semvec/pypi-packages huggingface dataset:
sot-generator 0.0.1
Generate Source of Truth (.sot) files using LLM assistance - epistemic quality for AI-safe documentation
Requires Python: >=3.9
Keywords: ai-safety, clarity-gate, documentation, epistemic, generator, llm, rag, sot, source-of-truth

# sot-generator

Generate Source of Truth (`.sot`) files using LLM assistance — epistemic quality for AI-safe documentation.

[![PyPI version](https://badge.fury.io/py/sot-generator.svg)](https://pypi.org/project/sot-generator/)
[![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)

## Status: Coming Soon

This package is part of the [Clarity Gate](https://github.com/frmoretto/clarity-gate) ecosystem for epistemic quality verification.

**Functionality is under development.**

## What Will This Do?

`sot-generator` will use LLM assistance to generate properly structured Source of Truth documents with:
- Automatic confidence level assignment
- Staleness marker generation
- HITL verification routing
- Format compliance guaranteed

## Related Packages

- [sot-creator](https://pypi.org/project/sot-creator/) - Create .sot files manually
- [sot-validator](https://pypi.org/project/sot-validator/) - Validate existing .sot files
- [cgd-generator](https://pypi.org/project/cgd-generator/) - Generate .cgd files with LLM

## File Format Specification

See [SOT_FORMAT.md](https://github.com/frmoretto/clarity-gate/blob/main/docs/SOT_FORMAT.md) for the complete format specification.

## License

CC BY 4.0 — Use freely with attribution.

## Author

Francesco Marinoni Moretto  
GitHub: [@frmoretto](https://github.com/frmoretto)
cgd-generator 0.0.1
Generate Clarity-Gated Documents (.cgd) using LLM assistance - epistemic markers for safe LLM ingestion
Requires Python: >=3.9
Keywords: ai-safety, cgd, clarity-gate, documentation, epistemic, generator, llm, rag

# cgd-generator

Generate Clarity-Gated Documents (`.cgd`) using LLM assistance — epistemic markers for safe LLM ingestion.

[![PyPI version](https://badge.fury.io/py/cgd-generator.svg)](https://pypi.org/project/cgd-generator/)
[![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)

## Status: Coming Soon

This package is part of the [Clarity Gate](https://github.com/frmoretto/clarity-gate) ecosystem for epistemic quality verification.

**Functionality is under development.**

## What Will This Do?

`cgd-generator` will use LLM assistance to generate properly annotated Clarity-Gated Documents with:
- Automatic epistemic marker insertion
- HITL verification routing
- Exclusion block suggestions
- Format compliance guaranteed

## Related Packages

- [cgd-creator](https://pypi.org/project/cgd-creator/) - Create .cgd files manually
- [cgd-validator](https://pypi.org/project/cgd-validator/) - Validate existing .cgd files
- [sot-generator](https://pypi.org/project/sot-generator/) - Generate .sot files with LLM

## File Format Specification

See [CGD_FORMAT.md](https://github.com/frmoretto/clarity-gate/blob/main/docs/CGD_FORMAT.md) for the complete format specification.

## License

CC BY 4.0 — Use freely with attribution.

## Author

Francesco Marinoni Moretto  
GitHub: [@frmoretto](https://github.com/frmoretto)
cgd-creator 0.0.1
Create Clarity-Gated Documents (.cgd) with epistemic markers for safe LLM ingestion
Requires Python: >=3.9
Keywords: ai-safety, cgd, clarity-gate, creator, documentation, epistemic, llm, rag

# cgd-creator

Create Clarity-Gated Documents (`.cgd`) with epistemic markers for safe LLM ingestion.

[![PyPI version](https://badge.fury.io/py/cgd-creator.svg)](https://pypi.org/project/cgd-creator/)
[![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)

## Status: Coming Soon

This package is part of the [Clarity Gate](https://github.com/frmoretto/clarity-gate) ecosystem for epistemic quality verification.

**Functionality is under development.**

## What Will This Do?

`cgd-creator` will help you create properly annotated Clarity-Gated Documents with:
- Inline epistemic markers for uncertainty
- HITL verification tracking
- Exclusion blocks for non-ingestable content
- Automatic validation against CGD format spec

## Related Packages

- [cgd-validator](https://pypi.org/project/cgd-validator/) - Validate existing .cgd files
- [sot-validator](https://pypi.org/project/sot-validator/) - Validate .sot files
- [sot-creator](https://pypi.org/project/sot-creator/) - Create .sot files

## File Format Specification

See [CGD_FORMAT.md](https://github.com/frmoretto/clarity-gate/blob/main/docs/CGD_FORMAT.md) for the complete format specification.

## License

CC BY 4.0 — Use freely with attribution.

## Author

Francesco Marinoni Moretto  
GitHub: [@frmoretto](https://github.com/frmoretto)
sot-creator 0.0.1
Create Source of Truth (.sot) files from documents - epistemic quality for AI-safe documentation
Requires Python: >=3.9
Keywords: ai-safety, clarity-gate, creator, documentation, epistemic, rag, sot, source-of-truth

# sot-creator

Create Source of Truth (`.sot`) files from documents — epistemic quality for AI-safe documentation.

[![PyPI version](https://badge.fury.io/py/sot-creator.svg)](https://pypi.org/project/sot-creator/)
[![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)

## Status: Coming Soon

This package is part of the [Clarity Gate](https://github.com/frmoretto/clarity-gate) ecosystem for epistemic quality verification.

**Functionality is under development.**

## What Will This Do?

`sot-creator` will help you create properly structured Source of Truth documents with:
- Explicit confidence levels for all claims
- Staleness markers for time-sensitive data
- HITL verification tracking
- Automatic validation against SOT format spec

## Related Packages

- [sot-validator](https://pypi.org/project/sot-validator/) - Validate existing .sot files
- [cgd-validator](https://pypi.org/project/cgd-validator/) - Validate .cgd files
- [cgd-creator](https://pypi.org/project/cgd-creator/) - Create .cgd files

## File Format Specification

See [SOT_FORMAT.md](https://github.com/frmoretto/clarity-gate/blob/main/docs/SOT_FORMAT.md) for the complete format specification.

## License

CC BY 4.0 — Use freely with attribution.

## Author

Francesco Marinoni Moretto  
GitHub: [@frmoretto](https://github.com/frmoretto)
memory-trail 0.0.1
Decision memory and session logging for AI-assisted development - track architectural decisions across sessions
Requires Python: >=3.9
Keywords: adr, ai-development, architecture-decisions, clarity-gate, context-management, decision-memory, llm, memory-trail, session-logging

# memory-trail

Decision memory and session logging for AI-assisted development — track architectural decisions across sessions.

[![PyPI version](https://badge.fury.io/py/memory-trail.svg)](https://pypi.org/project/memory-trail/)
[![License: CC BY 4.0](https://img.shields.io/badge/License-CC_BY_4.0-lightgrey.svg)](https://creativecommons.org/licenses/by/4.0/)

## Status: Coming Soon

This package is part of the [Clarity Gate](https://github.com/frmoretto/clarity-gate) ecosystem for epistemic quality verification.

**Functionality is under development.**

## What Will This Do?

`memory-trail` will help you maintain continuity across AI-assisted development sessions:

- **Decision Memory**: Track why architectural choices were made
- **Session Logging**: Maintain context across conversation boundaries
- **Confidence Protocols**: Document certainty levels for decisions
- **Agent Coordination**: Share context between different AI agents

## Use Cases

- Track decisions made during multi-session development projects
- Maintain "why" documentation alongside "what" documentation
- Coordinate context between Claude, Copilot, and other AI assistants
- Create audit trails for AI-assisted architectural decisions

## Related Packages

- [sot-validator](https://pypi.org/project/sot-validator/) - Validate Source of Truth files
- [cgd-validator](https://pypi.org/project/cgd-validator/) - Validate Clarity-Gated Documents
- [clarity-gate](https://pypi.org/project/clarity-gate/) - Full verification suite

## License

CC BY 4.0 — Use freely with attribution.

## Author

Francesco Marinoni Moretto  
GitHub: [@frmoretto](https://github.com/frmoretto)
usbx 0.8.3
Modern and user-friendly library for working with USB devices
Requires Python: >=3.9
Keywords: usb, usb-host, usb-devices

<h1 align="center">

![usbx](https://github.com/manuelbl/usbx/raw/main/docs/_static/usbx-github.svg)

</h1>


**usbx** is a modern, powerful and user-friendly Python library for working with USB devices.
It provides many useful features:

- Querying information about connected devices
- Communication with USB devices
- Notification when devices are connected and disconnected
- Single API for Windows, Linux and macOS
- Good documentation
- Thread-safe
- No need to install further software like *libusb*

**usbx** is easy to use:

```pycon
>>> from usbx import usb
>>> for device in usb.get_devices():
...     print(device)
...
USD device 4295171929, vid=0x1a40, pid=0x0801, manufacturer=None, product=USB 2.0 Hub, serial=None
USD device 4295171974, vid=0x0b0e, pid=0x0412, manufacturer=None, product=Jabra SPEAK 410 USB, serial=783F92B9DD3Cx011200
```


## Installing

**usbx** can be installed with [pip](https://pip.pypa.io):

```shell
python -m pip install usbx
```



## Usage

The [User Guide](https://usbx.readthedocs.io/en/stable/user-guide.html) will get you started with the library.
Also read [Platform-specific Considerations](https://usbx.readthedocs.io/en/stable/platform-specific.html)
as some operating systems might need extra steps to work with USB devices.

The [API Reference](https://usbx.readthedocs.io/en/stable/reference/index.html) documentation provides API-level documentation.

### Examples

Serveral examples demonstrate the use of the library:

- [enumerate.py](examples/enumerate.py): Enumerate all connected devices including details about the interfaces and endpoints
- [monitor.py](examples/monitor.py): Monitor USB devices being connected and disconnected
- [epaper.py](examples/epaper.py): Display an image on e-paper display with (with IT8951 controller)
- [stm32dfu](examples/stm32dfu): Upload firmware to an STM32 based device


## License

**usbx** is made available under the MIT License. For more details, see [The MIT License](https://opensource.org/licenses/MIT>).


## Contributing

This is an open-source project that happily accepts contributions.
Please see [Contributing](https://usbx.readthedocs.io/en/stable/contributing.html) for details.


## System Requirements

- Python 3.9 or higher
- Windows (x86-64 or ARM), Linux (x86-64 or ARM), macOS (x86-64 or ARM)
- 64-bit platform and Python interpreter
- For Linux: *udev* (usually goes together with *systemd*)