z3rno 0.8.0

Python SDK for Z3rno — AI agent memory database.

z3rno (Python SDK)

Python SDK for Z3rno -- thin HTTP client for the Z3rno memory API.

Installation

pip install z3rno

Quickstart

from z3rno import Z3rnoClient

client = Z3rnoClient(base_url="https://api.z3rno.dev", api_key="z3rno_sk_...")
memory = client.store(agent_id="agent-1", content="User prefers dark mode", memory_type="semantic")
results = client.recall(agent_id="agent-1", query="What does the user prefer?", top_k=5)
client.forget(memory_id=memory.id)

Async Usage

from z3rno import AsyncZ3rnoClient

async def main():
    async with AsyncZ3rnoClient(base_url="https://api.z3rno.dev", api_key="z3rno_sk_...") as client:
        memory = await client.store(agent_id="agent-1", content="User prefers dark mode")
        results = await client.recall(agent_id="agent-1", query="preferences")
        await client.forget(memory_id=memory.id)

Methods

Method	Description
store(...)	Store a new memory with optional type, metadata, relationships, TTL, and importance
recall(...)	Recall memories by semantic similarity query
forget(...)	Soft-delete a memory by ID
audit(...)	Query the audit trail with optional filters and pagination

All methods are available on both Z3rnoClient (sync) and AsyncZ3rnoClient (async).

Features

• Thin HTTP client -- only httpx, pydantic, and tenacity at runtime. No database drivers.
• Typed errors -- Z3rnoRateLimitError, Z3rnoAuthenticationError, Z3rnoValidationError, each mapping to a specific HTTP status.
• Automatic retries -- exponential backoff on connection errors and 5xx responses. Retry-After honored on 429.
• Context manager support -- use with / async with for automatic cleanup.

Framework Integrations

Each is a separate package that depends on z3rno:

• z3rno-langchain -- LangChain BaseMemory + BaseRetriever adapter
• z3rno-crewai -- CrewAI memory provider
• z3rno-openai -- OpenAI Agents SDK function tools

For Anthropic Claude, see the z3rno-mcp Model Context Protocol server.

For a detailed step-by-step setup, see QUICKSTART.md.

API Documentation

Full API reference: astron-bb4261fd.mintlify.app/sdk/python

Development

uv sync --dev
uv run ruff check .
uv run mypy .
uv run pytest

See CONTRIBUTING.md for the full workflow.

License

Apache 2.0 -- see LICENSE.