Build with ACGP

Ready to implement ACGP in your agent systems? This section provides everything you need to build production-ready governed agents.

---

Choose Your Implementation Level

ACGP offers three conformance tiers to match your needs:

• Minimal Conformance

  ---

  Perfect for: Development, testing, batch jobs

  Time to implement: 2-4 hours

  What you get: - Basic OK/BLOCK interventions - YAML policy configuration - Essential governance features

  Start with Minimal

• Standard Conformance

  ---

  Perfect for: Production apps, customer-facing systems

  Time to implement: 1-2 days

  What you get: - Full 5-level intervention system - Governance contracts with SLAs - Audit logging and compliance - Framework integrations

  Go to Standard

• Complete Conformance

  ---

  Perfect for: Mission-critical systems, regulated industries

  Time to implement: 1-2 weeks

  What you get: - Cryptographic proofs - Distributed consensus - HSM integration - Advanced security features

  View Complete

Compare all conformance levels

---

Implementation Guides

Step-by-step guides for implementing ACGP:

Quick Start

• Zero-Config with @guard - Get started in minutes with decorator-based governance

Conformance Levels

• Minimal Conformance - Core governance features
• Standard Conformance - Production-ready implementation
• Complete Conformance - Mission-critical systems

Advanced Topics

• Governance Contracts - Implement ACGP 1.1 governance contracts
• Security Hardening - Secure your governance implementation
• Performance Tuning - Optimize for your latency requirements
• Troubleshooting - Common issues and solutions

---

Framework Integrations

ACGP integrates with popular agent frameworks:

Supported Frameworks

• LangChain

  ---

  Add governance to LangChain agents with native integration.

  LangChain Guide

• LangGraph

  ---

  Govern multi-agent LangGraph workflows.

  LangGraph Guide

• AGNO

  ---

  Integrate ACGP with AGNO agent framework.

  AGNO Guide

• CrewAI

  ---

  Govern CrewAI multi-agent systems.

  CrewAI Guide

• Autogen

  ---

  Add governance to Microsoft Autogen agents.

  Autogen Guide

• :simple-microsoft: Microsoft Agent Framework

  ---

  Integrate with Microsoft's agent framework.

  MS Agents Guide

Protocol Integrations

• MCP Integration - Model Context Protocol support
• A2A Integration - Agent-to-Agent communication
• Custom Protocols - Build your own integrations

View all integrations

---

Development Workflow

Typical ACGP implementation workflow:

graph LR
    A[Assess Agent Risk] --> B[Choose ACL Tier]
    B --> C[Select Conformance Level]
    C --> D[Implement Governance]
    D --> E[Configure Blueprints]
    E --> F[Test & Validate]
    F --> G[Deploy]
    G --> H[Monitor & Tune]

1. Assess - Evaluate your agent's risk profile
2. Choose - Select appropriate ACL tier and conformance level
3. Implement - Follow implementation guide for your tier
4. Configure - Set up governance policies and blueprints
5. Test - Validate governance behavior
6. Deploy - Roll out to production
7. Monitor - Track interventions and tune policies

---

Quick Links

• Code Examples

  ---

  See working implementations for each conformance level.

  View Examples

• API Reference

  ---

  Complete API documentation and schemas.

  API Docs

• Get Help

  ---

  Join our community for support and discussions.

  Community

---

Next Steps

1. Choose your conformance level based on your requirements
2. Follow the implementation guide for your chosen tier
3. Integrate with your framework using our integration guides
4. Test thoroughly before deploying to production
5. Monitor and tune based on real-world behavior

Need help deciding? Check out our Conformance Comparison or ask in Discord.