DeskMonitor

Returns a role-scoped welcome message and curated sample questions to help you get started with DeskMonitor AI. Use when a new user asks 'what can I do?', 'what can I ask?', or 'how do I get started?' Call this first when connecting. Do NOT use for querying live workforce data.

{
  "type": "object",
  "properties": {
    "role": {
      "type": "string",
      "enum": [
        "employee",
        "manager",
        "admin",
        "owner_admin",
        "demo"
      ],
      "description": "Your role hint. If omitted, inferred from auth token."
    }
  }
}

{
  "type": "object",
  "properties": {
    "welcome_message": {
      "type": "string",
      "description": "Role-scoped welcome text"
    },
    "sample_questions": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Curated starter questions for this role"
    },
    "mode": {
      "type": "string",
      "description": "demo or production"
    },
    "tenant_name": {
      "type": "string",
      "description": "Tenant display name"
    },
    "mcp_server_url": {
      "type": "string",
      "description": "MCP server endpoint URL"
    },
    "mcp_auth_method": {
      "type": "string",
      "description": "Auth method description"
    },
    "mcp_config_snippet": {
      "type": "string",
      "description": "Ready-to-paste MCP client config JSON"
    },
    "api_key_setup_url": {
      "type": "string",
      "description": "URL to generate an API key"
    },
    "api_key_note": {
      "type": "string",
      "description": "API key setup guidance"
    },
    "support": {
      "type": "object",
      "description": "Support contact information"
    }
  }
}

Returns the schema of queryable data — what fields exist, their meaning, and which tools expose them. Includes the RetentionPolicy entity — how long screenshots and monitoring data are kept per plan. Use when the user asks 'what data exists?', 'what fields are available?', 'what is a productivity score?', or 'what is the data retention policy?'. NOT for querying live data — use the analytics tools for live results.

{
  "type": "object",
  "properties": {}
}

{
  "type": "object",
  "properties": {
    "entities": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Array of data entity definitions, each with name, description, fields array, and exposed_by_tool"
    }
  }
}

Switches to DeskMonitor demo mode with synthetic data. Returns demo tenant info and suggested queries. Use when the user wants to explore without a real account. Use a dm_demo_* API key to call data tools in demo mode.

{
  "type": "object",
  "properties": {}
}

{
  "type": "object",
  "properties": {
    "mode": {
      "type": "string",
      "description": "Always 'demo'"
    },
    "message": {
      "type": "string",
      "description": "Activation confirmation message"
    },
    "demo_tenant_id": {
      "type": "string",
      "description": "Demo tenant readable ID (DEMO-000001)"
    },
    "sample_questions": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Suggested queries to try in demo mode"
    },
    "note": {
      "type": "string",
      "description": "Instructions for calling data tools in demo mode"
    }
  }
}

Switches back to production mode and confirms your real tenant context from your auth token. Use when the user wants to see their real company data after exploring demo mode.

{
  "type": "object",
  "properties": {}
}

{
  "type": "object",
  "properties": {
    "mode": {
      "type": "string",
      "description": "Always 'production'"
    },
    "tenant_readable_id": {
      "type": "string",
      "description": "The authenticated tenant's readable ID"
    },
    "message": {
      "type": "string",
      "description": "Confirmation or onboarding guidance"
    },
    "user_id": {
      "type": "string",
      "description": "Authenticated user ID"
    }
  }
}

Returns 5 guided scenario walkthroughs using the demo tenant's synthetic data. Use when the user wants to see example queries or guided tours of DeskMonitor capabilities.

{
  "type": "object",
  "properties": {}
}

{
  "type": "object",
  "properties": {
    "scenarios": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Array of scenario objects, each with id, title, description, and suggested_queries array"
    }
  }
}

Returns the dashboard KPIs for the current user — hours worked today, team productivity score, pending approvals, active headcount. Use when the user asks 'how is my team today?', 'am I clocked in?', 'what's my summary?'. Do NOT use for historical timesheet data — use list_my_timesheet for that.

{
  "type": "object",
  "properties": {}
}

{
  "type": "object",
  "properties": {
    "as_of": {
      "type": "string",
      "description": "ISO 8601 timestamp of the snapshot"
    },
    "error": {
      "type": "string",
      "description": "Error message if retrieval failed"
    }
  }
}

Lists employees visible to the current user based on their role. Supports pagination and name search. Use when the user asks 'who is on my team?', 'list all employees', or wants a roster. Use get_employee_details for information about ONE specific person.

{
  "type": "object",
  "properties": {
    "page": {
      "type": "integer",
      "default": 1,
      "minimum": 1,
      "description": "Page number (1-based). Default: 1."
    },
    "page_size": {
      "type": "integer",
      "default": 20,
      "maximum": 100,
      "description": "Number of employees per page (max 100). Default: 20."
    },
    "search": {
      "type": "string",
      "description": "Name or email search filter"
    },
    "team_id": {
      "type": "string",
      "format": "uuid",
      "description": "Filter by team (manager scope)"
    }
  }
}

{
  "type": "object",
  "properties": {
    "applied_filters": {
      "type": "object",
      "description": "Echo of filters used: team_id, search, page, page_size"
    },
    "result": {
      "type": "object",
      "description": "Paginated result: employees array, total count, current page"
    }
  }
}

Returns the full profile for a specific employee including role, team, clock-in status, and recent activity. Use when the user asks about ONE specific person. Use list_employees for multiple people. Use 'me' as employee_id for the authenticated user's own profile.

{
  "type": "object",
  "properties": {
    "employee_id": {
      "type": "string",
      "description": "Employee ID (UUID) or 'me' for the authenticated user."
    }
  },
  "required": [
    "employee_id"
  ]
}

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "description": "Employee UUID"
    },
    "name": {
      "type": "string",
      "description": "Full name"
    },
    "email": {
      "type": "string",
      "description": "Work email"
    },
    "role": {
      "type": "string",
      "description": "Employee role"
    },
    "team": {
      "type": "string",
      "description": "Team name"
    },
    "is_clocked_in": {
      "type": "boolean",
      "description": "Whether currently clocked in"
    }
  }
}

Returns the authenticated user's time log entries for a date range. Use when the user asks 'how many hours have I worked?', 'show me my timesheet', or 'what did I work on yesterday?'. Cannot query another person's timesheet — use summarize_team_hours for team-level hours.

{
  "type": "object",
  "properties": {
    "from": {
      "type": "string",
      "format": "date",
      "description": "Start date (YYYY-MM-DD). Defaults to 30 days ago."
    },
    "to": {
      "type": "string",
      "format": "date",
      "description": "End date (YYYY-MM-DD). Defaults to today."
    }
  }
}

{
  "type": "object",
  "properties": {
    "entries": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Array of timesheet entries"
    },
    "total_hours": {
      "type": "number",
      "description": "Total hours in the date range"
    }
  }
}

Aggregates hours worked by the manager's team for a given period. Requires Manager role or above. Use when the manager asks 'how many hours did my team work this week?', 'show me team hours', or 'who worked the most hours?'. Do NOT use for an individual employee's timesheet — use list_my_timesheet for personal timesheets.

{
  "type": "object",
  "properties": {
    "team_id": {
      "type": "string",
      "format": "uuid",
      "description": "Team ID (UUID) to scope the report. Defaults to the manager's primary team if omitted."
    },
    "period": {
      "type": "string",
      "enum": [
        "today",
        "this_week",
        "last_week",
        "this_month",
        "last_month"
      ],
      "default": "this_week"
    }
  }
}

{
  "type": "object",
  "properties": {
    "scope_team_id": {
      "type": "string",
      "description": "Resolved team UUID or null for org-wide"
    },
    "scope_team_name": {
      "type": "string",
      "description": "Resolved team name"
    },
    "period_applied": {
      "type": "string",
      "description": "Period enum value used"
    },
    "period_start": {
      "type": "string",
      "description": "Computed start date (YYYY-MM-DD)"
    },
    "period_end": {
      "type": "string",
      "description": "Computed end date (YYYY-MM-DD)"
    },
    "result": {
      "type": "object",
      "description": "Team hours breakdown from the attendance report"
    }
  }
}

Returns timesheets pending approval in the manager's team. Requires Manager role or above. Use when the manager asks 'show me pending approvals', 'who needs sign-off?', or 'any outstanding timesheets?'. Read-only -- this tool LISTS pending items only; it cannot approve them. To approve, direct the user to the DeskMonitor dashboard: https://thedeskmonitor.com/timesheets/pending

{
  "type": "object",
  "properties": {
    "team_id": {
      "type": "string",
      "format": "uuid",
      "description": "Optional team UUID to filter pending approvals. Omit for all teams visible to this user."
    }
  }
}

{
  "type": "object",
  "properties": {
    "count": {
      "type": "integer",
      "description": "Number of pending approval items"
    },
    "items": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Array of pending approval records"
    }
  }
}

Returns a daily aggregate activity feed scoped to the authenticated user, including clock events, timesheet submissions, and approval actions. Use when the user asks 'show me recent activity', 'what happened today?', or 'what did I do yesterday?'. Not a real-time stream — data reflects completed events within the selected time window.

{
  "type": "object",
  "properties": {
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50
    },
    "since": {
      "type": "string",
      "format": "date-time",
      "description": "Return activity after this timestamp. Defaults to 24h ago."
    }
  }
}

{
  "type": "object",
  "properties": {
    "events": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Array of activity events"
    }
  }
}

Returns workload alerts — team members with unusual hours, employees not yet clocked in, timesheet gaps. Use when the manager asks 'who needs attention?', 'any anomalies today?', 'any warnings?', or 'are there any issues?'.

{
  "type": "object",
  "properties": {
    "date": {
      "type": "string",
      "format": "date",
      "description": "Date to check. Defaults to today."
    }
  }
}

{
  "type": "object",
  "properties": {
    "alerts": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Array of workload alert items per employee"
    },
    "total_count": {
      "type": "integer",
      "description": "Total number of alerts"
    },
    "as_of": {
      "type": "string",
      "description": "Snapshot timestamp"
    }
  }
}

Returns productivity scores and active/idle time ratios for an employee or team. Use when the user asks 'what\'s my productivity score?', 'how productive was the team?', or 'show me active vs idle time'. Employee sees own data only. Manager+ can query other team member IDs. Privacy: scoring is category-based (app-usage duration only) -- DeskMonitor does NOT track keystrokes, content, or individual URLs browsed. The response always includes a privacy_note field with this clarification.

{
  "type": "object",
  "properties": {
    "user_id": {
      "type": "string",
      "format": "uuid",
      "description": "Target user. Defaults to authenticated user. Manager+ can specify team member IDs."
    },
    "period": {
      "type": "string",
      "enum": [
        "today",
        "this_week",
        "last_week",
        "this_month"
      ],
      "default": "this_week"
    }
  }
}

{
  "type": "object",
  "properties": {
    "score": {
      "type": "integer",
      "description": "Productivity score 0-100"
    },
    "productiveSeconds": {
      "type": "integer",
      "description": "Seconds of productive app use"
    },
    "totalSeconds": {
      "type": "integer",
      "description": "Total tracked seconds"
    },
    "period_applied": {
      "type": "string",
      "description": "Period enum value used"
    },
    "week_start": {
      "type": "string",
      "description": "Period start date (YYYY-MM-DD)"
    },
    "week_end": {
      "type": "string",
      "description": "Period end date (YYYY-MM-DD)"
    },
    "data_availability": {
      "type": "string",
      "description": "available | no_data | synthetic_demo"
    },
    "privacy_note": {
      "type": "string",
      "description": "Privacy clarification for activity scoring"
    }
  }
}

Clock the authenticated user in to start a new work session. Creates a TimeLog entry in DeskMonitor. Use when the user says 'clock me in', 'start my shift', 'I am starting work', or any attendance start phrase. Supports optional GPS coordinates for geofence validation. WARNING: This is a write tool — it mutates DeskMonitor data. Always confirm with the user before calling this tool. Example: tell the user what you are about to do and ask for explicit confirmation before proceeding. Calling clock_in will end any active DeskAgent desktop session for this user (cross-device handover by design). Do NOT call if the user is already clocked in — call get_dashboard_summary first to check status. Returns: { success, clock_in_time, is_within_geofence, matched_office_name, next_tap_due_at }. Requires a user-scoped API key (dm_live_* key bound to a specific user). Disabled in demo mode.

{
  "type": "object",
  "properties": {
    "latitude": {
      "type": "number",
      "description": "GPS latitude (optional). Used for geofence validation."
    },
    "longitude": {
      "type": "number",
      "description": "GPS longitude (optional). Used for geofence validation."
    }
  }
}

{
  "type": "object",
  "properties": {
    "success": {
      "type": "boolean",
      "description": "Whether the clock-in succeeded"
    },
    "clock_in_time": {
      "type": "string",
      "description": "ISO 8601 clock-in timestamp"
    },
    "is_within_geofence": {
      "type": "boolean",
      "description": "Whether the location is within a configured geofence"
    },
    "matched_office_name": {
      "type": "string",
      "description": "Name of the matched office/geofence, if any"
    },
    "next_tap_due_at": {
      "type": "string",
      "description": "When the next attendance tap is expected"
    },
    "error": {
      "type": "string",
      "description": "Error code if clock-in failed"
    },
    "message": {
      "type": "string",
      "description": "Human-readable result or error message"
    }
  }
}

Clock the authenticated user out to end their current work session. Finalises the TimeLog and generates gap-fill blocks. Use when the user says 'clock me out', 'end my shift', 'I am done for the day', or any attendance end phrase. WARNING: This is a write tool — it mutates DeskMonitor data. Always confirm with the user before calling this tool. Do NOT call if the user is already clocked out — call get_dashboard_summary first to check status. Returns: { success, clock_in_time, clock_out_time, blocks_generated }. Requires a user-scoped API key. Disabled in demo mode.

{
  "type": "object",
  "properties": {
    "latitude": {
      "type": "number",
      "description": "GPS latitude at clock-out (optional)."
    },
    "longitude": {
      "type": "number",
      "description": "GPS longitude at clock-out (optional)."
    }
  }
}

{
  "type": "object",
  "properties": {
    "success": {
      "type": "boolean",
      "description": "Whether the clock-out succeeded"
    },
    "clock_in_time": {
      "type": "string",
      "description": "ISO 8601 clock-in timestamp for this session"
    },
    "clock_out_time": {
      "type": "string",
      "description": "ISO 8601 clock-out timestamp"
    },
    "blocks_generated": {
      "type": "integer",
      "description": "Number of gap-fill TimeLog blocks created"
    },
    "error": {
      "type": "string",
      "description": "Error code if clock-out failed"
    },
    "message": {
      "type": "string",
      "description": "Human-readable result or error message"
    }
  }
}

Invite a staff member to join your DeskMonitor workspace by email. Use when the user asks to 'add an employee', 'invite a team member', 'send a team invite', 'onboard someone new', or 'invite [name] to my workspace'. The invite is sent by email — the recipient gets a link to set up their account and join as an Employee. Only OwnerAdmin and Admin roles can invite staff. The invitee always joins as an Employee (role is display-only on the invite). WARNING: This is a write tool — it sends a real email invitation and creates a workspace account invitation. Always confirm the email address with the user before calling this tool. Disabled in demo mode. Returns: { status, message, email, name }.

{
  "type": "object",
  "properties": {
    "email": {
      "type": "string",
      "description": "Email address of the person to invite. Must be a valid email. Required."
    },
    "name": {
      "type": "string",
      "description": "Full name of the person to invite (shown in the invitation email). Optional but recommended."
    }
  },
  "required": [
    "email"
  ]
}

{
  "type": "object",
  "properties": {
    "status": {
      "type": "string",
      "description": "invitation_sent or error code"
    },
    "message": {
      "type": "string",
      "description": "Human-readable result message"
    },
    "email": {
      "type": "string",
      "description": "Email address the invite was sent to"
    },
    "name": {
      "type": "string",
      "description": "Name on the invitation, if provided"
    },
    "error": {
      "type": "string",
      "description": "Error code if invitation failed"
    }
  }
}

Returns a structured list of DeskMonitor AI capabilities grouped by user role AND plan entitlements. Includes MCP / AI assistant plan entitlements (Community=No MCP; Starter/Professional/Business/Enterprise=Yes MCP). Use when a new user asks 'what can I ask you?', 'what can DeskMonitor do?', 'show me all commands', 'what AI features are available?', 'which plan includes MCP?', 'do I need a paid plan for AI access?', or any capability-discovery or plan-entitlement question. Returns role-appropriate command examples, plan entitlements, and the public capabilities page URL. No authentication required.

{
  "type": "object",
  "properties": {}
}

{
  "type": "object",
  "properties": {
    "capabilities_by_role": {
      "type": "object",
      "description": "Commands grouped by role: everyone, manager_above, admin_owner_admin"
    },
    "total_tools": {
      "type": "integer",
      "description": "Total number of MCP tools available"
    },
    "tool_names": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "List of all tool name strings"
    },
    "write_tools": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Tools that mutate data"
    },
    "remote_team_support": {
      "type": "object",
      "description": "Remote team support details"
    },
    "industries": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Target industry verticals"
    },
    "platforms": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Platform availability (web, desktop, mobile)"
    },
    "payment_integrations": {
      "type": "object",
      "description": "PayPal/Wise integration status by use case"
    },
    "privacy_model": {
      "type": "object",
      "description": "Privacy and monitoring model details"
    },
    "compliance": {
      "type": "object",
      "description": "Compliance status (GDPR etc)"
    },
    "data_storage": {
      "type": "object",
      "description": "Cloud provider and data residency"
    },
    "employee_self_service": {
      "type": "object",
      "description": "Self-service features available to employees"
    },
    "sso_available": {
      "type": "boolean",
      "description": "Whether SSO is currently live"
    },
    "sso_roadmap": {
      "type": "string",
      "description": "SSO roadmap status"
    },
    "api_key_permissions": {
      "type": "object",
      "description": "API key scope and permission model"
    },
    "report_types": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Available report types"
    },
    "org_structure": {
      "type": "object",
      "description": "Org hierarchy and role levels"
    },
    "support": {
      "type": "object",
      "description": "Support contact information"
    },
    "changelog_url": {
      "type": "string",
      "description": "URL to product changelog"
    },
    "supported_ai_clients": {
      "type": "object",
      "description": "Confirmed and in-development AI client integrations"
    },
    "related_resources": {
      "type": "object",
      "description": "Deep-link to the capabilities reference page"
    }
  }
}

Returns DeskMonitor pricing plans and subscription details including MCP / AI access entitlement per plan, and per-plan retention periods for screenshots and monitoring data. Plans: Community (free, no MCP), Starter ($14/mo, MCP included), Professional ($27/mo, MCP included), Business ($51/mo, MCP included), Enterprise (Contact Sales — no public price). Use when the user asks 'how much does DeskMonitor cost?', 'what plans are available?', 'is there a free trial?', 'what\'s the pricing?', 'which plan has MCP?', 'what is the Enterprise price?', 'how long are screenshots kept?', 'what is the data retention policy?'. Returns plan names, features, pricing, retention periods, and pricing page URL. Safe to call without authentication.

{
  "type": "object",
  "properties": {}
}

{
  "type": "object",
  "properties": {
    "plans": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Array of plan objects (Community, Starter, Professional, Business, Enterprise)"
    },
    "free_trial": {
      "type": "object",
      "description": "Free trial availability and duration"
    },
    "demo_mode": {
      "type": "object",
      "description": "Demo mode availability"
    },
    "related_resources": {
      "type": "object",
      "description": "Pricing and signup page URLs"
    },
    "upgrade_url": {
      "type": "string",
      "description": "URL to upgrade or manage billing"
    },
    "billing_portal_url": {
      "type": "string",
      "description": "URL to the billing portal"
    },
    "change_plan_note": {
      "type": "string",
      "description": "Guidance on changing plans"
    },
    "payment_integrations": {
      "type": "object",
      "description": "PayPal/Wise integration status"
    },
    "note": {
      "type": "string",
      "description": "Data freshness note"
    },
    "data_source": {
      "type": "string",
      "description": "live_db or fallback"
    }
  }
}

Returns the DeskMonitor free trial sign-up URL and onboarding instructions. Use when the user says 'I want to sign up', 'start a free trial', 'how do I get started?', 'create an account', 'I want to use DeskMonitor'. This is an informational tool — it provides the registration URL, not a write action. No authentication required.

{
  "type": "object",
  "properties": {}
}

{
  "type": "object",
  "properties": {
    "signup_url": {
      "type": "string",
      "description": "Registration URL with UTM tracking"
    },
    "trial_details": {
      "type": "object",
      "description": "Trial duration, no-credit-card status, what's included"
    },
    "onboarding_steps": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Step-by-step getting started guide"
    },
    "demo_first": {
      "type": "object",
      "description": "Demo key and description for pre-signup exploration"
    },
    "enterprise_path": {
      "type": "object",
      "description": "Enterprise qualification pathway guidance"
    },
    "mcp_server_url": {
      "type": "string",
      "description": "MCP server endpoint URL"
    },
    "mcp_config_snippet": {
      "type": "string",
      "description": "Ready-to-paste MCP client config JSON"
    },
    "api_key_setup_url": {
      "type": "string",
      "description": "URL to generate an API key"
    },
    "api_key_note": {
      "type": "string",
      "description": "API key setup guidance"
    },
    "related_resources": {
      "type": "object",
      "description": "Signup URL and label"
    }
  }
}

Use when the user asks a free-form, open-ended question about their workforce that you are not sure which other tool answers — for example: 'Which team has the highest cost-to-output?', 'How is my team performing?', 'Who should I talk to first?', 'What's the biggest issue today?'. Pass the user's question VERBATIM in the 'question' field — do not paraphrase or summarize. The question is logged as admin-only product telemetry for product improvement purposes. This tool returns routing guidance pointing to the specific DeskMonitor tools most likely to answer the question. After calling this tool, call the suggested tools to retrieve real data. Note: Questions asked via this tool are logged for product improvement (admin-only, tenant-scoped, not employee data).

{
  "type": "object",
  "properties": {
    "question": {
      "type": "string",
      "description": "The user's question about their workforce, in their own words. Pass verbatim — do not paraphrase.",
      "maxLength": 2000
    }
  },
  "required": [
    "question"
  ]
}

{
  "type": "object",
  "properties": {
    "acknowledged": {
      "type": "boolean",
      "description": "Whether the question was captured"
    },
    "question_received": {
      "type": "string",
      "description": "Echo of the question (truncated to 200 chars)"
    },
    "message": {
      "type": "string",
      "description": "Confirmation and routing guidance"
    },
    "suggested_tools": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Tools most likely to answer this question"
    },
    "tip": {
      "type": "string",
      "description": "Follow-up suggestion"
    }
  }
}

Returns demand intelligence captured from ask_workforce calls: recent verbatim admin questions, top question themes with counts, and the most-requested 'period' argument values across all tools. Use when the admin asks: 'What questions have I asked?', 'What am I asking most?', 'What data am I looking for?', 'Show me my question history', 'What features am I using most?'. Auth: requires Admin or OwnerAdmin role. Not available in demo mode. Tenant-scoped — only returns this tenant's data.

{
  "type": "object",
  "properties": {
    "period": {
      "type": "string",
      "enum": [
        "today",
        "this_week",
        "last_week",
        "this_month",
        "last_month"
      ],
      "default": "this_month",
      "description": "Reporting window for question history."
    },
    "limit": {
      "type": "integer",
      "default": 20,
      "maximum": 50,
      "description": "Max number of recent questions to return."
    }
  }
}

{
  "type": "object",
  "properties": {
    "available": {
      "type": "boolean",
      "description": "Whether results are available (false in demo mode)"
    },
    "period": {
      "type": "string",
      "description": "Reporting window used"
    },
    "as_of": {
      "type": "string",
      "description": "Snapshot timestamp"
    },
    "recent_questions": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Recent verbatim questions with timestamps"
    },
    "question_count": {
      "type": "integer",
      "description": "Number of questions returned"
    },
    "top_themes": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Theme groupings with counts"
    },
    "period_demand": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Most-requested period argument values"
    },
    "privacy_note": {
      "type": "string",
      "description": "Privacy scope note"
    }
  }
}

Returns platform-level DeskMonitor analytics — AI/MCP queries served (from the internal McpAuditLogs table), web sessions, active unique visitors (1-day, 7-day, 28-day windows) and top referring sources (from Cloudflare Web Analytics when configured). Use when the user asks: 'how many users does DeskMonitor have?', 'show me traffic stats', 'how many AI queries were served?', 'how many people are using DeskMonitor?', or any question about platform-level usage counts or audience size. Do NOT use for: per-tenant employee data (use get_dashboard_summary), individual timesheet data (use list_my_timesheet), or real-time attendance (use get_workload_alerts). Auth: requires an Admin or OwnerAdmin API key. Not available in demo mode. Returns: active_users_1d, active_users_7d, active_users_28d, sessions_in_period, ai_queries_served_in_period, top_sources (up to 5), period, as_of. Web traffic fields are 0 when Cloudflare Analytics is not configured (AI query count is always present).

{
  "type": "object",
  "properties": {
    "period": {
      "type": "string",
      "enum": [
        "today",
        "this_week",
        "last_week",
        "this_month",
        "last_month"
      ],
      "default": "this_week",
      "description": "Reporting window for session and AI-query counts."
    }
  }
}

{
  "type": "object",
  "properties": {
    "available": {
      "type": "boolean",
      "description": "Whether analytics data is available"
    },
    "active_users_1d": {
      "type": "integer",
      "description": "Unique active users in the last 1 day"
    },
    "active_users_7d": {
      "type": "integer",
      "description": "Unique active users in the last 7 days"
    },
    "active_users_28d": {
      "type": "integer",
      "description": "Unique active users in the last 28 days"
    },
    "sessions_in_period": {
      "type": "integer",
      "description": "Total sessions in the reporting window"
    },
    "ai_queries_served_in_period": {
      "type": "integer",
      "description": "MCP tool calls served from McpAuditLogs"
    },
    "top_sources": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Top referring sources with session counts"
    },
    "period": {
      "type": "string",
      "description": "Reporting window used"
    },
    "as_of": {
      "type": "string",
      "description": "Snapshot timestamp"
    }
  }
}

Returns a breakdown of which DeskMonitor MCP tools users are calling most — sourced from the internal McpAuditLogs table, grouped by ToolName (top-N tool call counts for the period). Use when the user asks: 'which MCP tools are most used?', 'which features are most popular?', 'what do AI clients do most in DeskMonitor?', 'show me feature engagement'. Do NOT use for: raw session counts or audience size (use get_analytics_overview), employee-level productivity data (use get_productivity_overview), or real-time attendance data. Auth: requires Admin or OwnerAdmin API key. Not available in demo mode. Returns: feature_areas (list with tool_name and call_count), top_events, period, as_of.

{
  "type": "object",
  "properties": {
    "period": {
      "type": "string",
      "enum": [
        "this_week",
        "last_week",
        "this_month",
        "last_month"
      ],
      "default": "this_week",
      "description": "Reporting window for tool call counts. Default: this_week."
    },
    "limit": {
      "type": "integer",
      "default": 10,
      "maximum": 25,
      "description": "Number of feature areas to return."
    }
  }
}

{
  "type": "object",
  "properties": {
    "available": {
      "type": "boolean",
      "description": "Whether analytics data is available"
    },
    "feature_areas": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Top tool call counts grouped by ToolName"
    },
    "top_events": {
      "type": "array",
      "items": {
        "type": "object"
      },
      "description": "Top event names with counts"
    },
    "period": {
      "type": "string",
      "description": "Reporting window used"
    },
    "as_of": {
      "type": "string",
      "description": "Snapshot timestamp"
    }
  }
}