tot-sdk 2026.4.17a71

Official Tool of Tools Framework Package

tot-sdk: Official Tool of Tools Framework Package

---

What is it?

tot-sdk contains the code necessary for creation of agents/tools capable of being used within the Tool of Tools framework.

Where to get it

Installation is simple:

pip install tot-sdk

Licenses

tot-sdk is licensed under MPL 2.0.

pypi.org is granted the right to distribute tot-sdk forever.

This license does not provide any rights to use any other copyrighted artifacts from Tool of Tools/Sigmatic Sciences. (And they are typically written in another programming language with no linkages to this library.)

Dependencies

The following dependencies are required for this package:

• sapiopycommons - The official Sapio Python API utilities package.
• grpcio-tools - Package for gRPC Python tools.
• grpcio-health-checking - Reference package for GRPC Python health checking.
• jsonschema - An implementation of the JSON Schema specification for Python.

About Us

Sigmatic Sciences is a technology company dedicated to accelerating research and development for biopharmaceutical organizations. Its platform, empowers scientific teams to design and execute in silico R&D workflows supporting a wide range of activities—from early-stage drug discovery to scale-up and bioproduction.

By integrating scientific data from public, private, and client sources with computational models and AI-driven orchestration, Sigmatic Sciences enables researchers to explore hypotheses more efficiently and prioritize the most promising drug candidates for further development. This approach drives faster, more informed decision-making while optimizing both scientific and wet-lab resources.

Visit us at Sigmatic Sciences.