pkg/hanzoai/cloud goes +2186 -2126 ~175: 1700 paths / 2354 operations / 2186 schemas, 182 api modules and 2172 model modules, against the 239/1116 it carried from hanzo.yaml. The document is hanzoai/cloud's own emission now, pinned in a new .spec-lock by commit and sha256, and generate.py reaches it by value — --skip-validate-spec means the 1012 missing-`responses` errors no longer write zero files, so a client can be cut from the authority instead of a projection of it. Two renamings come with that, and both are the fix rather than the damage. IAM's types are namespace-qualified (iam.Role, iam.Application, 95 of them) because a bare `Role` was two unrelated shapes wearing one name. And the <svc>_ prefix is gone from every operationId, so every generated method lost it. The prefix is what broke the examples, and the gate saw only two thirds of it. Four flows failed on their imports; `money` and `tools` PASSED while every call in them named a method that no longer existed — an import resolves the names in the `from … import` line and a method is looked up at call time. All five flows now name operations that exist, checked by resolving each one as an attribute, and hanzo.yml records that ceiling so the next reader does not trust the gate for more than it says. `chat` is removed, which is a measurement and not a preference: cloud declares POST /v1/chat/completions with no requestBody and no responses at all, so the generated method takes no body and returns None — the one call a chat example exists to make cannot be expressed. Inventing the type, or hand-rolling the HTTP inside a generated client, is the drift these SDKs exist to prevent; js-sdk dropped its own chat flow at 2.0.7 for exactly this. It returns the release cloud gives that route a body. Two smoke assertions were already red before this regeneration and are now true again: they pinned AIApi/APIKeysApi/MCPApi and AdminApi.plugin_admin_*, names from the retired lineage. The surface is all still there under AiApi/KeysApi/ McpApi and AdminApi.admin_plugins. tests/test_zap_transport.py still errors, exactly as it did before: it imports `Hanzo` from hanzoai, which the hand-written package does not define. That is not this document's business and is untouched. Minor rather than patch: every generated method changed name. Co-authored-by: Hanzo Dev <[email protected]>
Hanzo Python SDK
The flagship Python SDK for the Open AI Cloud — models, agents, tools, memory, and MCP in one install.
This is the most complete Hanzo SDK — a uv workspace of 60+ composable packages
covering the full AI surface: the typed cloud client, an agent framework, the
Model Context Protocol server and tools, persistent memory + RAG, distributed
compute, and a batteries-included CLI. If you build AI in Python, start here.
Install
pip install hanzoai # the typed cloud API client
pip install hanzo # orchestration helpers, agents, MCP
pip install "hanzo[all]" # everything, including optional extras
The hanzo command is not a Python package — it is a native binary:
curl -fsSL https://hanzo.sh | sh
hanzo auth login
Quickstart
from hanzoai import ApiClient, Configuration, AiOpenAICompatibleApi
from hanzoai import AiChatCompletionRequest, AiChatMessage
config = Configuration(host="https://api.hanzo.ai", access_token="sk-...")
with ApiClient(config) as client:
ai = AiOpenAICompatibleApi(client)
resp = ai.ai_create_chat_completion(
AiChatCompletionRequest(
model="zen5-coder",
messages=[AiChatMessage(role="user", content="Ship it.")],
)
)
print(resp.choices[0].message.content)
Every route is https://api.hanzo.ai/v1/<service>/*. Models come from the Zen
family (our own models) plus any provider you connect — one typed client, no proxy
in the middle.
Examples — the six canonical flows
examples/ carries one directory per flow. These are the same six in every
Hanzo SDK, so a reader who knows one language's set can navigate another's.
| flow | what it does | routes |
|---|---|---|
hello |
identity — prove the key works | GET /v1/bot/auth/me |
chat |
one completion | POST /v1/chat/completions |
money |
balance + usage | GET /v1/billing/balance, GET /v1/billing/usage |
store |
KV round-trip | POST /v1/kv, GET/DELETE /v1/kv/{name} |
agent |
create + run + read | POST /v1/agents, POST /v1/agents/{ref}/run, GET /v1/agents/{ref}/runs |
tools |
tool catalog | GET /v1/tools |
Each reads HANZO_API_KEY from the environment and talks to
https://api.hanzo.ai unless HANZO_BASE_URL says otherwise:
export HANZO_API_KEY=hk-...
uv run python -m examples.hello
They import from hanzoai.cloud — the client generated from
https://api.hanzo.ai/v1/openapi.json, which is where new work goes.
examples/client.py is the single place a base URL or an env var is resolved.
CI imports all six on every push, which is what keeps them from rotting into
pseudocode.
Packages
The workspace splits cleanly by concern. The headline packages:
| Package | Purpose |
|---|---|
hanzoai |
Typed cloud API client (generated from the Hanzo OpenAPI surface). |
hanzo |
Orchestration helpers and the older Python CLI (console script hanzo-py). |
hanzo-mcp |
Model Context Protocol server — discovers tools via entry points. |
hanzo-agents / hanzo-agent |
Agent framework — build and orchestrate agents and swarms. |
hanzo-network |
Distributed AI compute and node orchestration. |
hanzo-memory |
Persistent memory + RAG (SQLite, optional vector backends). |
hanzo-tools-* |
60+ single-concern tool packages (shell, browser, fs, code, vector, iam, …), each exposing a TOOLS list. |
python-sdk/
└── pkg/
├── hanzoai/ # typed cloud client (OpenAPI-generated)
├── hanzo/ # orchestration helpers + legacy Python CLI
├── hanzo-mcp/ # MCP server (entry-point tool discovery)
├── hanzo-agents/ # agent framework
├── hanzo-network/ # distributed compute
├── hanzo-memory/ # memory + RAG
└── hanzo-tools-*/ # composable tool packages
CLI
The Hanzo CLI is a native binary, not a Python package:
curl -fsSL https://hanzo.sh | sh
hanzo auth login
hanzo models list
hanzo "fix the failing test"
It carries one command group per Hanzo Cloud product, generated from the same
contract this SDK is generated from. hanzo --help prints the tree.
pip install hanzo still ships the older Python CLI as hanzo-py. It is
named that way on purpose: two programs called hanzo on one PATH is how
hanzo login came to mean different things to different people.
Model Context Protocol (hanzo-mcp)
hanzo-mcp hosts the MCP server and discovers tools through
[project.entry-points."hanzo.tools"], so any installed hanzo-tools-* package
lights up automatically.
from hanzo_mcp import create_mcp_server
server = create_mcp_server()
server.register_tool(my_tool)
server.start()
Agents (hanzo-agents)
from hanzo_agents import Agent, Swarm
agent = Agent(
name="researcher",
model="zen5-coder",
instructions="You are a research assistant.",
)
swarm = Swarm([agent])
result = await swarm.run("Research quantum computing.")
Network (hanzo-network)
from hanzo_network import LocalComputeNode, DistributedNetwork
node = LocalComputeNode(node_id="node-001")
network = DistributedNetwork()
network.register_node(node)
Memory (hanzo-memory)
Persistent memory and RAG backed by SQLite, with optional vector search
(sqlite-vec, lancedb, kuzu). Global state lives in ~/.hanzo/; per-project
state in .hanzo/.
from hanzo_memory import MemoryService
memory = MemoryService()
await memory.store("key", "value")
result = await memory.retrieve("key")
Development
This is a uv workspace.
git clone https://github.com/hanzoai/python-sdk.git
cd python-sdk
uv sync --all-packages # install the whole workspace
uv run pytest tests/ -v # run tests
make lint # ruff lint
make format # ruff format
make type-check # mypy / pyright
Per-package work:
uv run pytest pkg/hanzo-mcp -v
cd pkg/hanzo && uv build
Configuration
HANZO_API_KEY=your-api-key
HANZO_BASE_URL=https://api.hanzo.ai
HANZO_LOG_LEVEL=INFO
Or ~/.hanzo/config.yaml:
api:
key: your-api-key
base_url: https://api.hanzo.ai
logging:
level: INFO
Security
- Transport is TLS 1.3+. Secrets belong in a KMS, never in source or plaintext.
- SOC 2 audit in progress; HIPAA BAA available.
Report vulnerabilities to [email protected]. See SECURITY.md.
Contributing
Contributions welcome — see CONTRIBUTING.md. Use type hints,
add tests for new behavior, and run make lint before opening a PR.
License
Apache License 2.0 — see LICENSE.
Support
- Docs: docs.hanzo.ai
- Issues: github.com/hanzoai/python-sdk/issues
- Email: [email protected]
Hanzo — the Open AI Cloud
Open source · every language · on-chain settlement. hanzo.ai · docs.hanzo.ai
SDKs in every language — Python (flagship) · TypeScript · Go · Rust · C++ · Swift · Kotlin · umbrella