What company context means
Company context includes internal policies, prior decisions, operating exceptions, ownership, customer-specific terms, and the reasoning behind current processes.
Why static prompts are limited
A static prompt captures context at one moment in time. It becomes stale as policies and decisions change.
Long prompts are also difficult to maintain, audit, and keep permission-aware.
What MCP enables
MCP allows an agent to call external context tools instead of embedding all company knowledge inside the prompt.
The agent can retrieve only the information needed for the current task.
Source-backed retrieval
Reliable context should include the answer, supporting source, date, decision owner, and any relevant scope or exception.
This allows both the agent and the human reviewer to verify the result.
Security considerations
Agent retrieval should respect workspace identity, connected-source permissions, tenant boundaries, and administrator controls.
An agent should not receive more company information than the user or system identity is authorized to access.
Where Nura fits
Nura provides an MCP server that exposes source-backed company memory to compatible agents.
Agents can retrieve current decisions and context instead of relying only on public model knowledge or static prompts.
Questions about ai agents
01What is an AI-agent context layer?
It is a retrieval layer that gives agents relevant company-specific information when they need it.
02Does MCP automatically make an agent accurate?
No. MCP provides access to tools, while the quality of the retrieved context and the agent workflow still matter.
03Can an agent access restricted company data?
Nura retrieval is designed to respect connected identity permissions and workspace isolation.