Give the agent the right way to work.
Tools give an agent something it can do. Skills explain how to do the work well. We configure both around its role, with Memrain keeping the context available between runs.
Illustrative setup
Our research agent needs web access and project memory, but it should not send messages or edit customer records.
Its environment exposes the approved research tools, source-scoped memory access and research skills. Sending and record-editing tools stay outside that role’s configuration.
Illustrative scenario, not a live product result.Connect the systems the task needs
We map the workflow to the available applications, APIs, files and MCP tools. The selected agent environment holds those connections. We configure the permitted operations with the controls each tool supports, verify authentication and keep credentials out of prompts and saved knowledge. Missing access is resolved before relying on the workflow.
Assign reusable methods
We select skills for the agent’s task and adapt instructions where the workflow needs a specific method. A skill defines when to run, which inputs to use, the steps to follow and the output to produce. Examples and checks help keep that method consistent when the person, project or source material changes.
Connect memory deliberately
Each Memrain connection has a write destination and readable source set. We verify those grants, decide which results should be retained and configure applicable usage limits. The agent can retrieve earlier decisions without receiving every source in the organization. Approval rules for sending, publishing or changing another system belong in the surrounding workflow.
Keep the context. Move the work forward.
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