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This guide covers:

SaaS platform

  • Organizations and Workspaces;
  • Users, Groups, Service Accounts, Roles, Assignments, and credentials;
  • managed and external Agents;
  • Twilio WhatsApp, Mailgun, Slack, and JSON webhook Channels (see logos below);
  • remote MCP registration, connection testing, and discovery;
  • local stdio MCP discovery through the CLI;
  • Agent- and MCP-targeted Gateways;
  • Allow, Observe, Review, and Block;
  • Operator Tasks;
  • Traces, events, Observations, Drifts, and analytics.

LangChain SDK

  • LangChain and LangGraph registration and discovery;
  • direct instrumentation of invoke, ainvoke, stream, and astream;
  • outbound service mode for Channel jobs;
  • input and output adapters;
  • audio, image, and document preprocessing;
  • Gateway enforcement for external-Agent tools;
  • Operator Task creation for Review;
  • bounded and redacted Trace data.

CLI

  • resource CRUD and scoped context;
  • Agent and MCP discovery;
  • Gateway and Operator Task operations;
  • Traces, events, Observations, and Drifts;
  • manifests and capability inspection;
  • local and remote MCP discovery and governed local MCP workflows.
Last modified on July 27, 2026