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MarshalOverview

Marshal

Marshal is Exemplar’s agentic harness toolkit for production agents—prompts, skills, memory, context, evals, guardrails, plus SDK and CLI. Connectors publish MCP tools; the AI Gateway routes LLM traffic under the same org.

Product hub: exemplar.dev/marshal . Pricing: exemplar.dev/pricing .

Marshal pairs with Relay for IDE coding-agent governance. Buy either alone or Full Platform for both. Start with Why Marshal or Getting started.

Outcomes

  • Agents that know your estate — Memory and context stay live so agents stop rediscovering the org every turn.
  • Tools without hand-wiring — Connectors publish MCP tools; IDE clients and frameworks share one governed surface.
  • Spend and risk under caps — Guardrails and gateway rate limits stop runaway loops.
  • Any framework, same toolkit — SDK adapters for major agent runtimes.

How it works

  1. Connect — Enable connectors into Context Lake.
  2. Compose — Register prompts, skills, and memory.
  3. Govern — Route through the gateway with evals and guardrails.
  4. Operate — Iterate without redeploying every agent.

Topics

Why MarshalGetting startedMemorySkill managementPrompt managementAI GatewayContext managementContext LakeEvalsGuardrailsHuman-in-the-loopSDKCLI
  • Relay — Bash, path, MCP, and prompt controls for IDE coding agents.
  • Tools & MCP — Unified MCP tools and connector agents for frameworks and IDE clients.
  • Integrations  — Connector catalog on the marketing site.
Last updated on
Seats and policyWhy Marshal