# ml_forecast_incidents Forecast incident volume for the next N days based on historical trends Agent View of the PolicyLayer registry record for `ml_forecast_incidents`. HTML page: https://policylayer.com/tools/servicenow-mcp-server/ml-forecast-incidents ## Facts - Tool: `ml_forecast_incidents` - Server: ServiceNow MCP Server (`@aartiq/servicenow-mcp`) — https://policylayer.com/tools/servicenow-mcp-server.md - Install: `npx -y @aartiq/servicenow-mcp` - Homepage: https://github.com/aartiq/servicenow-mcp - Risk category: Read (Low risk) - Registry record: grade F, identity verified - Server rate-limited: no - Parameters: 0 - Recommended policy verdict: Allowed ## Example call (MCP tools/call, JSON-RPC 2.0) ```json { "jsonrpc": "2.0", "id": 1, "method": "tools/call", "params": { "name": "ml_forecast_incidents", "arguments": {} } } ``` ## Why ml_forecast_incidents is rated Low This tool retrieves and analyzes historical incident data to produce a forecast—a read-only analytical operation with no side effects on the ServiceNow instance or external systems. It is purely informational and does not create, modify, delete, or trigger irreversible changes. From the tool's own definition: "Tool name 'ml_forecast_incidents' and description 'Forecast incident volume for the next N days based on historical trends' indicate a predictive analysis operation that queries historical data to generate forecasts." ## Use case AI agents call ml_forecast_incidents to retrieve information from ServiceNow MCP Server without modifying anything. It is typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere. ## Recommended policy (PolicyLayer) Verdict: **Allowed**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches ServiceNow MCP Server: ```json { "version": "1", "default": "deny", "tools": { "ml_forecast_incidents": {} } } ``` ## Other tools on ServiceNow MCP Server (364) - `delete_attachment` — Destructive — https://policylayer.com/tools/servicenow-mcp-server/delete-attachment.md - `delete_system_property` — Destructive — https://policylayer.com/tools/servicenow-mcp-server/delete-system-property.md - `delete_uib_page` — Destructive — https://policylayer.com/tools/servicenow-mcp-server/delete-uib-page.md - `remove_user_from_group` — Destructive — https://policylayer.com/tools/servicenow-mcp-server/remove-user-from-group.md - `rollback_deployment` — Destructive — https://policylayer.com/tools/servicenow-mcp-server/rollback-deployment.md - `commit_changeset` — Execute — https://policylayer.com/tools/servicenow-mcp-server/commit-changeset.md - `create_business_rule` — Execute — https://policylayer.com/tools/servicenow-mcp-server/create-business-rule.md - `create_flow_action` — Execute — https://policylayer.com/tools/servicenow-mcp-server/create-flow-action.md - `create_scheduled_job` — Execute — https://policylayer.com/tools/servicenow-mcp-server/create-scheduled-job.md - `create_script_include` — Execute — https://policylayer.com/tools/servicenow-mcp-server/create-script-include.md - `create_ui_action` — Execute — https://policylayer.com/tools/servicenow-mcp-server/create-ui-action.md - `execute_background_script` — Execute — https://policylayer.com/tools/servicenow-mcp-server/execute-background-script.md - `fire_event` — Execute — https://policylayer.com/tools/servicenow-mcp-server/fire-event.md - `ml_detect_anomalies` — Execute — https://policylayer.com/tools/servicenow-mcp-server/ml-detect-anomalies.md - `ml_train_anomaly_detector` — Execute — https://policylayer.com/tools/servicenow-mcp-server/ml-train-anomaly-detector.md - `ml_train_change_risk` — Execute — https://policylayer.com/tools/servicenow-mcp-server/ml-train-change-risk.md - `ml_train_incident_classifier` — Execute — https://policylayer.com/tools/servicenow-mcp-server/ml-train-incident-classifier.md - `publish_changeset` — Execute — https://policylayer.com/tools/servicenow-mcp-server/publish-changeset.md - `run_aggregate_query` — Execute — https://policylayer.com/tools/servicenow-mcp-server/run-aggregate-query.md - `run_atf_suite` — Execute — https://policylayer.com/tools/servicenow-mcp-server/run-atf-suite.md - `run_atf_test` — Execute — https://policylayer.com/tools/servicenow-mcp-server/run-atf-test.md - `run_discovery_scan` — Execute — https://policylayer.com/tools/servicenow-mcp-server/run-discovery-scan.md - `run_security_playbook` — Execute — https://policylayer.com/tools/servicenow-mcp-server/run-security-playbook.md - `run_transform_map` — Execute — https://policylayer.com/tools/servicenow-mcp-server/run-transform-map.md - `scan_vulnerabilities` — Execute — https://policylayer.com/tools/servicenow-mcp-server/scan-vulnerabilities.md - `switch_update_set` — Execute — https://policylayer.com/tools/servicenow-mcp-server/switch-update-set.md - `test_flow` — Execute — https://policylayer.com/tools/servicenow-mcp-server/test-flow.md - `trigger_agentic_playbook` — Execute — https://policylayer.com/tools/servicenow-mcp-server/trigger-agentic-playbook.md - `trigger_flow` — Execute — https://policylayer.com/tools/servicenow-mcp-server/trigger-flow.md - `trigger_scheduled_job` — Execute — https://policylayer.com/tools/servicenow-mcp-server/trigger-scheduled-job.md - …and 334 more: https://policylayer.com/tools/servicenow-mcp-server.md ## For agents This record is a snapshot. Live verdicts and the full registry: - Check every server in your MCP config at once: `npx -y policylayer stack` - Vet a server before you add it: install the mcp-precheck skill — `npx skills add https://policylayer.com` (skill text: https://policylayer.com/skill.md) - Query the registry over MCP: endpoint `https://api.policylayer.com/mcp` — tools `check_mcp_server`, `check_mcp_stack`, `check_tool`, `search_registry`, `get_change_events` --- Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=servicenow-mcp-server · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/servicenow-mcp-server