EXEMPLARExemplar is part of the NVIDIA Inception program.
NVIDIA InceptionExemplar is part of the Google for Startups program.
Google for StartupsMarshal
Agent Primitives enabling harness
Product · Marshal
MarshalShip production agents without losing control of cost, context, or policy
One harness for production agents: gateway, Tools & MCP, prompts, skills, Memory, evals, and guardrails—usable from any framework via SDK, CLI, and MCP clients.
Outcomes
What teams get when Marshal is in place
Agents that know your estate
Memory keeps long-term agent state; catalog and connectors ground tools and workflows—so agents stop rediscovering the org on every turn.
Tools without hand-wiring
Tools & MCP publishes connectors as unified tools on one org endpoint. Cursor, Claude, and custom clients share the same governed surface.
Spend and risk under caps
Cost intelligence, rate limits, and circuit breakers stop runaway loops before they hit production or your invoice.
Any framework, same harness
LangGraph, CrewAI, AutoGen, ADK, or custom runtimes—agents inherit the same gateway, memory, and policy.
Marshal · living gateway
Every tool. One endpoint.
Connectors, memory, prompts, and skills publish over MCP — any agent or IDE can use them the moment it connects, under one identity and policy layer.
Platform capabilities
Memory, Tools & MCP, skills, guardrails, and HITL—open any capability for the same console how-it-works visual
Memory
Long-term agent state & recall
Skill Management
Reusable operating methods
Prompt Management
Versioned prompts & templates
Gateway
LLM, MCP & agent routing
Tools & MCP
Platform tools, MCP, and connectors
Cost Intelligence
Token spend & attribution
Evals
Regression gates for agents
Guardrails
Limits, breakers & budgets
HITL Approvals
Humans in the agent loop
How it works
A short path from setup to governed outcomes
- Step 1
Connect
Enable DevOps and cloud connectors into Tools & MCP.
- Step 2
Compose
Register prompts, skills, Memory, and agents.
- Step 3
Govern
Route through the gateway with evals, budgets, guardrails, and HITL approvals.
- Step 4
Operate
Observe spend and outcomes; iterate without redeploying every agent.
Built for the outcome
Core capabilities that make Marshal work
50+ connectors
Connect Git, CI/CD, cloud, Kubernetes, observability, security, and ticketing—AWS, GitHub, Snyk, Linear, and dozens more—into one harness surface.
Auto MCP tools
Every connector exposes MCP tools automatically. Cursor, Claude Code, and custom MCP clients get the same governed tool surface—no hand-wiring per integration.
Agents out of the box
Ship ready-to-run agents that work with any agent framework—LangGraph, CrewAI, AutoGen, Google ADK, and custom runtimes—under the same policy, memory, and gateway.
Put Marshal to work
One harness for production agents: gateway, Tools & MCP, prompts, skills, Memory, evals, and guardrails—usable from any framework via SDK, CLI, and MCP clients.