all tools / devops
As of the latest check, Glimind tracks 200 devops 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_server_metrics nspd-mcp | unknown | Метрики и конфигурация сервера | alternatives |
| init io.github.davet47/hashloom | unknown | Initialize a hashloom project, creating .hashloom/ and contracts/ directories. | alternatives |
| index io.github.davet47/hashloom | unknown | Build the content-addressed store from contracts/. | alternatives |
| serve io.github.davet47/hashloom | unknown | Start the MCP server using stdio transport, resolving the project from the working directory. | alternatives |
| hashloom_init io.github.davet47/hashloom | unknown | Initialize a hashloom project, creating .hashloom/ and contracts/ directories | alternatives |
| hashloom_index io.github.davet47/hashloom | unknown | Build the content-addressed store from contracts/ | alternatives |
| hashloom_serve io.github.davet47/hashloom | unknown | Start the MCP server over stdio transport, resolving the project from the working directory | alternatives |
| list_pipelines ona-mcp | unknown | List all pipelines with deployment status | alternatives |
| get_pipeline ona-mcp | unknown | Get pipeline details and modules | alternatives |
| create_pipeline ona-mcp | unknown | Create a new pipeline from a template | alternatives |
| update_pipeline ona-mcp | unknown | Update pipeline name or description | alternatives |
| delete_pipeline ona-mcp | unknown | Delete a pipeline | alternatives |
| deploy_pipeline ona-mcp | unknown | Deploy draft to production | alternatives |
| rollback_pipeline ona-mcp | unknown | Rollback to a previous version | alternatives |
| list_versions ona-mcp | unknown | View version history | alternatives |
| test_pipeline ona-mcp | unknown | Test a pipeline with a message | alternatives |
| google_ads_agent_manifest io.github.davidmosiah/google-ads-intent-mcp | unknown | Install/runtime guidance for agent clients | alternatives |
| air_agent_manifest io.github.davidmosiah/wellness-air | unknown | Runtime contract: tool list, supported clients, env vars, recommended first calls | alternatives |
| air_connection_status io.github.davidmosiah/wellness-air | unknown | Health check + warnings the agent should surface | alternatives |
| air_capabilities io.github.davidmosiah/wellness-air | unknown | Supported providers, configured providers, available metrics, privacy modes | alternatives |
| github_repo_info io.github.davidweb3-ctrl/github | unknown | Get repository information and statistics. | alternatives |
| trace_start io.github.dbsectrainer/mcp-agent-trace-inspector | unknown | Begin a new trace; returns a trace_id for subsequent calls | alternatives |
| configure_alerts io.github.dbsectrainer/mcp-agent-trace-inspector | unknown | Configure alert rules on latency, error rate, or cost; fire to Slack or generic webhooks | alternatives |
| check_health io.github.dbsectrainer/mcp-data-pipeline-connector | unknown | Check the health of the server and its connections. | alternatives |
| get_server_status io.github.dbsectrainer/mcp-server-health-monitor | unknown | Returns per-server detail including latency, last seen time, 24-hour error count, last error message, and p50/p95 latency percentiles. | alternatives |
| list_degraded io.github.dbsectrainer/mcp-server-health-monitor | unknown | Filters to servers that are offline or have latency above the threshold. | alternatives |
| check_updates io.github.dbsectrainer/mcp-server-health-monitor | unknown | Detects version drift by hashing tool schemas on each probe and comparing against the last stored hash. | alternatives |
| remove_server io.github.dbsectrainer/mcp-server-health-monitor | unknown | Removes a manually registered server from monitoring. Only affects servers added via configure_server; auto-discovered servers are not affec | alternatives |
| export_dashboard io.github.dbsectrainer/mcp-server-health-monitor | unknown | Generates a self-contained single-file HTML dashboard with summary cards, per-server status table with p50/p95 latency, and inline SVG uptim | alternatives |
| configure_server io.github.dbsectrainer/mcp-server-health-monitor | unknown | Registers a new MCP server to monitor. Servers added this way are stored in ~/.mcp/extra-servers.json and merged with auto-discovered server | alternatives |
| health_check_all io.github.dbsectrainer/mcp-server-health-monitor | unknown | Probes all configured servers in parallel via list_tools, measures latency, and stores results. | alternatives |
| hivemind_get_status io.github.dcostenco/prism-mcp | unknown | Get the current status of all agents in the hivemind. | alternatives |
| get_pod io.github.dhnpmp-tech/dcp-mcp | unknown | Pod status + access URL / SSH command / time remaining. | alternatives |
| extend_pod io.github.dhnpmp-tech/dcp-mcp | unknown | Add time to a running pod, no restart. | alternatives |
| check_ci_status rriesco-mcp-github | unknown | Check workflow run status for a branch | alternatives |
| get_ci_logs rriesco-mcp-github | unknown | Get CI logs for debugging failed jobs | alternatives |
| batch_link_to_project rriesco-mcp-github | unknown | Link issues to GitHub Project (v2) | alternatives |
| register_api saas-to-mcp | unknown | Register a new API and create tools for its endpoints | alternatives |
| unregister_api saas-to-mcp | unknown | Remove an API and its tools | alternatives |
| grpc_describe io.github.grulex/grpc-invoke-mcp | unknown | Inspect services, methods, and message types exposed by a gRPC server. | alternatives |
| get_modal_app_logs io.github.george-bobby/mcp-modal | unknown | Fetches or streams logs for an app by name or ID (modal app logs). | alternatives |
| stop_modal_app io.github.george-bobby/mcp-modal | unknown | Permanently stops an app and terminates its containers (modal app stop). | alternatives |
| run_modal_app io.github.george-bobby/mcp-modal | unknown | Runs a function or local entrypoint once and streams its output (modal run). | alternatives |
| list_modal_apps io.github.george-bobby/mcp-modal | unknown | Lists apps currently deployed/running or recently stopped. | alternatives |
| rollback_modal_app io.github.george-bobby/mcp-modal | unknown | Redeploys a previous version of an app (modal app rollback). | alternatives |
| deploy_modal_app io.github.george-bobby/mcp-modal | unknown | Deploys a Modal app (modal deploy). Deployed web endpoints persist. | alternatives |
| duke_health_check io.github.gitHubDujianfeng/duke-book | unknown | Check server health and authentication | alternatives |
| delete_sandbox_image boxxkite-mcp | unknown | Delete a custom sandbox image. | alternatives |
| destroy_sandbox boxxkite-mcp | unknown | Destroy an existing sandbox. | alternatives |
| get_sandbox boxxkite-mcp | unknown | Get details of a specific sandbox. | alternatives |
| list_sandboxes boxxkite-mcp | unknown | List all sandboxes. | alternatives |
| exec boxxkite-mcp | unknown | Execute a shell command inside a sandbox. | alternatives |
| create_sandbox boxxkite-mcp | unknown | Create a new sandbox with optional image, volume mounts, and MCP connections. | alternatives |
| create_sandbox_image boxxkite-mcp | unknown | Create a custom sandbox image with extra packages. | alternatives |
| get_sandbox_image boxxkite-mcp | unknown | Get details of a custom sandbox image. | alternatives |
| list_sandbox_images boxxkite-mcp | unknown | List all custom sandbox images. | alternatives |
| create_sandbox_volume boxxkite-mcp | unknown | Create a persistent storage volume. | alternatives |
| get_sandbox_volume boxxkite-mcp | unknown | Get details of a storage volume. | alternatives |
| list_sandbox_volumes boxxkite-mcp | unknown | List all storage volumes. | alternatives |
| delete_sandbox_volume boxxkite-mcp | unknown | Delete a storage volume. | alternatives |
| create_mcp_connection boxxkite-mcp | unknown | Create an outbound MCP connection for network egress. | alternatives |
| list_mcp_connections boxxkite-mcp | unknown | List all MCP connections. | alternatives |
| delete_mcp_connection boxxkite-mcp | unknown | Delete an MCP connection. | alternatives |
| lsp_start boxxkite-mcp | unknown | Start a language server inside a sandbox. | alternatives |
| get_screenshot io.github.fastslack/e2e-runner | unknown | Retrieve a screenshot from a test run. | alternatives |
| visual_verify io.github.fastslack/e2e-runner | unknown | Perform visual verification of a screenshot against a baseline. | alternatives |
| start_pool io.github.fastslack/e2e-runner | unknown | Start the browser pool (Docker or Obscura). | alternatives |
| stop_pool io.github.fastslack/e2e-runner | unknown | Stop the browser pool. | alternatives |
| get_pool_status io.github.fastslack/e2e-runner | unknown | Get the status of the browser pool. | alternatives |
| get_live_governance_throughput_metrics seosiri-search-governance-mcp | unknown | Monitors system health and processing latency. | alternatives |
| get_governance_server_specifications seosiri-search-governance-mcp | unknown | Returns protocol specs and capability matrices. | alternatives |
| camunda_deployment camunda-mcp | unknown | Manage Camunda 7 deployments (list/get/delete). | alternatives |
| camunda_external_task camunda-mcp | unknown | Camunda 7 external task worker operations. | alternatives |
| camunda_instance camunda-mcp | unknown | Work with process instances on Camunda 7 or Camunda 8. | alternatives |
| camunda_deploy camunda-mcp | unknown | Deploy a BPMN/DMN/form resource to Camunda 7 or Camunda 8. | alternatives |
| camunda_process camunda-mcp | unknown | Work with process definitions on Camunda 7 or Camunda 8. | alternatives |
| camunda_job camunda-mcp | unknown | Manage jobs and incidents on Camunda 7 or Camunda 8. | alternatives |
| camunda_task camunda-mcp | unknown | Work with user tasks on Camunda 7 or Camunda 8 (Tasklist). | alternatives |
| camunda_client camunda-mcp | unknown | Return the platform client (defaults to the configured platform). | alternatives |
| harmonyos_check_build_outputs io.github.FadingLight9291117/harmonyos | unknown | Check if build outputs exist and list them. | alternatives |
| harmonyos_list_devices io.github.FadingLight9291117/harmonyos | unknown | List all connected HarmonyOS devices. | alternatives |
| harmonyos_get_device_info io.github.FadingLight9291117/harmonyos | unknown | Get detailed information about a specific device. | alternatives |
| harmonyos_get_project_info io.github.FadingLight9291117/harmonyos | unknown | Get HarmonyOS project information from app.json5. | alternatives |
| harmonyos_list_modules io.github.FadingLight9291117/harmonyos | unknown | List all modules in a project with their types (HAP/HSP/HAR). | alternatives |
| harmonyos_list_installed_apps io.github.FadingLight9291117/harmonyos | unknown | List all installed applications on a device. | alternatives |
| harmonyos_get_app_info io.github.FadingLight9291117/harmonyos | unknown | Get detailed information about an installed application. | alternatives |
| glass_logs io.github.fixed-width/glass | unknown | Read the application's stderr logs. | alternatives |
| gpu_status io.github.fjnunezp75/gpu-bridge | unknown | Check the status of a job and retrieve results. | alternatives |
| test_results.list io.github.gjeltep/app-store-connect-mcp | unknown | List test results including status, duration, and failure messages | alternatives |
| scm_providers.list io.github.gjeltep/app-store-connect-mcp | unknown | List configured SCM providers (GitHub, GitLab, Bitbucket) | alternatives |
| issues.list io.github.gjeltep/app-store-connect-mcp | unknown | List issues (errors, warnings) for builds or workflows | alternatives |
| builds.start io.github.gjeltep/app-store-connect-mcp | unknown | Start a new build for a workflow with optional branch/tag or pull request specification | alternatives |
| claude_cancel 7D-codes/Claude for Agents | unknown | Stop a running background worker and its subprocess tree. | alternatives |
| claude_status 7D-codes/Claude for Agents | unknown | List background jobs or inspect one job's state and result. | alternatives |
| configure_inverter io.github.flowiesner/fronius-mcp | unknown | Set your inverter's IP address — run this once on first setup | alternatives |
| health io.github.moejeaux/nexflow-smf | unknown | Get system health status. | alternatives |
| getRateLimit io.github.moejeaux/nexflow-smf | unknown | Get rate limit information from the last request. | alternatives |
| check_health io.github.mrfentmen/opensearch-mcp | unknown | Check cluster health status | alternatives |
| nextjs_index io.github.FractionEstate/midnight-nextjs-mcp | unknown | Discover running dev servers | alternatives |
| init io.github.FractionEstate/midnight-nextjs-mcp | unknown | Initialize Next.js development context | alternatives |
| midnight_network_status io.github.FractionEstate/midnight-nextjs-mcp | unknown | Check network health (Indexer, Proof Server, Node) | alternatives |
| midnight_check_versions io.github.FractionEstate/midnight-nextjs-mcp | unknown | Check for Midnight package updates | alternatives |
| midnight-sync-docs io.github.FractionEstate/midnight-nextjs-mcp | unknown | Sync documentation from official repo | alternatives |
| midnight-docs-status io.github.FractionEstate/midnight-nextjs-mcp | unknown | Check documentation sync status | alternatives |
| midnight_init io.github.FractionEstate/midnight-nextjs-mcp | unknown | Initialize development context | alternatives |
| midnight_deploy_contract io.github.FractionEstate/midnight-nextjs-mcp | unknown | Deploy contracts to the network | alternatives |
| nextjs_call io.github.FractionEstate/midnight-nextjs-mcp | unknown | Execute runtime diagnostic tools | alternatives |
| launch_floorp io.github.Frumane/gecko-mcp | unknown | Ensure Floorp is running — launches it if the API isn't reachable (Windows). | alternatives |
| list_sessions io.github.fr1sk/tmux-mcp | unknown | Lists all active tmux sessions. | alternatives |
| list_windows io.github.fr1sk/tmux-mcp | unknown | Lists windows inside a session. | alternatives |
| list_panes io.github.fr1sk/tmux-mcp | unknown | Lists panes inside a session or window. | alternatives |
| capture_pane io.github.fr1sk/tmux-mcp | unknown | Captures the current terminal output of a pane. | alternatives |
| send_keys io.github.fr1sk/tmux-mcp | unknown | Sends a command or key sequence to a pane and captures the result. | alternatives |
| split_pane io.github.fr1sk/tmux-mcp | unknown | Splits a pane into two. | alternatives |
| kill_session io.github.fr1sk/tmux-mcp | unknown | Kills a session and all its windows and panes. Destructive — cannot be undone. | alternatives |
| kill_window io.github.fr1sk/tmux-mcp | unknown | Kills a window and all its panes. Destructive. | alternatives |
| kill_pane io.github.fr1sk/tmux-mcp | unknown | Kills a single pane and its running process. Destructive. | alternatives |
| new_session io.github.fr1sk/tmux-mcp | unknown | Creates a new detached tmux session. | alternatives |
| new_window io.github.fr1sk/tmux-mcp | unknown | Creates a new window inside an existing session. | alternatives |
| git_clone io.github.GRU-953/gru953-crew | unknown | Clone a repository. | alternatives |
| git_init io.github.GRU-953/gru953-crew | unknown | Initialize a git repository. | alternatives |
| git_status io.github.GRU-953/gru953-crew | unknown | Show git status. | alternatives |
| gru953_crew_yagni_check io.github.GRU-953/gru953-crew | unknown | Return the YAGNI ladder ending with the smallest version that works. | alternatives |
| send_to_console_tool mcp-code-editor | unknown | Envía entrada a procesos de consola con detección inteligente. | alternatives |
| terminate_console_process_tool mcp-code-editor | unknown | Termina procesos de consola. | alternatives |
| start_console_process_tool mcp-code-editor | unknown | Inicia procesos de consola interactivos. | alternatives |
| check_console_tool mcp-code-editor | unknown | Obtiene instantánea de salida de consola. | alternatives |
| list_console_processes_tool mcp-code-editor | unknown | Lista procesos de consola activos. | alternatives |
| start io.github.fstubner/npm-run-mcp-server | unknown | Run start scripts. | alternatives |
| capture_logcat io.github.fullread/deepadb | unknown | Capture and return recent logcat output from the device. | alternatives |
| list_packages io.github.fullread/deepadb | unknown | List installed packages on the device, optionally filtered by a search term. | alternatives |
| take_screenshot io.github.fullread/deepadb | unknown | Capture a screenshot from the device and return it as a base64-encoded PNG. | alternatives |
| get_devices io.github.fullread/deepadb | unknown | List all connected Android devices with their serial numbers and state. | alternatives |
| sonarqube_get_issues io.github.mshegolev/sonarqube-mcp | unknown | Issue search filtered by severity / type / resolution status | alternatives |
| sonarqube_list_projects io.github.mshegolev/sonarqube-mcp | unknown | Paginated project search with optional text filter | alternatives |
| sonarqube_project_metrics io.github.mshegolev/sonarqube-mcp | unknown | Measures for one project (default set covers bugs / coverage / smells / ratings / ncloc / tests / alert_status) | alternatives |
| sonarqube_quality_gate_status io.github.mshegolev/sonarqube-mcp | unknown | Quality Gate status + per-condition failures | alternatives |
| sonarqube_worst_metrics io.github.mshegolev/sonarqube-mcp | unknown | Top-N projects sorted by the worst value of a metric (e.g. worst coverage, most bugs) | alternatives |
| apply_baseline io.github.emog33k/winrdp-mcp | unknown | Apply baseline configuration (high-perf power plan, no sleep, long paths) | alternatives |
| list_hosts io.github.emog33k/winrdp-mcp | unknown | List all hosts in the inventory | alternatives |
| test_host io.github.emog33k/winrdp-mcp | unknown | Test connectivity to a host | alternatives |
| health_report io.github.emog33k/winrdp-mcp | unknown | Generate a comprehensive health report (OS, CPU, RAM, disk, services, errors, updates, Defender) | alternatives |
| use_host io.github.emog33k/winrdp-mcp | unknown | Set the active host for subsequent operations | alternatives |
| provision_host io.github.emog33k/winrdp-mcp | unknown | Provision a host to be remotely manageable (WinRM/SSH/SMB bootstrap) | alternatives |
| add_host io.github.emog33k/winrdp-mcp | unknown | Add a host to the inventory with credentials and optional alias | alternatives |
| run_on_hosts io.github.emog33k/winrdp-mcp | unknown | Run a command on multiple hosts in parallel | alternatives |
| reboot_and_wait io.github.emog33k/winrdp-mcp | unknown | Reboot a host and wait for it to come back online | alternatives |
| enable_winrm io.github.emog33k/winrdp-mcp | unknown | Enable WinRM on the target host | alternatives |
| enable_ssh io.github.emog33k/winrdp-mcp | unknown | Enable SSH on the target host | alternatives |
| run_elevated io.github.emog33k/winrdp-mcp | unknown | Run a command with elevated privileges (UAC bypass) | alternatives |
| stage_tool io.github.emog33k/winrdp-mcp | unknown | Stage a tool (e.g., Sysinternals) onto the host | alternatives |
| remove_host io.github.emog33k/winrdp-mcp | unknown | Remove a host from the inventory | alternatives |
| stage_script io.github.emog33k/winrdp-mcp | unknown | Stage a script onto the host | alternatives |
| list_staged_tools io.github.emog33k/winrdp-mcp | unknown | List staged tools on the host | alternatives |
| deploy_ui_agent io.github.emog33k/winrdp-mcp | unknown | Deploy the UI automation agent to the host | alternatives |
| cleanup_staged io.github.emog33k/winrdp-mcp | unknown | Clean up staged tools from the host | alternatives |
| reboot_device io.github.GeiserX/genieacs-mcp | unknown | Reboot a CPE device through GenieACS | alternatives |
| download_firmware io.github.GeiserX/genieacs-mcp | unknown | Download firmware to a CPE device | alternatives |
| refresh_parameter io.github.GeiserX/genieacs-mcp | unknown | Refresh a parameter on a CPE device | alternatives |
| set_parameter io.github.GeiserX/genieacs-mcp | unknown | Set a parameter on a CPE device | alternatives |
| retry_task io.github.GeiserX/genieacs-mcp | unknown | Retry a task in GenieACS | alternatives |
| get_parameter io.github.GeiserX/genieacs-mcp | unknown | Get a parameter from a CPE device | alternatives |
| manage_preset io.github.GeiserX/genieacs-mcp | unknown | Manage presets in GenieACS | alternatives |
| manage_provision io.github.GeiserX/genieacs-mcp | unknown | Manage provisions in GenieACS | alternatives |
| search_devices io.github.GeiserX/genieacs-mcp | unknown | Search devices in GenieACS | alternatives |
| tag_device io.github.GeiserX/genieacs-mcp | unknown | Tag a device in GenieACS | alternatives |
| connection_request io.github.GeiserX/genieacs-mcp | unknown | Send a connection request to a CPE device | alternatives |
| delete_task io.github.GeiserX/genieacs-mcp | unknown | Delete a task in GenieACS | alternatives |
| get_job io.github.gzucob/docauto-mcp | unknown | Retrieves the status and details of a generation job. | alternatives |
| list_jobs io.github.gzucob/docauto-mcp | unknown | Lists generation jobs. | alternatives |
| cancel_job io.github.gzucob/docauto-mcp | unknown | Cancels a generation job. | alternatives |
| doctor io.github.gzucob/docauto-mcp | unknown | Reports version, configured endpoints, API reachability, and sign-in state. | alternatives |
| update_monitor_status io.github.haidrau/sentinel-mcp-server | unknown | Pause or resume monitoring | alternatives |
| get_crawl_health io.github.haidrau/sentinel-mcp-server | unknown | Check crawler engine health & stats | alternatives |
| get_monitor_overview io.github.haidrau/sentinel-mcp-server | unknown | Dashboard overview of all monitors | alternatives |
| list_webhooks io.github.mwbidwell/bionicforms-mcp | unknown | List configured webhooks | alternatives |
| myai_network_stats io.github.myaitoken/myai-mcp | unknown | Live network health and job activity | alternatives |
| list_hosts adai78/Log Analyzer MCP Server | unknown | Lists all configured hosts and their processes. | alternatives |
| get_all_logs adai78/Log Analyzer MCP Server | unknown | Get logs from all configured hosts. | alternatives |
| get_log_summary adai78/Log Analyzer MCP Server | unknown | Get a summary of logs including error/warning counts. | alternatives |
| search_and_summarize adai78/Log Analyzer MCP Server | unknown | Search for a pattern across logs and get comprehensive summary in one operation. | alternatives |
| get_logs adai78/Log Analyzer MCP Server | unknown | Get logs from a specific host with optional process filtering. | alternatives |
| serial_open_session io.github.hardware-mcp/arduino-mcp-server | unknown | Open a stateful serial session | alternatives |
| list_connected_boards io.github.hardware-mcp/arduino-mcp-server | unknown | List all connected Arduino boards | alternatives |
| ensure_core_installed io.github.hardware-mcp/arduino-mcp-server | unknown | Check/install board cores | alternatives |
| arduino_cli_doctor io.github.hardware-mcp/arduino-mcp-server | unknown | Check Arduino CLI installation and version | alternatives |
| install_arduino_cli io.github.hardware-mcp/arduino-mcp-server | unknown | Guide through arduino-cli installation | alternatives |
| detect_hardware io.github.hardware-mcp/arduino-mcp-server | unknown | Detect connected boards and infer FQBNs | alternatives |
| serial_read io.github.hardware-mcp/arduino-mcp-server | unknown | Read buffered serial data | alternatives |
| serial_expect io.github.hardware-mcp/arduino-mcp-server | unknown | Wait for a pattern in serial output | alternatives |
| serial_write io.github.hardware-mcp/arduino-mcp-server | unknown | Send data over serial | alternatives |
| openapi_refresh_index joyboy-yy/swagger-openapi-mcp | unknown | Reload OpenAPI sources. | alternatives |
| goldhold_status jerrysrodz/@goldhold/mcp-server | unknown | System status and health check | alternatives |
| interactive_feedback mcp-tingquan | unknown | Interactive user feedback and command execution for AI-assisted development | alternatives |
| trove_init mcp-trove | unknown | Scaffold the vault, generate/register the keypair, write config, hooks | alternatives |
| mcp_list_servers @chnaicorp/cortx | unknown | List MCP servers | alternatives |
| mcp_list_tools @chnaicorp/cortx | unknown | List MCP tools | alternatives |
| pip_mirror @chnaicorp/cortx | unknown | Set pip mirror | alternatives |
| get_health mnemo-brain-mcp | unknown | Server health | alternatives |
| status io.github.heidihelena/citevahti | unknown | Check the running version of CiteVahti and confirm the MCP server is operational. | alternatives |
As of the latest check, Glimind tracks 200 devops 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.