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tinker

The official Python SDK for the tinker API

Worth itPyPI Python ModulesReleased Aug 20261.2M downloads / moApache-2.0Pure Python

Decision gist · record as of 2026-08-14

pure-Python wheel — tinker-0.25.0-py3-none-any.whl
v0.25.0 · released 2026-08-08 · Python >=3.11 · 14 runtime deps: anyio, click, distro, httpx, numpy, orjson, protobuf, pydantic

Yes. Tinker is the official SDK for its API, actively maintained with no security issues, low install friction, and a permissive license. Install it if you need to call the Tinker API from Python. The large dependency footprint (14 runtime packages) is typical for ML SDKs and reflects legitimate needs for HTTP, serialization, and model support rather than bloat.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires Python 3.11 or later; check your environment before installing.
  • Low install friction with a pure-Python wheel.
  • The package is actively maintained with a recent release and carries 14 runtime dependencies including httpx, pydantic, transformers, and numpy—a substantial but standard stack for ML-focused SDKs.

License · maintenance · safety

Apache-2.0 (permissive) — Apache-2.0 is permissive; you can use, modify, and distribute this package freely in commercial and private projects, provided you include a copy of the license and note any changes.

last release 2026-08-08 (6 days) · last repo commit 2026-08-08 · 694 stars

0 known vulnerabilities (OSV.dev, 2026-08-14) · 1,224,039 downloads/mo, #4,194 on PyPI

Verify before relying

pip install tinker

import tinker
# Initialize client and call API methods as documented at tinker-docs.thinkingmachines.ai
  • What specific Tinker API endpoints and features are exposed by this SDK version
  • Whether transformers and numpy are always required or only for certain optional features
  • Authentication method and credential management patterns for the Tinker API
Same gist for agents: .md · .json

What it is and what it does

Tinker is the official Python SDK for accessing the Tinker API, maintained by Thinking Machines. It provides a client library to integrate Tinker's machine learning and data processing capabilities into Python applications. The package bundles a large dependency graph—including httpx for HTTP communication, pydantic for data validation, transformers for ML model support, and numpy for numerical operations—reflecting its role as a full-featured API client rather than a lightweight wrapper.

The SDK is actively maintained, with releases within days of the current date and a repository with 694 stars. It supports Python 3.9 through 3.13 (though installation requires 3.11+), runs on Windows, macOS, and Linux, and carries no known security vulnerabilities. The permissive Apache-2.0 license poses no restrictions on use or redistribution.

Use it for

  • Integrate Tinker's ML services into a Python application for model inference or data processing workflows
  • Build data pipelines that call Tinker API endpoints from Python scripts or notebooks
  • Prototype or deploy machine learning applications using Tinker's hosted models and APIs
  • Automate batch processing or ETL tasks that depend on Tinker's computational services

Worth the install?

AI-flagged interpretation of the facts on this page. Verify before relying on it.

Worth it

Yes.

Tinker is the official SDK for its API, actively maintained with no security issues, low install friction, and a permissive license. Install it if you need to call the Tinker API from Python. The large dependency footprint (14 runtime packages) is typical for ML SDKs and reflects legitimate needs for HTTP, serialization, and model support rather than bloat.

Install

tinker on PyPI

Before you install

Low install friction with a pure-Python wheel. The package is actively maintained with a recent release and carries 14 runtime dependencies including httpx, pydantic, transformers, and numpy—a substantial but standard stack for ML-focused SDKs.

Requires Python 3.11 or later; check your environment before installing.

License in practice

Apache-2.0 is permissive; you can use, modify, and distribute this package freely in commercial and private projects, provided you include a copy of the license and note any changes.

Quickstart

pip install tinker

import tinker
# Initialize client and call API methods as documented at tinker-docs.thinkingmachines.ai

Verify before relying

  • What specific Tinker API endpoints and features are exposed by this SDK version
  • Whether transformers and numpy are always required or only for certain optional features
  • Authentication method and credential management patterns for the Tinker API

Package facts

LicenseApache-2.0 permissive
Python supportSupports the current Python release >=3.11
Install frictionLow. Pure-Python wheel
Runtime dependencies
14 packages
anyioclickdistrohttpxnumpyorjsonprotobufpydanticpyqwestrichsniffiotransformerstyping-extensionszstandard
MaintenanceActively maintained 6 days since the last release
Last repo commit
First released
Downloads1,224,039 / month, #4,194 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14
Classifiers
Intended Audience :: DevelopersLicense :: OSI Approved :: Apache Software LicenseOperating System :: MacOSOperating System :: Microsoft :: WindowsOperating System :: OS IndependentOperating System :: POSIXOperating System :: POSIX :: LinuxProgramming Language :: Python :: 3.10Programming Language :: Python :: 3.11Programming Language :: Python :: 3.12Programming Language :: Python :: 3.13Programming Language :: Python :: 3.9Topic :: Software Development :: Libraries :: Python ModulesTyping :: Typed

Evidence: tinker-0.25.0-py3-none-any.whl

Tags

Capabilities
tinker api python sdkmachine learning api clienttinker python libraryapi client for tinkerml service integration pythontinker sdkthinking machines api
Topics
api-clientmachine-learning
PyPI keywords
machine learningtinker

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See also tinker_cookbook · hindsight-client · azure-ai-ml · kumoai · rapidata · hopsworks · flytekit · azureml-sdk · fal-client · arthur-client