Docs/Adapters

Adapters

Drop-in replacements for popular AI SDKs. Change your import, keep your code. Every adapter adds cryptographic signing, policy enforcement, and audit logging automatically.

3-Line Integration

Before
from openai import OpenAI

client = OpenAI()
response = client.chat.completions.create(
    model="gpt-4",
    messages=[{"role": "user", "content": "Hello"}]
)
After
from macaw_adapters.openai import SecureOpenAI

client = SecureOpenAI(app_name="my-app")
response = client.chat.completions.create(
    model="gpt-4",  # Policy may override
    messages=[{"role": "user", "content": "Hello"}]
)

Security Features (All Adapters)

Cryptographic Signing

Every request signed with agent's private key

MAPL Policy Enforcement

User-specific model, token, and tool limits

Signed Audit Logging

Tamper-evident records of every operation

Multi-Tenant Isolation

Per-tenant keys and policy boundaries


Feature Matrix

FeatureSecureOpenAISecureAnthropicSecureLangChainSecurePydanticAISecureMCPExternal MCPSecureLiteLLM
Chat Completions✓✓✓✓——✓
Streaming✓✓✓✓——✓
Function/Tool Calling✓✓✓✓✓✓✓
Structured Outputs✓——✓———
Agents——✓✓———
MCP Tools———✓✓✓—
MCP Resources————✓——
Inline Gateway—————✓—
Multi-user bind_to_user✓✓—✓—✓✓
100+ Providers——————✓

Available Adapters