Returns firing history of a single alert, most recent first. | alternatives |
| list_alerts HeronIntelligence-mcp | unknown | Lists every alert the user can see with visibility and is_owner flags. | alternatives |
| pause_alert HeronIntelligence-mcp | unknown | Pauses an active alert without losing config. | alternatives |
| resume_alert HeronIntelligence-mcp | unknown | Resumes a paused alert. | alternatives |
| monitors_get io.github.TANTIOPE/datadog-mcp | unknown | Get monitor by ID | alternatives |
| monitors_search io.github.TANTIOPE/datadog-mcp | unknown | Search monitors by query | alternatives |
| get_service_status io.github.clm-cloud-solutions/uptimebolt-mcp-server | unknown | Health status of business services with health score (0-100), monitor breakdown, and active incidents | alternatives |
| monitors_update io.github.TANTIOPE/datadog-mcp | unknown | Update an existing monitor with validated schema | alternatives |
| triage_health fazalrshah/Triage MCP Server | unknown | Check containers, configured in-container processes, and optional dependency ping. | alternatives |
| monitors_preview io.github.TANTIOPE/datadog-mcp | unknown | Render a monitor template with variables and conditionals | alternatives |
| list_journeys marvtub/nimo-mcp | unknown | List journey watch configurations | alternatives |
| monitor_create io.anakin/mcp | unknown | Watch a page/site/Wire action on a schedule; alert on change. | alternatives |
| monitor_list io.anakin/mcp | unknown | List your monitors (or fetch one by id). | alternatives |
| monitor_changes io.anakin/mcp | unknown | Detected changes for a monitor. | alternatives |
| get_sap_health_summary awslabs.aws-for-sap-management-mcp-server | unknown | Get comprehensive health summary for one or all SAP applications, including application/component status, configuration checks with subcheck | alternatives |
| list_incidents io.github.jaredhobbs/cronalert | unknown | All active incidents across monitors | alternatives |
| GetCpuLoadavgData bachstudio-alibaba-cloud-ops-mcp-server | unknown | Get CPU one-minute average load metric data | alternatives |
| GetCpuloadavg5mData bachstudio-alibaba-cloud-ops-mcp-server | unknown | Get CPU five-minute average load metric data | alternatives |
| GetCpuloadavg15mData bachstudio-alibaba-cloud-ops-mcp-server | unknown | Get CPU fifteen-minute average load metric data | alternatives |
| monitor_create @anakin-io/mcp | unknown | Watch a page/site/Wire action on a schedule; alert on change. | alternatives |
| monitor_list @anakin-io/mcp | unknown | List your monitors (or fetch one by id). | alternatives |
| monitor_changes @anakin-io/mcp | unknown | Detected changes for a monitor. | alternatives |
| monitoring_execute nutanix/ntnx-api-mcp-server | unknown | Execute operations in the monitoring namespace: alerts, alert policies, events, and audits | alternatives |
| get_rate_limit_status iqingyoung/429-throttle-mcp | unknown | 查询当前速率限制使用情况。返回已用/剩余调用次数和 Token 数，以及建议。 | alternatives |
| get_error_notices io.github.Dach3r/airbrake-mcp-server | unknown | All occurrences (notices) for an error group | alternatives |
| get_alert_states provenance-mcp | unknown | Monitor alert status | alternatives |
| evaluate_alerts provenance-mcp | unknown | Evaluate alerts | alternatives |
| agentwatch_report_heartbeat nicofains1/agentwatch | unknown | Report a heartbeat for an agent | alternatives |
| agentwatch_cascade nicofains1/agentwatch | unknown | Walk backward from a failure event to root cause | alternatives |
| agentwatch_replay nicofains1/agentwatch | unknown | Replay all cascade chains within a trace | alternatives |
| agentwatch_get_alerts nicofains1/agentwatch | unknown | List active alerts, optionally filtered by agent | alternatives |
| check_status lollix91/dali2-logic-reasoner | unknown | Check if the DALI2 brain is reachable and AI is configured | alternatives |
| agentwatch_fleet_health nicofains1/agentwatch | unknown | Get fleet health overview | alternatives |
| ops_signals Kai8karma/gtmos-mcp | unknown | Terse severity-tagged signals on the GTM stack itself, not the buyer: routing SLA breaches, property drift, lifecycle integrity breaks, sync | alternatives |
| alert_list AIops-tools/Nutanix-AIops | unknown | List alerts | alternatives |
| event_list AIops-tools/Nutanix-AIops | unknown | List events | alternatives |
| GetCpuloadavg5mData alibaba-cloud-ops-mcp-server | unknown | Get CPU five-minute average load metric data | alternatives |
| GetCpuloadavg15mData alibaba-cloud-ops-mcp-server | unknown | Get CPU fifteen-minute average load metric data | alternatives |
| GetMemUsedData alibaba-cloud-ops-mcp-server | unknown | Get memory usage metric data | alternatives |
| GetMemUsageData alibaba-cloud-ops-mcp-server | unknown | Get memory utilization metric data | alternatives |
| GetDiskUsageData alibaba-cloud-ops-mcp-server | unknown | Get disk utilization metric data | alternatives |
| GetDiskTotalData alibaba-cloud-ops-mcp-server | unknown | Get total disk partition capacity metric data | alternatives |
| GetDiskUsedData alibaba-cloud-ops-mcp-server | unknown | Get disk partition usage metric data | alternatives |
| monitor_brand_ad_changes repo-backups41/Facebook Ads Library MCP | unknown | Real-time campaign monitoring | alternatives |
| slo_report io.github.SynapseLayer/synapse-secure-memory | unknown | Generate a service level objective report. | alternatives |
| get_monitoring_status io.github.SpikeyCoder/website-auditor-mcp | unknown | A glanceable dashboard across all tracked sites — latest score, when each was last checked and next runs, and the most recent change. | alternatives |
| page_health io.github.levelsofself/nervous-system | unknown | Returns the current health status of all agents and system components. | alternatives |
| get_device_health ianchesal/unifi-mcp-server | unknown | Get device health status | alternatives |
| get_network_events ianchesal/unifi-mcp-server | unknown | Get network security events | alternatives |
| get_alerts @flusterduck/mcp-server | unknown | Alerts, newest first, pageable; filter by status (fired, acknowledged, investigating, resolved) | alternatives |
| list_alert_rules @flusterduck/mcp-server | unknown | Configured alert rules | alternatives |
| x402_watch_edit io.github.JonasFuchss/x402-trust-mcp | unknown | Change a watch's webhook/Slack URLs, liveness sensitivity, or subscribed events. | alternatives |
| GetCpuUsageData alibaba-cloud-ops-mcp-server | unknown | Get CPU usage data for ECS instances | alternatives |
| GetCpuLoadavgData alibaba-cloud-ops-mcp-server | unknown | Get CPU one-minute average load metric data | alternatives |
| get_production_errors ai.gatetest.www/gatetest | unknown | Get production errors from Sentry/Datadog/Rollbar | alternatives |
| monitoring_execute io.github.wyre-technology/nutanix-mcp | unknown | Execute a monitoring operation against Prism Central | alternatives |
| monitoring isp2go | unknown | Live latency and uptime dashboard. | alternatives |
| get_page_health @agentlensjs/shared | unknown | Is the page healthy right now? — errors, failed requests, activity | alternatives |
| ping_agent cthulhutoo/Agentry MCP Server | unknown | Record an uptime check for an agent. | alternatives |
| get_observability_status cthulhutoo/Agentry MCP Server | unknown | Get uptime percentages for an agent. | alternatives |
| python_status KEEPEE/python-docs-mcp | unknown | Real health check with index stats, cache, and live probes. | alternatives |
As of the latest check, Glimind tracks 200 monitoring AI agent (MCP) tools, of which 0 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.
Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.
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.