Driftoracle
Reach for this when you need to monitor production ML models for data and prediction drift. You get 15 tools covering the essentials: PSI (Population Stability Index) calculations, Kolmogorov-Smirnov tests for distribution shifts, configurable alerting when drift crosses thresholds, and evidence pack generation for incident reports. It's designed for the operational side of ML, giving you programmatic access to the statistical tests you'd otherwise run manually in notebooks. The streamable HTTP transport means you can integrate drift checks into existing monitoring pipelines or trigger them from Claude conversations when investigating model degradation.
- tools
- 15
- transport
- HTTP
- last updated
- May 7, 2026
Install
From registry metadata$ npx add-mcp https://tooloracle.io/drift/mcp/ --name driftoracleRun in your terminal. add-mcp asks which agents to add it to (Claude Code, Codex, Cursor and more). Add -g to install it for every project.
Review the command, arguments and environment values before installing. MCP servers run with your local permissions.
Other ways
Claude Code
$ claude mcp add --transport http driftoracle https://tooloracle.io/drift/mcp/Run in your terminal. Add --scope user to make it available in every project.
Tools
Verified live · 15 toolsVerified live against the running server on Nov 6, 2026.
detect_regulatory_driftScan for regulation changes affecting DORA. Checks RegWatch + LawOracle + EU feeds.1 params
Scan for regulation changes affecting DORA. Checks RegWatch + LawOracle + EU feeds.
entity_idstringdetect_evidence_driftFind stale assessments + expired evidence + degraded controls.1 params
Find stale assessments + expired evidence + degraded controls.
entity_idstringdetect_cloud_driftCloud provider status changes — live check.1 params
Cloud provider status changes — live check.
entity_idstringdetect_control_driftControls that degraded from GREEN to YELLOW/RED.1 params
Controls that degraded from GREEN to YELLOW/RED.
entity_idstringfull_drift_scanRun ALL 5 drift detections in one call (regulatory + evidence + cloud + control + ENTERPRISE). Enterprise dimension scans NIS2, LkSG, ISO 27001, Contracts, Tax, Healthcare via MEGA MCP oracles.1 params
Run ALL 5 drift detections in one call (regulatory + evidence + cloud + control + ENTERPRISE). Enterprise dimension scans NIS2, LkSG, ISO 27001, Contracts, Tax, Healthcare via MEGA MCP oracles.
entity_idstringdrift_statusCurrent open drift events per entity.1 params
Current open drift events per entity.
entity_idstringmark_driftManually mark an article as DRIFT.3 params
Manually mark an article as DRIFT.
articlestringentity_idstringreasonstringresolve_driftMark drift event as resolved.2 params
Mark drift event as resolved.
drift_idstringresolved_bystringtrigger_remediationSelf-healing: sync all data, run escalation, collect evidence, auto-resolve drift events.1 params
Self-healing: sync all data, run escalation, collect evidence, auto-resolve drift events.
entity_idstringdrift_historyHistory of all drift events.2 params
History of all drift events.
entity_idstringlimitintegerconfigure_thresholdsView/set drift detection thresholds.3 params
View/set drift detection thresholds.
assessment_max_age_daysintegerevidence_max_age_daysintegersetbooleanobligation_mapDrift detection obligations (DORA-DFT-01..04).
Drift detection obligations (DORA-DFT-01..04).
No parameters. Call it with no arguments.
detect_enterprise_driftDetect compliance drift across 6 enterprise dimensions: NIS2 (CyberShield), ISO 27001 (CyberShield), LkSG (SupplyChainOracle), Contract DORA Art.28 (LegalTechOracle), DAC6 Tax (TaxOracle), Healthcare MDR (HealthGuard). Auto-logs drift events.2 params
Detect compliance drift across 6 enterprise dimensions: NIS2 (CyberShield), ISO 27001 (CyberShield), LkSG (SupplyChainOracle), Contract DORA Art.28 (LegalTechOracle), DAC6 Tax (TaxOracle), Healthcare MDR (HealthGuard). Auto-logs drift events.
categoriesstringentity_idstringhealth_checkServer status.
Server status.
No parameters. Call it with no arguments.
pingConnectivity test.
Connectivity test.
No parameters. Call it with no arguments.
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Details
- Repository
- github.com/tooloracle/driftoracle
- Category
- Data & Analytics
- Transport
- HTTP
- Registry
- MCP registry, active
- Tools verified
- Nov 6, 2026
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