all tools / automation

Most reliable automation AI agent tools

As of the latest check, Glimind tracks 200 automation AI agent (MCP) tools, of which 54 are healthy right now. The table below ranks them live-first by real-time reliability.

toolstatuswhat it does
list_automations
com.leadmarina/leadmarina
healthyThe account's automations — saved searches that re-run on a schedule and export themselves. Shows each one's niche, cities, cadence, destinaalternatives
relm_preview_sequence
com.relmcrm/relm
healthyDry-run a sequence: how many contacts would enroll now + the send schedule. No side effects.alternatives
create_automation
net.tasklite/mcp
healthyCreate an automation on a board: when something happens, do something. The most useful action here is http_request, which calls an external alternatives
automations__pause
ai.plyto/crm
healthyPause an active automation: no new enrollments. In-flight enrollments finish their current step and then hold (W7 executor checks status).alternatives
delete_automation
com.leadmarina/leadmarina
healthyPermanently delete an automation. This cannot be undone — confirm with the user first, and prefer update_automation with active=false if thealternatives
run_action
ua.com.quintadb/mcp
healthyЗапустити автоматизацію (action rule) для запису — відправити email, тригер webhook тощо. action_id — ID поля-кнопки діїalternatives
automations__connect_steps
ai.plyto/crm
healthyRewire the step graph: point a step's `next` or `branch_false` slot at another step (or null to make that path exit). Use after automations.alternatives
set_live_flow_state
io.github.ninihen1/flowstudio-mcp
healthyStart or stop the flow you name. Reads the current state first and only calls Power Automate if a change is actually needed.alternatives
relm_get_pipeline
com.relmcrm/relm
healthyRead one pipeline by key or pl_ id, with its ordered stages and their semantic types (open/won/lost).alternatives
addAutomationAgent
io.github.duvoai/duvo
healthyAdd an agent to an automation on a team that is on the Automations workspace, with or without revisions — membership is not versioned. The aalternatives
toggle_automation
io.misar.mail/misarmail
healthyActivate or pause an automation. Activating starts enrolling contacts and sending on the configured schedule.alternatives
create_action
io.github.spruikco/send16-mcp
healthyCreate an Action that maps an event name to a transactional template. Each matching event sends one email to the contact.alternatives
relm_enroll
com.relmcrm/relm
healthyManually enroll a contact into a sequence (idempotent per contact+sequence). Optional source={object,id} records what drove the enrollment (alternatives
automations__retry_enrollment
ai.plyto/crm
healthySend a FAILED enrollment back to the step that failed, so the contact continues from there (nothing they already received is sent again). Usalternatives
automations__restore
ai.plyto/crm
healthyRestore an archived automation. It comes back PAUSED (never auto-active). Activate it separately to resume enrolling. Previously-exited contalternatives
update_automation
com.leadmarina/leadmarina
healthyPause an automation (active=false) so it stops running and stops spending leads, or resume it (active=true). Pausing is the safe way to stopalternatives
automation_rules_delete
io.github.odichat/mcp-odichat
healthyDelete an automation rulealternatives
run_action
ru.quintadb/mcp
healthyЗапустити автоматизацію (action rule) для запису — відправити email, тригер webhook тощо. action_id — ID поля-кнопки діїalternatives
automations__get
ai.plyto/crm
healthyFetch one automation with its full step graph (ordered), for inspection or before editing.alternatives
get_action
io.github.spruikco/send16-mcp
healthyGet a single Action with its trigger config and template binding.alternatives
automations__list
ai.plyto/crm
healthyList automations with status and trigger.alternatives
automations__test_run
ai.plyto/crm
healthyStatic dry-run: validates every step of an automation WITHOUT executing anything: action tools exist and accept their arguments (with templaalternatives
relm_manage_pipeline
com.relmcrm/relm
healthyChange an existing pipeline by key or pl_ id. action=rename changes its display `name` and/or its key (pass `new_key`) - deals link by interalternatives
relm_list_sequences
com.relmcrm/relm
healthyList drip sequences with their steps and enrollment counts.alternatives
create_automation
io.misar.mail/misarmail
healthyCreate an automation workflow from a trigger, saved as a paused draft. The API's create endpoint only accepts a name and trigger — it has noalternatives
list_actions
io.github.spruikco/send16-mcp
healthyList Actions. Actions fire a transactional template when a custom event arrives — Plunk-style 'event_name → template' pairings, simpler thanalternatives
create_action_rule
ru.quintadb/mcp
healthyCreate an automation (action rule) of a form. It runs on_create / on_update and does: send_email, send_sms, update_record, redirect, show_mealternatives
relm_manage_sequence
com.relmcrm/relm
healthyChange an existing drip sequence by id. action=disable stops further sends (use this to halt a bad sequence); action=enable resumes; action=alternatives
relm_create_pipeline
com.relmcrm/relm
healthyCreate a pipeline. Optionally provide stages [{key,label}] (defaults to lead/qualified/proposal/won/lost) and is_default.alternatives
relm_manage_automation
com.relmcrm/relm
healthyChange an existing automation by id. action=disable stops it firing (use this to turn off a misbehaving rule); action=enable resumes it; actalternatives
relm_get_automation
com.relmcrm/relm
healthyRead one automation by id, with its trigger, conditions and actions.alternatives
relm_create_sequence
com.relmcrm/relm
healthyCreate a multi-step drip sequence. trigger={event,filter:[{field,op,value}]} auto-enrolls the matching entity's contact; exit_when=[{field,oalternatives
get_automation_rules
io.github.DLJRealty/guesty
healthyGuesty get automation rules operationalternatives
relm_get_sequence
com.relmcrm/relm
healthyRead one drip sequence by id. view=sequence (default) returns it with its steps; view=enrollments lists who is enrolled and their state.alternatives
list_action_rules
com.quintadb/mcp
healthyПовернути всі правила автоматизації форми з їх умовами (conditions) і полями оновлення (update_fields). id — рядок; передавай його в update_alternatives
create_action_rule
com.quintadb/mcp
healthyCreate an automation (action rule) of a form. It runs on_create / on_update and does: send_email, send_sms, update_record, redirect, show_mealternatives
list_automations
net.tasklite/mcp
healthyList the automations on a board, so you can see what already runs before adding another.alternatives
relm_list_automations
com.relmcrm/relm
healthyList reactive rules (automations).alternatives
list_flows
io.github.Pushary/pushary
healthyList automation flows for the site, optionally filtered by status. Use it to find a flow ID before calling activate_flow or pause_flow, or talternatives
create_flow
io.github.Pushary/pushary
healthyCreate an automation flow that sends notification sequences in response to subscriber events, such as a welcome series after subscription oralternatives
automations__create
ai.plyto/crm
healthyCreate an automation: a trigger + a linear chain of steps. Created in DRAFT and it stays that way. Do NOT activate it as part of building italternatives
create_action_rule
ua.com.quintadb/mcp
healthyCreate an automation (action rule) of a form. It runs on_create / on_update and does: send_email, send_sms, update_record, redirect, show_mealternatives
automation_rules_list
io.github.odichat/mcp-odichat
healthyList all automation rules for the accountalternatives
automations__get_step_runs
ai.plyto/crm
healthyStep-by-step execution log for one enrollment: what ran, when, with what outcome/error. The debugging tool for 'why didn't Jane get the emaialternatives
run_action
com.quintadb/mcp
healthyЗапустити автоматизацію (action rule) для запису — відправити email, тригер webhook тощо. action_id — ID поля-кнопки діїalternatives
create_automation
com.leadmarina/leadmarina
healthyCreate an automation: re-run a search on a schedule and send the results somewhere automatically. Pass cities as plain strings (e.g. ['Austialternatives
relm_create_automation
com.relmcrm/relm
healthyCreate a single-step rule: when <trigger_event> [if <conditions>] then <actions>. conditions=[{field,op,value}] (ANDed), actions=[{type,...}alternatives
update_action_rule
com.quintadb/mcp
healthyЗмінити існуюче правило автоматизації форми: тригер (on_create/on_update), дії (send_email/update_record/…), лист, і головне — УМОВИ (conditalternatives
automations__list_enrollments
ai.plyto/crm
healthyList enrollments (who's in an automation and where they are), filterable by automation and state.alternatives
automations_preflight
com.mailrith/mailrith
healthyChecks the saved Automation definition and email delivery prerequisite without running any action. Permission: automations:read. API referenalternatives
writ_create_monitor
app.usewrit/writ-cloud
healthyWATCHES a page for changes: Writ checks it on a schedule and fires change_detected when the page, a CSS selector's text, a value read by `exalternatives
writ_wire_monitor
app.usewrit/writ-cloud
healthyConnects a monitor's change_detected event to an action: action='notify' (channels and recipients the account has configured), 'workflow' (ralternatives
create_ab_test
io.misar.mail/misarmail
healthyCreate one A/B test variant on a campaign. The real API stores a single variant per call, so build a test by calling this once per variant (alternatives
automations__exit_contact
ai.plyto/crm
healthyForce-exit an active enrollment: the contact stops at the next step boundary and receives nothing further from this automation. Use when somalternatives
list_automation_flows
com.b2bware/mcp-server
auth[automation] List automation flows (paginated). GET /api/v1/apps/automation-hub/flows. Filter by name or status when supported.alternatives
automation_create
ai.getperspective/mcp
authCreate an automation (webhook, email, Slack, HubSpot)alternatives
automation_update
ai.getperspective/mcp
authUpdate fields on an existing automationalternatives
list_available_automation_actions
com.b2bware/mcp-server
auth[automation] List actions available for flow steps. GET /flows/available-actions/list (falls back to /available-actions/grouped).alternatives
automation_test
ai.getperspective/mcp
authRun an end-to-end test against a mock conversationalternatives
autoblog_configure
com.wpwriter/wordpress
authConfigure autoblogging settings.alternatives
autoblog_trigger_run
com.wpwriter/wordpress
authTrigger an autoblogging run.alternatives
automate_daily_market_check
io.github.finmanagerai/atlas-mcp-server
authAutomate daily market checksalternatives
list_flow_runs
com.b2bware/mcp-server
auth[automation] List flow execution runs (paginated). GET /flow-runs. Filter by flow_id or status when needed.alternatives
get_automation_flow
com.b2bware/mcp-server
auth[automation] Get a single automation flow by ID. GET /flows/{id}.alternatives
automate_weekly_market_check
io.github.finmanagerai/atlas-mcp-server
authAutomate weekly market checksalternatives
get_flow
klaviyo-mcp-server
unknownGet details of a flow.alternatives
getAutomation
com.neuhausre/followupboss
unknownGet an automation by IDalternatives
automation_rules_toggle
tehprof/TehProf Support MCP Server
unknownEnable / disable rulesalternatives
automation
io.github.wazionapps/mcp-server
unknownWhatsApp Auto workflows — create triggers, conditions, AI replies, and scheduled messagesalternatives
disable_trigger
mlamoure/indigo-mcp-server
unknownDisable a trigger.alternatives
execute_trigger
mlamoure/indigo-mcp-server
unknownExecute a trigger's actions immediately.alternatives
get_schedule
mlamoure/indigo-mcp-server
unknownGet details of a schedule.alternatives
list_schedules
mlamoure/indigo-mcp-server
unknownList all schedules.alternatives
enable_schedule
mlamoure/indigo-mcp-server
unknownEnable a schedule.alternatives
disable_schedule
mlamoure/indigo-mcp-server
unknownDisable a schedule.alternatives
execute_schedule
mlamoure/indigo-mcp-server
unknownExecute a schedule's actions immediately.alternatives
enable_trigger
mlamoure/indigo-mcp-server
unknownEnable a trigger.alternatives
automation_save_draft
Digital-Crew-Technologies/max-mcp-server
unknownReplace the workflow's draft definition (creates new draft if needed).alternatives
automation_update
Digital-Crew-Technologies/max-mcp-server
unknownRename or redescribe a workflow (definition changes go through save_draft).alternatives
call_service
mseep-hass-mcp
unknownCall a Home Assistant servicealternatives
automations
softsages/mailzzy-mcp
unknownCreate and edit automation workflows.alternatives
perform_actions
@agentlensjs/runtime
unknownRun a batch sequence of up to 20 steps with local wait conditions (opt-in).alternatives
smartsuite_delete_automation
SmartSuiteFoundry/smartsuite-mcp-server
unknownDelete an automation; requires schema-write and enable_deletealternatives
run_sequence
OpenRecruiterTools/linkedin-toolkit
unknownRun a sequence (visit, follow, connect, message, like, comment, wait, branch)alternatives
find-automations
@doist/automations-mcp
unknownLists automations with optional limit parameter.alternatives
plunk_create_workflow
ignytehq/plunk-mcp
unknownCreate a workflow.alternatives
trigger_automation
shutterfly2011/home-assistant-mcp-server
unknownTrigger an automationalternatives
activate_scene
shutterfly2011/home-assistant-mcp-server
unknownActivate a scenealternatives
execute_automation_plan
playwright-mcp-forge
unknownExecute a multi-step automation planalternatives
run_prospect_loop
Das-rebel/Marketic
unknownRun a loop to discover and engage prospects.alternatives
automation.list
mailtea-mcp
unknownList automationsalternatives
automation.get
mailtea-mcp
unknownGet an automationalternatives
automation.update
mailtea-mcp
unknownUpdate an automationalternatives
automation.enable
mailtea-mcp
unknownEnable an automationalternatives
automation.delete
mailtea-mcp
unknownDelete an automationalternatives
automation_run.list
mailtea-mcp
unknownList automation runsalternatives
automation_run.get
mailtea-mcp
unknownGet an automation run detailalternatives
hubspot_workflows_create
@nubiia/mcp-hubspot
unknownCreate automation workflowsalternatives
hubspot_workflows_delete
@nubiia/mcp-hubspot
unknownDelete automation workflowsalternatives
hubspot_workflows_monitor
@nubiia/mcp-hubspot
unknownMonitor automation workflowsalternatives
hubspot_enrollment_enroll
@nubiia/mcp-hubspot
unknownEnroll objects in workflowsalternatives
hubspot_workflows_v3_get
@nubiia/mcp-hubspot
unknownv3 legacy reads (get)alternatives
list_dm_automations
Kadenzo/kadenzo-mcp
unknownDM automation rules + funnel stats + contact usagealternatives
create_dm_automation
Kadenzo/kadenzo-mcp
unknownCreate a DM automation rule (comment→DM, keyword DM, DM links, …)alternatives
update_dm_automation
Kadenzo/kadenzo-mcp
unknownEdit a rule, or pause/resume it with activealternatives
delete_dm_automation
Kadenzo/kadenzo-mcp
unknownDelete a DM automation rulealternatives
create_rule
com.killbottleneck/killbottleneck
unknownCreate a new automation rule for a map (trigger, conditions, actions) — map editors onlyalternatives
list_rules
com.killbottleneck/killbottleneck
unknownList rules of a map (editors only)alternatives
update_rule
com.killbottleneck/killbottleneck
unknownUpdate/enable/disable a rulealternatives
delete_rule
com.killbottleneck/killbottleneck
unknownDelete a rulealternatives
list_triggers
rlowndes9/Zendesk MCP Server
unknownList all triggers in the active instancealternatives
list_automations
rlowndes9/Zendesk MCP Server
unknownList all automations in the active instancealternatives
list_macros
rlowndes9/Zendesk MCP Server
unknownList all macros in the active instancealternatives
get_macro
rlowndes9/Zendesk MCP Server
unknownGet a specific macro by IDalternatives
input.send_actions
glasswarp/mcp-glasswarp
unknownSend multi-step actionsalternatives
suppa_create_automation
suppa-mcp-2
unknownCreate a new automationalternatives
suppa_publish_automation
suppa-mcp-2
unknownPublish an automationalternatives
automation_windows
iflow-mcp_sandraschi-pywinauto-mcp
unknownWindow management operations (list, find, maximize, minimize, etc.)alternatives
automation_elements
iflow-mcp_sandraschi-pywinauto-mcp
unknownUI element interaction (click, hover, text, etc.)alternatives
automation_mouse
iflow-mcp_sandraschi-pywinauto-mcp
unknownMouse control (move, click, scroll, drag)alternatives
sequence
io.github.IlyasKhallouki/hypruse
unknownRun an ordered list of actions (pointer/keyboard/click_ui/hypr/wait_for) in one call; stops the moment the desktop changes in a way the curralternatives
create_flow
hiveflowai/hiveflow-mcp-server
unknownCreate a new flowalternatives
automation_create
Perspective-AI/mcp
unknownCreate an automation (webhook, email, Slack, HubSpot)alternatives
automation_update
Perspective-AI/mcp
unknownUpdate fields on an existing automationalternatives
automation_list
Perspective-AI/mcp
unknownList automations on a perspective with status, channel, and metadataalternatives
delete_automation
Fistacho/ha-nexus-agent
unknownDelete an automation (requires confirmation)alternatives
automations_set_group
Fistacho/ha-nexus-agent
unknownCreate or update an entity groupalternatives
automations_remove_group
Fistacho/ha-nexus-agent
unknownDelete an entity groupalternatives
automations_validate_automation_references
Fistacho/ha-nexus-agent
unknownCross-checks every entity_id and service in your YAML against the live HA registry; template values skipped automaticallyalternatives
automation
zephyr7030/DroidBridge
unknownCreate, update, enable and delete automations that run on a schedulealternatives
list_rule_runs
com.killbottleneck/killbottleneck
unknownList rule run logs for a map (what, when, result)alternatives
list_rule_templates
com.killbottleneck/killbottleneck
unknownList rule templates for the instancealternatives
save_rule_template
com.killbottleneck/killbottleneck
unknownSave a rule as a templatealternatives
delete_rule_template
com.killbottleneck/killbottleneck
unknownDelete a template (author or admin)alternatives
termix_get_automation
io.github.sujirodev/termix-mcp
unknownGet automation detailsalternatives
termix_list_automations
io.github.sujirodev/termix-mcp
unknownList automationsalternatives
termix_run_automation
io.github.sujirodev/termix-mcp
unknownRun an automationalternatives
create_automation
FoundryNet/forge-mcp
unknownCreate a plain-English automation.alternatives
get_programs
claymore666/debmatic-mcp
unknownList all programs (automation rules) configured in the CCUalternatives
create_automation
iflow-mcp_mcp-prefect
unknownCreate a new automationalternatives
delete_automation
iflow-mcp_mcp-prefect
unknownDelete an automationalternatives
get_automation
iflow-mcp_mcp-prefect
unknownGet an automationalternatives
get_automations
iflow-mcp_mcp-prefect
unknownGet automationsalternatives
pause_automation
iflow-mcp_mcp-prefect
unknownPause an automationalternatives
list_ai_automations
paulcakeface/HA Admin MCP
unknownList all AI-managed automations.alternatives
delete_ai_automation
paulcakeface/HA Admin MCP
unknownDelete an AI-managed automation.alternatives
enable_ai_automation
paulcakeface/HA Admin MCP
unknownEnable an AI-managed automation.alternatives
disable_ai_automation
paulcakeface/HA Admin MCP
unknownDisable an AI-managed automation.alternatives
trigger_ai_automation
paulcakeface/HA Admin MCP
unknownManually trigger an AI-managed automation.alternatives
validate_home_assistant
paulcakeface/HA Admin MCP
unknownRun full Home Assistant configuration validation.alternatives
automation_keyboard
iflow-mcp_sandraschi-pywinauto-mcp
unknownKeyboard input (type, press, hotkey)alternatives
get_automation_rules
io.github.cohoststr/cohoststr-mcp
unknownList automation and workflow rulesalternatives
create_automation
StarShiny0325/Home-agent-assistant
unknownCreate an automationalternatives
create_task
figranium/figranium-mcp
unknownCreate a complete, fully-configured Figranium automation task including sequential action steps, state variables, anti-bot stealth mechanismalternatives
automation_read
0-to-1-Labs/Tracker MCP Server
unknownRead automation rulesalternatives
automation_rules_create
ilay25-coder/TehProf Support MCP Server
unknownCreate new rulesalternatives
automation_rules_toggle
ilay25-coder/TehProf Support MCP Server
unknownEnable / disable rulesalternatives
_uia_com_invoke
bobliang1979/windeep-computer-control
unknownInvoke a UI element via UIA COMalternatives
list_scripts
automate-mcp
unknownShow all saved automation scriptsalternatives
run_script
automate-mcp
unknownRun a saved script by namealternatives
save_script
automate-mcp
unknownSave the current workflow as a reusable scriptalternatives
show_script
automate-mcp
unknownView a script's contentsalternatives
get_flows
klaviyo-mcp-server
unknownList your flows.alternatives
automation_rules_list
ilay25-coder/TehProf Support MCP Server
unknownList automation rulesalternatives
method_events_get_routine
avisangle/method-crm-mcp
unknownGet specific routine details by IDalternatives
method_events_delete_routine
avisangle/method-crm-mcp
unknownDelete event routine permanentlyalternatives
qlik_list_automations
ssevera1/Qlik-Cloud-MCP-Server
unknownList automations in Qlik Cloud.alternatives
qlik_list_automation_runs
ssevera1/Qlik-Cloud-MCP-Server
unknownList runs of an automation.alternatives
qlik_list_all_automation_runs
ssevera1/Qlik-Cloud-MCP-Server
unknownList all automation runs.alternatives
qlik_get_automation_run
ssevera1/Qlik-Cloud-MCP-Server
unknownGet details of an automation run.alternatives
qlik_set_automation_enabled
ssevera1/Qlik-Cloud-MCP-Server
unknownEnable or disable an automation.alternatives
qlik_delete_automation
ssevera1/Qlik-Cloud-MCP-Server
unknownDelete an automation.alternatives
qlik_list_automation_connections
ssevera1/Qlik-Cloud-MCP-Server
unknownList automation connections.alternatives
qlik_list_automation_connectors
ssevera1/Qlik-Cloud-MCP-Server
unknownList automation connectors.alternatives
qlik_get_automation_inputs
ssevera1/Qlik-Cloud-MCP-Server
unknownGet inputs for an automation.alternatives
list_automations
Developyn/Laver
unknownList automation rules on a boardalternatives
list_automation_runs
Developyn/Laver
unknownList what a rule has donealternatives
listAutomations
com.neuhausre/followupboss
unknownList all automationsalternatives
method_events_create_routine
avisangle/method-crm-mcp
unknownCreate event-driven automation routinealternatives
method_events_list_routines
avisangle/method-crm-mcp
unknownList all event routines with paginationalternatives
_xaml_click
bobliang1979/windeep-computer-control
unknownClick a XAML element using multi-tier strategyalternatives
atoi_automations
creative-int/Abbie MCP Server
unknownList, inspect, create, update, toggle, trigger, or remove Atoi Automations with schedule and receipt readback.alternatives
automation_rules_list
tehprof/TehProf Support MCP Server
unknownList automation rulesalternatives
perform_actions
@agentlensjs/shared
unknownRun these five steps — batch sequence with local wait conditions (opt-in)alternatives
wait_for_idle
@agentlensjs/shared
unknownHas the app finished reacting? — blocks until the event stream settlesalternatives
get_ai_automation
paulcakeface/HA Admin MCP
unknownGet a specific AI-managed automation by ID.alternatives
preview_ai_automation
paulcakeface/HA Admin MCP
unknownPreview an AI-managed automation without applying changes.alternatives
create_ai_automation
paulcakeface/HA Admin MCP
unknownCreate a new AI-managed automation.alternatives
update_ai_automation
paulcakeface/HA Admin MCP
unknownUpdate an existing AI-managed automation.alternatives
start_autopilot
Misar-AI/misarreach-mcp
unknownStart an AI autopilot run for outreach automation.alternatives
get_linkedin_config
JayIsDeveloper/AIGigLab MCP Server
unknownView current LinkedIn automation schedules, topics, and tone.alternatives
hubspot_workflows_v3_list
@nubiia/mcp-hubspot
unknownv3 legacy reads (list)alternatives
list_triggers
mlamoure/indigo-mcp-server
unknownList all triggers.alternatives
autonomy_tick
orkestria-mcp
unknownPerforms an autonomy tick for autonomous operations.alternatives
automation.validate
mailtea-mcp
unknownValidate an automationalternatives
automation.metrics
mailtea-mcp
unknownGet automation metricsalternatives
automation_run.cancel
mailtea-mcp
unknownCancel an automation runalternatives
hubspot_automation
AlexBreedveld/hubspot-mcp-server
unknownProxy tool for workflows and workflow actionsalternatives
qui_automations
arr-mcps/qui-mcp
unknownAutomation operations covering 12 qui JSON endpoints via an operation parameter.alternatives
get_trigger
mlamoure/indigo-mcp-server
unknownGet details of a trigger.alternatives

FAQ

What are the most reliable automation MCP tools right now?

As of the latest check, Glimind tracks 200 automation AI agent (MCP) tools, of which 54 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 automation 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 automation 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.