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Governance SDK for AI Agents - Runtime policy enforcement, activity capture, and approval workflows

Project description

Agendex SDK

Resource-Level Governance for AI Agents - Dynamic task-scoped access control, parameter inspection, and tamper-evident audit trails.

What Makes Agendex Different

Traditional IAM Agendex
"Agent can use payment tool" "Agent doing vendor_payment task can call payments API if amount < $1000"
Static permissions Dynamic, task-scoped
No parameter inspection Full body/query inspection
Tool-level control Resource-level control

Installation

pip install agendex

With framework extras:

pip install agendex[langchain]   # LangChain integration
pip install agendex[crewai]      # CrewAI integration
pip install agendex[all]         # All integrations

Quick Start: Resource-Level Governance (~30 lines)

from agendex import AgendexClient, GovernedDBClient, GovernedS3Client, GovernedHTTPSession
from agendex.errors import DeniedError, PendingApprovalError

# 1. Create client (reads config from env vars)
client = AgendexClient()

# 2. Create governed resource clients
db = GovernedDBClient(client, task="monthly_report")
s3 = GovernedS3Client(client, task="monthly_report")
http = GovernedHTTPSession(client, task="monthly_report")

# 3. Use in your tools - governance happens automatically
def fetch_revenue(month: str) -> str:
    try:
        result = db.query("monthly_revenue", {"month": month})
        return json.dumps(result.get("rows", []))
    except DeniedError as e:
        return f"[DENIED] {e.reason}"
    except PendingApprovalError as e:
        return f"[APPROVAL REQUIRED] ID: {e.approval_id}"

def initiate_payment(amount: float, vendor: str) -> str:
    try:
        result = http.post(
            "https://payments.api/v1/pay",
            json={"amount": amount, "vendor": vendor}
        )
        return json.dumps(result)
    except DeniedError as e:
        return f"[DENIED] {e.reason}"  # e.g., "amount > 5000"

Environment Variables

Variable Description Default
AGENDEX_URL Proxy URL http://localhost:8000
AGENDEX_AGENT_ID Agent identifier required
AGENDEX_TOKEN Bearer token required

How It Works

+-----------------------------------------------------------------+
|  Agent Process                                                   |
|                                                                  |
|  Tool: fetch_revenue("2025-01")                                  |
|         |                                                        |
|         v                                                        |
|  GovernedDBClient.query("monthly_revenue", {month: "2025-01"})   |
|         |                                                        |
+---------+--------------------------------------------------------+
          |
          v
+-----------------------------------------------------------------+
|  Agendex Proxy                                                   |
|                                                                  |
|  /evaluate: {                                                    |
|    action: "db.query.run",                                       |
|    params: {query_id: "monthly_revenue"},                        |
|    task: "monthly_report"                                        |
|  }                                                               |
|         |                                                        |
|         v                                                        |
|  Policy: Allow db.query.run IF query_id=monthly_revenue          |
|          AND task IN [monthly_report, demo]                      |
|         |                                                        |
|         v                                                        |
|  /invoke -> DBQueryAdapter -> SQLite -> rows                     |
|                                                                  |
+-----------------------------------------------------------------+

Policy Examples

agents:
  finance_bot:
    allow:
      # DB: Only specific queries, scoped by task
      - action: "db.query.run"
        resources:
          - type: db_query
            query_id: "monthly_revenue"
        tasks: ["monthly_report", "demo"]

      # S3: Only specific buckets/prefixes
      - action: "s3.reports.fetch"
        resources:
          - type: s3
            bucket: "reports-bucket"
            key_prefix: "monthly/"

      # HTTP: Parameter-aware decisions
      - action: "http.service.call"
        condition: "body.amount < 1000"

      - action: "http.service.call"
        condition: "1000 <= body.amount <= 5000"
        require_approval: true

      # CRM: Scoped to lookup only
      - action: "crm.lookup"
        tasks: ["support"]

    deny:
      - action: "http.service.call"
        condition: "body.amount > 5000"

Resource Clients

Client Action What It Governs
GovernedDBClient db.query.run Query ID, parameters
GovernedS3Client s3.reports.fetch Bucket, key prefix
GovernedHTTPSession http.service.call Domain, path, method, body
GovernedCRMClient crm.lookup, crm.update Account ID, status changes
GovernedTool any custom action Arbitrary params

GovernedTool: Custom Actions

For actions that don't fit a built-in client, use GovernedTool:

from agendex import GovernedTool

# Wrap any action
slack = GovernedTool(client, action="slack.post", task="alerts")
slack.invoke(channel="#ops", message="System alert!")

# Or call it directly
email = GovernedTool(client, action="email.send", task="notifications")
email(to="admin@co.com", subject="Report ready")

Configuration

Override default action names globally:

from agendex import configure_actions

configure_actions(
    db_query="database.execute",    # db.query -> database.execute
    http_request="api.call",        # http.request -> api.call
    crm_lookup="salesforce.lookup", # crm.lookup -> salesforce.lookup
)

Integration Overhead

~31 lines to add Agendex to an existing agent:

  • 2 lines: imports
  • 3 lines: config
  • 3 lines: tool signatures
  • 18 lines: error handling (6 per tool)
  • 5 lines: initialization

Documentation

License

MIT

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