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agentmesh-openai-agents-trust

Trust & governance layer for the OpenAI Agents SDK. Adds policy enforcement, trust-gated handoffs, and tamper-evident audit trails using native SDK guardrails and hooks.

Built by AgentMesh — the open-source trust layer for multi-agent systems. Similar integrations merged into Dify (65K ⭐), LlamaIndex (47K ⭐), and Microsoft Agent-Lightning (15K ⭐).

Install

pip install agentmesh-openai-agents-trust

Quick Start

from agents import Agent, Runner
from openai_agents_trust import (
    trust_input_guardrail,
    policy_input_guardrail,
    GovernanceHooks,
    TrustGuardrailConfig,
    PolicyGuardrailConfig,
    TrustScorer,
    GovernancePolicy,
    AuditLog,
)

# Shared governance state
scorer = TrustScorer()
audit = AuditLog()
policy = GovernancePolicy(
    name="production",
    max_tool_calls=20,
    blocked_patterns=[r"DROP TABLE", r"rm -rf", r"eval\("],
    min_trust_score=0.7,
)

# Create guardrails
trust_config = TrustGuardrailConfig(scorer=scorer, min_score=0.7, audit_log=audit)
policy_config = PolicyGuardrailConfig(policy=policy, audit_log=audit)

# Attach to agents
agent = Agent(
    name="researcher",
    instructions="You are a research assistant.",
    input_guardrails=[
        trust_input_guardrail(trust_config),
        policy_input_guardrail(policy_config),
    ],
)

# Run with governance hooks
result = await Runner.run(
    agent,
    input="Analyze this data",
    run_config=RunConfig(hooks=GovernanceHooks(policy=policy, scorer=scorer, audit_log=audit)),
)

# Verify audit integrity
print(f"Audit entries: {len(audit)}")
print(f"Chain valid: {audit.verify_chain()}")

Trust-Gated Handoffs

from openai_agents_trust import trust_gated_handoff

billing_agent = Agent(name="billing", instructions="Handle billing.")
support_agent = Agent(name="support", instructions="Handle support.")

triage = Agent(
    name="triage",
    handoffs=[
        trust_gated_handoff(billing_agent, scorer=scorer, min_score=0.8),
        trust_gated_handoff(support_agent, scorer=scorer, min_score=0.6),
    ],
)

Features

Feature SDK Hook Description
Trust Guardrail InputGuardrail Blocks agents below trust threshold
Policy Guardrail InputGuardrail Enforces blocked patterns, tool limits
Content Guardrail OutputGuardrail Validates output against policies
Governance Hooks RunHooksBase Tracks tools, audits handoffs, scores trust
Trust-Gated Handoff is_enabled Disables handoffs to untrusted agents
hash-chain Audit Tamper-evident chain of all decisions

License

MIT

Release files for agentmesh_openai_agents_trust 3.6.0

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