AISentinel Python SDK for AI governance and security
Project description
AISentinel Python SDK
The official Python SDK for AISentinel - zero-latency governance for AI agents.
Features
- Preflight Checks: Validate agent actions before execution
- Offline Support: Continue operating when network connectivity is lost
- Local Caching: Cache decisions and rulepacks for improved performance
- Multi-tenant: Support for multiple organizations and environments
- Thread-safe: Designed for concurrent agent deployments
- Embedded Database: SQLite-based storage for audit logs and metrics
Installation
pip install aisentinel-sdk
Quick Start
from aisentinel import Governor
# Initialize the governor
governor = Governor(
base_url="https://aisentinel.fly.dev",
token="your-api-token"
)
# Check if an action is allowed
candidate = {
"tool": "web_search",
"args": {"query": "python tutorials"}
}
state = {"user_id": "user123", "session_id": "sess456"}
decision = governor.preflight(candidate, state)
if decision["allowed"]:
# Execute your tool
result = perform_web_search(candidate["args"]["query"])
print(f"Search results: {result}")
else:
print(f"Blocked: {decision['reasons']}")
Advanced Usage
Offline Mode
The SDK automatically handles network interruptions and queues operations for later execution:
# The governor automatically detects connectivity and handles offline scenarios
governor = Governor(token="your-token")
# If offline, decisions are cached or deferred
decision = governor.preflight(candidate, state)
Multi-tenant Support
# Configure multiple tenants
governor = Governor(token="default-token")
# Use tenant-specific tokens
decision = governor.preflight(candidate, state, tenant_id="tenant-123")
Rulepack Management
# Fetch and cache rulepacks
rulepack = governor.fetch_rulepack("security-rules", version="1.2.0")
print(f"Rulepack version: {rulepack['version']}")
Guarded Execution
# Automatically execute allowed actions, return alternatives for blocked ones
def search_web(query):
return {"results": ["result1", "result2"]}
result = governor.guarded_execute(
search_web,
{"tool": "web_search", "args": {"query": "python"}},
{"user_id": "user123"}
)
if "error" in result:
print(f"Action blocked: {result['error']}")
else:
print(f"Results: {result}")
Configuration
Configure the SDK via environment variables, config files, or programmatically:
# Environment variables
export AISENTINEL_BASE_URL="https://aisentinel.fly.dev"
export AISENTINEL_TOKEN="your-token"
export AISENTINEL_CACHE_TTL_SECONDS="600"
# Programmatic configuration
from aisentinel import Governor, SDKConfig
config = SDKConfig.load(
overrides={
"base_url": "https://aisentinel.fly.dev",
"token": "your-token",
"offline_mode_enabled": True
}
)
governor = Governor(config=config)
Config File
Create a aisentinel.json file:
{
"base_url": "https://aisentinel.fly.dev",
"token": "your-token",
"cache_ttl_seconds": 300,
"offline_mode_enabled": true,
"tenants": {
"tenant-1": {
"token": "tenant-specific-token"
}
}
}
Integration Examples
LangChain Integration
from langchain.tools import Tool
from aisentinel import Governor
governor = Governor(token="your-token")
def guarded_web_search(query: str) -> str:
candidate = {"tool": "web_search", "args": {"query": query}}
state = {"user_id": "agent123"}
decision = governor.preflight(candidate, state)
if not decision["allowed"]:
return f"Search blocked: {decision['reasons'][0]}"
# Perform actual search
return perform_search(query)
search_tool = Tool(
name="WebSearch",
description="Search the web for information",
func=guarded_web_search
)
CrewAI Integration
from crewai import Agent, Task
from aisentinel import Governor
governor = Governor(token="your-token")
class GovernedAgent(Agent):
def __init__(self, **kwargs):
super().__init__(**kwargs)
self.governor = governor
def execute_task(self, task: Task):
# Check if task execution is allowed
candidate = {
"tool": "agent_execution",
"args": {"task": task.description}
}
state = {"agent_id": self.id}
decision = self.governor.preflight(candidate, state)
if not decision["allowed"]:
raise ValueError(f"Task execution blocked: {decision['reasons']}")
return super().execute_task(task)
API Reference
Governor
The main SDK class for AISentinel governance.
Methods
preflight(candidate, state, tenant_id=None)- Check if an action is allowedguarded_execute(func, candidate, state, tenant_id=None)- Execute function if allowedfetch_rulepack(rulepack_id, version=None)- Fetch rulepack with cachingget_cache_metrics()- Get cache performance metrics
SDKConfig
Configuration management for the SDK.
Methods
SDKConfig.load(file_path=None, env_prefix="AISENTINEL_", overrides=None)- Load configuration
Development
# Clone the repository
git clone https://github.com/aisentinel/aisentinel-python-sdk.git
cd aisentinel-python-sdk
# Install development dependencies
pip install -e ".[dev]"
# Run tests
pytest
# Run linting
black aisentinel/
isort aisentinel/
mypy aisentinel/
Contributing
We welcome contributions! Please see our Contributing Guide for details.
License
This project is licensed under the MIT License - see the LICENSE file for details.
Support
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