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Generic leaf helpers, settings primitives, pooled clients, and LLM/AI factories for the TAI ecosystem.

Project description

tai42-kit

CI License: Apache 2.0

Generic leaf helpers, settings primitives, pooled clients, and LLM/AI factories for the TAI ecosystem. It provides the reusable building blocks the server is composed from: data and text transforms, LangChain/FastMCP/MCP tool glue, the pooled-client facade and concrete drivers (redis, curl, mcp, postgres, http), the SSRF URL guard and safe download, MCP client transports over a UDS socket, the settings machinery, LLM/embedding factories with checkpoint/store backends, and logging setup. Heavier backends are gated behind extras and imported lazily. Typed package (py.typed).

Position in the ecosystem

TAI is an open-source runtime for MCP tools, agents, and workflows — the server that hosts a capability and supplies the operational layer around it (manifest loading, access control, OAuth connectors, background execution, monitoring, storage, and human-in-the-loop steps).

Three packages; each depends only on the ones to its left:

tai42-contract  <--  tai42-kit  <--  tai42-skeleton
(interfaces)      (helpers)     (the server)

tai42-kit obeys the leaf rule: its only tai-* dependency is tai42-contract. It implements the contract's BaseClient Protocol and consumes its manifest types; among tai-* packages it depends on nothing else.

Install

Requires Python 3.13+. Nothing is on PyPI yet, so install from source. Clone this repo alongside tai42-contract — this repo's [tool.uv.sources] points at ../tai-contract — then add it as an editable dependency of the environment that runs the server:

git clone https://github.com/tai42ai/tai-contract
git clone https://github.com/tai42ai/tai-kit
cd tai-skeleton   # or your own app checkout
uv add --editable ../tai-kit   # once published: uv add tai42-kit

Backends are gated behind extras, so install the ones you need — e.g. the pooled-client drivers tai42-kit[redis], tai42-kit[postgres], tai42-kit[curl], the checkpoint/store backends tai42-kit[langgraph-checkpoint-postgres], tai42-kit[langgraph-checkpoint-sqlite], and LLM-provider backends like tai42-kit[anthropic], tai42-kit[google], tai42-kit[mistral], tai42-kit[xai], tai42-kit[ollama], tai42-kit[huggingface].

Development

uv sync --extra dev --extra llm --extra jq --extra uvicorn --extra redis --extra curl --extra postgres
uv run ruff check .
uv run pyright       # 0 errors; missing optional ML backends are warnings
uv run pytest        # optional-extra tests skip if their extra is absent

See CONTRIBUTING.md for the rules.

Documentation

The whole platform — concepts, guides, and the generated reference — lives in the unified documentation site:

License

Apache-2.0. See LICENSE and NOTICE.

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