# ml_model_training_history

Get training run history and accuracy trends for an ML solution over time

Agent View of the PolicyLayer registry record for `ml_model_training_history`. HTML page: https://policylayer.com/tools/tedorigawa001-servicenow-mcp/ml-model-training-history

## Facts

- Tool: `ml_model_training_history`
- 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_model_training_history",
    "arguments": {}
  }
}
```

## Why ml_model_training_history is rated Low

The tool only reads and returns historical training run data and accuracy metrics for an ML solution. It has no side effects, does not trigger training, and does not modify any data. This is a straightforward read/query operation with minimal blast radius.

From the tool's own definition: "'Get training run history and accuracy trends' — purely retrieves historical data about ML model training runs"

## Use case

AI agents call ml_model_training_history 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_model_training_history": {}
  }
}
```

## 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`

---

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