Python SDK for DAF (Declarative Agentic Framework) — thin MCP client
Project description
DAF SDK
Python SDK for DAF (Declarative Agentic Framework) — a platform for building, managing, and orchestrating AI agents and multi-agent teams.
SDK 2.0 (SDK-MCP-R1 + R2) is a thin MCP client with a codegen-typed surface: client.<resource>.<method>() maps to daf_<method>_<resource>, returns Pydantic models when the MCP tool has an output_schema, and stays in sync via catalog drift CI.
Features
- Thin MCP dispatch — Any
client.<resource>.<method>(**kwargs)→daf_<method>_<resource>(no per-resource SDK modules) - Typed returns (R2) — Generated
models.py/_tool_registry.pywrap tool results; unknown tools fail fast - IDE stubs — Generated
types.pyTypedDicts +client.pyifor kwargs autocomplete - Sync & Async —
DAFandAsyncDAFshare the same public surface - Streaming —
client.stream(tool_name, args)yields MCP notification/progress events - Catalog sync CI — Daily drift check opens a PR when the backend MCP catalog changes
Requirements
- Python 3.10+
- Running DAF backend with MCP endpoint (
{base_url}/mcp)
Installation
pip install tai-daf-sdk
Or install from source:
git clone https://github.com/your-org/tai-daf-sdk.git
cd tai-daf-sdk
pip install -e ".[dev]"
Quick Start
from tai_daf_sdk import DAF
from tai_daf_sdk.models import ListAgentsResponse
with DAF(base_url="http://localhost:8012", api_key="daf_your_api_key") as client:
# → MCP tool daf_list_agents; ListAgentsResponse when output_schema exists
agents = client.agents.list()
assert isinstance(agents, ListAgentsResponse)
print(agents)
# Stream a long-running tool (manual API — not codegen'd)
for event in client.stream("daf_test_agent", {"name_or_id": "assistant", "sample_input": "Hi"}):
print(event)
Async
from tai_daf_sdk import AsyncDAF
async with AsyncDAF(base_url="http://localhost:8012", api_key="daf_...") as client:
agents = await client.agents.list()
Authentication
# Explicit API key
client = DAF(base_url="http://localhost:8012", api_key="daf_...")
# Or set DAF_API_KEY in the environment (resolved by MCP transport)
Optional advanced: set DAF_MCP_STDIO_COMMAND to use stdio MCP instead of HTTP.
Regenerating typed surface (do not hand-edit)
Generated files (tai_daf_sdk/models.py, types.py, _tool_registry.py, client.pyi) are codegen-only:
python -m tai_daf_sdk.codegen \
--mcp-url https://tai-daf-sdk-backend-dev.azurewebsites.net/mcp \
--api-key "$DAF_API_KEY" \
--out tai_daf_sdk/
Offline / tests:
python -m tai_daf_sdk.codegen --catalog-json tests/fixtures/mcp_list_tools_golden.json --out tai_daf_sdk/
IDE autocomplete uses tai_daf_sdk/client.pyi + TypedDicts in tai_daf_sdk/types.py.
1.x → 2.0 note
1.x: agents = client.agents.list() # list[Agent]
2.0: result = client.agents.list() # ListAgentsResponse (or dict if no output_schema)
REST mode and hand-maintained resource modules are removed from 2.0 (see 1.x-maintenance branch). Full migration guide arrives in R3.
Development
pip install -e ".[dev]"
pytest tests -q
# Live MCP (optional):
# pytest -m mcp -v
License
MIT
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