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Pikarc sits between your agent code and the models/tools it calls. Every model call and tool call passes through Pikarc, which makes an ALLOW or DENY decision based on your configured guardrails.

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Core Concepts

Workspace

Your tenant boundary. Owns runs, API keys, budgets, and the kill switch. One workspace per account.

Run

A single agent execution. Contains an ordered list of Steps. Status progresses from RUNNING to COMPLETED, FAILED, or BLOCKED.

Step

One action within a run. Types include MODEL_CALL, TOOL_CALL, INPUT, OUTPUT, REASONING, and SYSTEM. Each step gets a Decision.

Decision

ALLOW or DENY, evaluated at run start and before each step. Includes the deny reason and which rules were evaluated.

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How It Works

  1. Your agent starts a run via the SDK
  2. Before each model call or tool call, Pikarc evaluates guardrails
  3. If all checks pass → ALLOW — the call proceeds
  4. If any check fails → DENY — PikarcBlockedError is raised
  5. Token usage and costs are tracked automatically
  6. The run ends, and everything is visible in the dashboard

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What Gets Checked

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Next Steps

Quickstart

Install the SDK and wrap your first model call in 5 minutes.

SDK Reference

Full SDK API: client, guarded runs, error handling.

API Reference

REST API endpoints for runs, workspace, usage, and more.

Guardrails Guide

How the decision engine evaluates rules and denies requests.