Context management

50+ connectors and retrieval policies that assemble the right live context per turn—and auto-publish MCP tools for agents on any framework.

Marketing capability page: exemplar.dev/harness/context-management .

Why it matters

Generic RAG dumps burn tokens and still miss freezes, incidents, and ownership. Context management chooses the live slice of your estate for this turn—and keeps credentials out of the window.

What Exemplar delivers

• 50+ integration connectors for Git, cloud, security, ticketing, and observability
• Auto MCP tools generated from each connector
• Per-turn context assembly with compaction and relevance ranking
• Active incident, freeze, and risk posture injected automatically

How teams use it

Connect sources once. Agents and operators then get turn-scoped context instead of static prompt packs. Pair with memory for durable facts and gateway for tool delivery.

Capability checklist

• Broad connector coverage into Context Lake
• Auto MCP tools from connectors
• Per-turn assembly and compaction
• Incident, freeze, and risk posture injection