pip install agent-governance-toolkit[full]

⭐ If this project helps you, please star it! It helps others discover the agent governance stack.

🔗 Part of the Agent Governance Ecosystem — Installs Agent OS · AgentMesh · Agent Runtime · Agent SRE

Migrating from ai-agent-compliance? The package has been renamed to agent-governance-toolkit. Run pip install agent-governance — the old name is deprecated and will redirect here for 6 months.

Architecture

┌─────────────────────────────────────────────────────────────────┐
│                      agent-governance                            │
│                  pip install agent-governance-toolkit[full]              │
├─────────────────────────────────────────────────────────────────┤
│                                                                 │
│   ┌───────────────────┐      ┌───────────────────────────┐     │
│   │   Agent OS Kernel │◄────►│   AgentMesh Platform      │     │
│   │                   │      │                           │     │
│   │  Policy Engine    │      │  Zero-Trust Identity      │     │
│   │  Capability Model │      │  Mutual TLS for Agents    │     │
│   │  Audit Logging    │      │  Encrypted Channels       │     │
│   │  Syscall Layer    │      │  Trust Scoring             │     │
│   └────────┬──────────┘      └─────────────┬─────────────┘     │
│            │                               │                   │
│            ▼                               ▼                   │
│   ┌───────────────────┐      ┌───────────────────────────┐     │
│   │ Agent Runtime     │      │   Agent SRE               │     │
│   │                   │      │                           │     │
│   │  Execution Rings  │      │  Health Monitoring        │     │
│   │  Resource Limits  │      │  SLO Enforcement          │     │
│   │  Runtime Sandboxing│     │  Incident Response        │     │
│   │  Kill Switch      │      │  Chaos Engineering        │     │
│   └───────────────────┘      └───────────────────────────┘     │
│                                                                 │
└─────────────────────────────────────────────────────────────────┘

Quick Start

import asyncio
from agent_os import StatelessKernel, ExecutionContext
from agentmesh import AgentIdentity

# Boot the governance kernel
kernel = StatelessKernel()
ctx = ExecutionContext(agent_id="my-agent", policies=["read_only"])

# Establish zero-trust agent identity
identity = AgentIdentity.create(
    name="my-agent",
    sponsor="alice@company.com",
    capabilities=["read:data", "write:reports"],
)

# Execute a governed action
async def main():
    result = await kernel.execute(
        action="database_query",
        params={"query": "SELECT * FROM users"},
        context=ctx,
    )
    print(f"Success: {result.success}, Data: {result.data}")

asyncio.run(main())

Compliance Grading

Check your governance coverage with a compliance grade:

from agent_compliance.verify import GovernanceVerifier

verifier = GovernanceVerifier()
attestation = verifier.verify()
print(f"Grade: {attestation.compliance_grade()}")  # A, B, C, D, or F
print(f"Coverage: {attestation.coverage_pct()}%")
print(attestation.badge_markdown())

Install only what you need:

# Core: kernel + trust mesh
pip install agent-governance-toolkit

# Full stack: adds runtime + SRE
pip install agent-governance-toolkit[full]

# À la carte
pip install agent-governance-toolkit[runtime]
pip install agent-governance-toolkit[sre]

Components

Star the ecosystem

Why a Unified Governance Stack?

Running AI agents in production without governance is like deploying microservices without TLS, RBAC, or monitoring. Each layer solves a different problem:

One install. Four layers of protection.

The meta-package ensures all components are version-compatible and properly integrated. No dependency conflicts, no version mismatches — just a single pip install to go from zero to production-grade agent governance.

The Agent Governance Ecosystem

agent-governance ─── The meta-package (you are here)
├── agent-os-kernel ─── Governance kernel
├── agentmesh-platform ─── Zero-trust mesh
├── agentmesh-runtime ─── Runtime supervisor (optional)
└── agent-sre ─── Reliability engineering (optional)

Each component works standalone, but they're designed to work together. The kernel enforces policy, the mesh secures communication, the runtime controls execution, and SRE keeps everything running.

Examples

See the examples/ directory for runnable demos:

# Quick start — boot the governance stack in 30 lines
python examples/quickstart.py

# Full stack — all 4 layers working together
python examples/governed_agent.py

Framework Integration

# LangChain
pip install langchain agent-governance

# CrewAI
pip install crewai agent-governance

# AutoGen
pip install pyautogen agent-governance

🗺️ Roadmap

🛡️ OWASP Agentic Top 10 Coverage

The agent governance stack covers 10 of 10 risks from the OWASP Top 10 for Agentic Applications (2026):

→ Full OWASP compliance mapping with code examples

📈 Traction

The ecosystem is growing — 3,000+ views, 9,400+ clones, and 1,278 unique developers in the last 14 days alone. Traffic from Medium, Reddit, LinkedIn, Google, and even ChatGPT.

→ See full traction report

Contributing

We welcome contributions! See our Contributing Guide for details.

For component-specific contributions, see:

• Agent OS
• AgentMesh
• Agent Runtime
• Agent SRE

License

MIT — see LICENSE for details.