# ml_virtual_agent_nlu

Analyse Virtual Agent NLU performance — conversation completion rates and fallback metrics

Agent View of the PolicyLayer registry record for `ml_virtual_agent_nlu`. HTML page: https://policylayer.com/tools/tedorigawa001-servicenow-mcp/ml-virtual-agent-nlu

## Facts

- Tool: `ml_virtual_agent_nlu`
- Server: ServiceNow-MCP (`tedorigawa001/servicenow-mcp`) — https://policylayer.com/tools/tedorigawa001-servicenow-mcp.md
- Homepage: https://github.com/tedorigawa001/ServiceNow-MCP
- Risk category: Read (Low risk)
- Registry record: grade F, identity unverified
- 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_virtual_agent_nlu",
    "arguments": {}
  }
}
```

## Why ml_virtual_agent_nlu is rated Low

This tool retrieves and analyzes performance metrics from the Virtual Agent NLU system. It is a read-only operation that queries existing data (completion rates, fallback metrics) for analysis purposes. There are no side effects, no data modifications, no code execution, no deletions, and no financial implications.

From the tool's own definition: "The tool description states it 'Analyse Virtual Agent NLU performance — conversation completion rates and fallback metrics', indicating retrieval and analysis of performance data without modifying or executing actions."

## Use case

AI agents call ml_virtual_agent_nlu to retrieve information from ServiceNow-MCP 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:

```json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "ml_virtual_agent_nlu": {}
  }
}
```

## Other tools on ServiceNow-MCP (494)

- `cancel_request` — Destructive — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/cancel-request.md
- `delete_attachment` — Destructive — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/delete-attachment.md
- `delete_system_property` — Destructive — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/delete-system-property.md
- `delete_uib_page` — Destructive — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/delete-uib-page.md
- `remove_user_from_group` — Destructive — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/remove-user-from-group.md
- `restore_archived_record` — Destructive — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/restore-archived-record.md
- `rollback_deployment` — Destructive — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/rollback-deployment.md
- `set_cleanup_rule_active` — Destructive — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/set-cleanup-rule-active.md
- `set_destroy_rule_active` — Destructive — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/set-destroy-rule-active.md
- `commit_changeset` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/commit-changeset.md
- `create_business_rule` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/create-business-rule.md
- `create_client_script` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/create-client-script.md
- `create_flow_action` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/create-flow-action.md
- `create_scheduled_job` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/create-scheduled-job.md
- `create_script_include` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/create-script-include.md
- `execute_background_script` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/execute-background-script.md
- `fire_event` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/fire-event.md
- `ml_detect_anomalies` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/ml-detect-anomalies.md
- `ml_train_anomaly_detector` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/ml-train-anomaly-detector.md
- `ml_train_change_risk` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/ml-train-change-risk.md
- `ml_train_incident_classifier` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/ml-train-incident-classifier.md
- `publish_changeset` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/publish-changeset.md
- `run_aggregate_query` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/run-aggregate-query.md
- `run_atf_suite` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/run-atf-suite.md
- `run_atf_test` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/run-atf-test.md
- `run_discovery_scan` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/run-discovery-scan.md
- `run_security_playbook` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/run-security-playbook.md
- `run_transform_map` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/run-transform-map.md
- `scan_vulnerabilities` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/scan-vulnerabilities.md
- `smart_query` — Execute — https://policylayer.com/tools/tedorigawa001-servicenow-mcp/smart-query.md
- …and 464 more: https://policylayer.com/tools/tedorigawa001-servicenow-mcp.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`

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Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=tedorigawa001-servicenow-mcp · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/tedorigawa001-servicenow-mcp