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Agent tools & approvals

An agent is only as dangerous as what it can touch. In Pradra Studio, everything an agent can touch is an agent tool — registered by an administrator, granted per capability, and classified by how much damage it could do. The riskiest class always requires a human signature.

The tool registry

Tools are registered at the organization level, each with a declared input and output contract (validated like any capability contract). A tool can be backed by:

  • A capability — the agent asks one of your deployed models a question.
  • A platform action — e.g. dataset statistics, or triggering a connector sync (credentials never pass through the agent).
  • A plugin — custom logic registered through the plugin system.

Side-effect levels

Every tool declares what it does to the world, and the level dictates the control:

LevelMeaningControl
read_onlyLooks, never touches.Allowed freely (if granted).
reversible_writeChanges something undo-able.Requires the capability's explicit opt-in.
consequentialChanges the real world.Always parks for human approval. No configuration disables this.

The grant model

Registering a tool does not expose it to anyone. Each agent capability holds an allowlist of grants; a tool that isn't granted is invisible to that agent — an attempt to call it answers exactly like a tool that doesn't exist. Every call is also checked against the caller's own permissions: an agent never has more authority than the person or token that started the run.

The approval queue

When an agent reaches a consequential call, the run parks and the call appears in the Agent approvals queue:

  1. Go to Agent approvals in the sidebar — every pending call in the workspace, with the agent, the tool, and the exact arguments it wants to use.
  2. Open the run's trace to see how the agent got there.
  3. Approve or reject. On approval, the exact parked call is re-checked from scratch — including your permission to approve it — and then executed. A rejection is fed back to the agent as an observation.

Nothing about the parked call can be edited between park and approval; what you approved is what runs.

Working with the registry in the Studio

  1. Go to Agent tools in the sidebar (admin permission required) to register and manage tools: type, contract, side-effect level.
  2. Grant tools to a specific agent from that capability's Tools tab.
  3. Watch usage in agent run traces — every call, allowed or refused, is recorded.

Next

  • The loop that uses these tools: Agents.