Research & Reports
December 16, 20257 min read

Model Context Protocol for Agents

Scoped connectors and telemetry for tool and data access.

MCPIntegrations

Why MCP

Standardizing tool and data access lets agents onboard faster while keeping least-privilege and observability in place.

How we apply MCP

MCP separates agent logic from tools so teams can reuse connectors safely across agents.

  • Uniform schema for tools, prompts, and responses.
  • Scoped credentials and just-in-time access tokens.
  • Telemetry and audit for every MCP call.

Integration metrics

Monitor connector reuse, failure classes, and approval latency to harden the integration layer.

  • MCP connectors: 35+
  • Time to add: < 1 day

Governance model

Standardization keeps integrations reusable without sacrificing safety.

  • Connector catalog with ownership, scopes, and SLAs.
  • Per-connector approvals and change management.
  • Unified telemetry across tools for audit and incident response.

Rollout plan

Intentional rollout prevents sprawl while accelerating agent capabilities.

  • Prioritize high-value connectors and certify them with QA.
  • Publish contracts and scopes so agents can adopt safely.
  • Monitor adoption, failures, and latency to refine connector set.

Ready to explore

Map this to your workflows

Walk through your back-office operations, systems, volumes, and guardrail requirements. We'll map the workflow, controls, and rollout plan.

Map your use case