Context management

Connectors and retrieval policies that assemble the right live context per turn—and auto-publish MCP tools for agents.

Marketing: exemplar.dev/marshal/context-management .

When to use it

Give agents a turn-scoped slice of your estate (ownership, incidents, freezes) instead of dumping generic RAG into every prompt.

Where in Console

1. Enable connectors under Connectors (integrations catalog ).
2. Confirm tools appear under Marshal → Tools & MCP.
3. Pair with memory for durable facts and AI Gateway for LLM routing.

What you get

• Broad connector coverage (Git, cloud, security, ticketing, observability)
• Auto MCP tools from each connector
• Per-turn assembly with relevance and compaction
• Same credentials vaulted—not pasted into prompts