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Enforcement gates for AI agents — five lines, in-process, just Postgres

Project description

Code Atelier Governance SDK

Enforcement gates for AI agents — in-process, just Postgres.

tests PyPI

Most LLM tools tell you what your agent did, after the fact. Code Atelier Governance gates decisions before the LLM call fires. Budget caps, scope checks, human-in-the-loop approvals, loop detection, behavioral contracts, and a tamper-evident audit trail — all from one pip install, all writing to the Postgres your application already has.

from codeatelier_governance import GovernanceSDK, ScopePolicy, BudgetPolicy, AuditEvent
import uuid

async with GovernanceSDK(database_url="postgresql://...") as sdk:
    sdk.scope.register(ScopePolicy(
        agent_id="billing-agent",
        allowed_tools=frozenset({"read_invoice", "send_email"}),
    ))
    sdk.cost.register(BudgetPolicy(
        agent_id="billing-agent", per_session_usd=5.00,
    ))

    await sdk.scope.check("billing-agent", tool="read_invoice")       # PASS
    await sdk.cost.check_or_raise("billing-agent", session_id)        # PASS or BudgetExceeded
    await sdk.audit.log(AuditEvent(
        agent_id="billing-agent", kind="invoice.read", session_id=session_id,
    ))

Sync support (Flask / Django)

from codeatelier_governance import GovernanceSDKSync

with GovernanceSDKSync(database_url="postgresql://...") as sdk:
    sdk.scope.check("my-agent", tool="send_email")
    sdk.cost.check_or_raise("my-agent", session_id)

Install

pip install code-atelier-governance                      # core SDK
pip install "code-atelier-governance[console]"            # + governance console GUI
pip install "code-atelier-governance[openai]"             # + OpenAI wrapper
pip install "code-atelier-governance[anthropic]"          # + Anthropic wrapper
pip install "code-atelier-governance[langchain]"          # + LangChain handler
pip install "code-atelier-governance[otel]"               # + OpenTelemetry export

Setup

# Apply DDL to your Postgres
governance migrate --database-url postgresql://user:pass@host/db

# Create a console user
governance console add-user --username admin --role admin

Eight enforcement modules

Module What it does
Audit HMAC-chained, append-only, tamper-evident event log with step-level provenance and chain fork detection
Scope Whitelist tools and APIs per agent. Hidden tools removed from agent context. Default deny.
Cost Token + USD caps per session/day. Session time limits. Built-in pricing for 25+ models. Combined budget query for low-latency enforcement.
Gates Human-in-the-loop approval with HMAC-signed single-use tokens. Self-approval prevention (fail-closed).
Loop Detection Sliding window detection of repeated tool calls. Auto-halt runaway agents.
Presence Live/idle/unresponsive/halted agent heartbeat tracking with operator identity.
Contracts Pre/post conditions on tool calls. Built-in checks: hitl_approved, budget_available, scope_allowed.
Compliance Auto-generate EU AI Act Article 12 reports from the audit trail

Framework adapters

# OpenAI — 1 line (async and sync clients supported)
from codeatelier_governance.integrations.openai_wrap import wrap_openai
client = wrap_openai(AsyncOpenAI(), sdk=sdk, agent_id="my-agent")

# Anthropic — 1 line
from codeatelier_governance.integrations.anthropic_wrap import wrap_anthropic
client = wrap_anthropic(AsyncAnthropic(), sdk=sdk, agent_id="my-agent")

# LangChain — 1 line
from codeatelier_governance.integrations.langchain_handler import GovernanceCallbackHandler
handler = GovernanceCallbackHandler(sdk=sdk, agent_id="my-agent", enforce=True)

Governance Console

A web dashboard with real-time SSE event streaming, agent topology view, HITL approval queue, cost monitoring, and chain verification. Ships as a FastAPI backend + Next.js frontend.

# Start the console backend
GOVERNANCE_DATABASE_URL=postgresql://... python -m codeatelier_governance.console

# Start the frontend (dev)
cd console && npm run dev

CLI

governance migrate     # Apply DDL to Postgres
governance verify      # Walk HMAC chain, exit 0 (clean) or 1 (tampered)
governance tail        # Live-follow audit events
governance budget      # Show cost snapshot for an agent
governance report      # Generate EU AI Act Article 12 compliance report
governance console     # User management (add-user, list-users, disable-user, reset-password)

Performance

  • Shared connection pool: single engine, ~15 connections per SDK instance
  • Concurrent audit writes: pre-call audit backgrounded, post-call ops parallelized
  • Combined budget query: session + daily counters in one DB round-trip
  • Serverless ready: policies loaded on start(), no 30s cold-start gap

Resilience contract

Observation surfaces never break the host call. sdk.audit.log(), sdk.cost.track(), and sdk.gates.request() log a warning and continue if storage is unreachable. Graceful JSONL fallback on read-only filesystems.

Enforcement surfaces fail closed by default. sdk.cost.check_or_raise(), sdk.scope.check(), and sdk.gates.wait_for() raise by contract. On storage failure, the cost gate denies the call rather than allowing it.

Just Postgres

The only infrastructure dependency is a Postgres connection string. No ClickHouse, no Redis, no Kafka, no sidecar, no background worker. We use the database your application already has.

Security

  • HMAC-SHA256 chain on every audit event (tamper-evident, fork-detecting)
  • Self-approval prevention on HITL gates (fail-closed)
  • 13-point security checklist on every feature
  • PBKDF2-HMAC-SHA256 password hashing (600k iterations)
  • Pydantic strict models with size caps throughout
  • Login rate limiting (5 attempts/IP/60s)
  • Constant-time token comparison
  • All SQL parameterized (zero injection vectors)
  • Error messages sanitized (no DB URLs, SQL, or internal paths leak)
  • Weak audit secret detection (entropy check)

Standards alignment

  • EU AI Act Article 12 (binding 2026-08-02) — automatic event logging with tamper-evidence
  • NIST CAISI AI Agent Standards (Feb 2026) — audit reconstructability
  • OWASP Top 10 for Agentic Applications 2026 — scope enforcement, least-agency
  • SOC 2 Type II — append-only, immutable logging patterns

Documentation

Full documentation, quickstart guide, API reference, and concepts:

codeatelier.tech/governance

License

MIT

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