Driftoracle

io.tooloraclePublished by tooloracle.ioOfficial publisherv1.0.0Updated Oct 31, 2026

DriftOracle - 15 tools for model/data drift monitoring: PSI, KS-test, alerts, evidence packs.

The publisher's own server: Accessoracle

VerifiedStreamable HTTPWeb executableData & Analytics AI & ML

Server details

Identifier: io.tooloracle/driftoracle
Transport: Streamable HTTP
Runtime: Web executable
Trust: Verified
Published: Sep 16, 2026

Security note

MCP servers receive tool arguments from a conversation and may perform external actions. Review what a server can do before you enable it, and give it only the access it needs.

The registry verified that this server's namespace belongs to tooloracle.io, which also runs its endpoint. That identifies the publisher; it does not make the server's tools safe.

SourceWeft's checks cover whether the listing is complete and the endpoint answered; they do not review the server's code or what its tools do.

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Overview

AI-generated overview

DriftOracle offers 15 tools for monitoring model and data drift, including PSI, KS-test, alerts, and evidence packs.

What you can do: DriftOracle is a remote MCP server that provides 15 tools for model and data drift monitoring. It supports statistical drift detection methods such as PSI and the KS-test, along with alerting and evidence pack generation. The tools are accessed over streamable HTTP at a hosted endpoint.
When to use it: Use this server when you need to monitor machine learning models or datasets for drift over time. It is suited for teams that want statistical drift metrics, alerts, and documented evidence without building their own monitoring pipeline.
Requirements: A remote endpoint at using streamable HTTP. No authentication, environment variables, or headers are declared. Network access to the endpoint is required.

Before you install

The server is remote and no authentication is declared, so any data sent to it may be processed by a third party. Review what data you share before relying on it for sensitive model or dataset monitoring.

Installation

In SourceWeft

Open Driftoracle in the dashboard and add it to a workspace.
Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.tooloracle%2Fdriftoracle/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "driftoracle": {
      "type": "http",
      "url": "https://tooloracle.io/drift/mcp/"
    }
  }
}

README

This repository has no README.

Tools

detect_regulatory_drift

Scan for regulation changes affecting DORA. Checks RegWatch + LawOracle + EU feeds.

Parametersentity_id

detect_evidence_drift

Find stale assessments + expired evidence + degraded controls.

Parametersentity_id

detect_cloud_drift

Cloud provider status changes — live check.

Parametersentity_id

detect_control_drift

Controls that degraded from GREEN to YELLOW/RED.

Parametersentity_id

full_drift_scan

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.

Parametersentity_id

drift_status

Current open drift events per entity.

Parametersentity_id

mark_drift

Manually mark an article as DRIFT.

Parametersreasonarticleentity_id

resolve_drift

Mark drift event as resolved.

Parametersdrift_idresolved_by

trigger_remediation

Self-healing: sync all data, run escalation, collect evidence, auto-resolve drift events.

Parametersentity_id

drift_history

History of all drift events.

Parameterslimitentity_id

configure_thresholds

View/set drift detection thresholds.

Parameterssetevidence_max_age_daysassessment_max_age_days

obligation_map

Drift detection obligations (DORA-DFT-01..04).

Takes no parameters.

detect_enterprise_drift

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.

Parametersentity_idcategories

health_check

Server status.

Takes no parameters.

ping

Connectivity test.

Takes no parameters.

Version history

v1.0.0LatestSep 16, 2026

Score

75% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

Reached in the last 30 daysRequired25 pts
Auth declaredRequired10 pts
Tools listedRequired15 pts
DescriptionRequired15 pts
Logo10 pts
Documentation15 pts
Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.
License10 pts
Declare a license in the repository or the registry entry.