Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

Ragbits CLI

Ragbits CLI provides the ragbits command-line interface (CLI) tool that allows you to interact with Ragbits from the terminal. Other packages can extend the CLI by adding their own commands, so the exact set of available commands may vary depending on the installed packages.

Installation

To use the complete Ragbits stack, install the ragbits package:

pip install ragbits

Example Usage

The following example assumes that ragbits-core is installed and that the current ddirectory contains a song_prompt.py file with a prompt class named SongPrompt, as defined in the Quickstart Guide.

The example demonstrates how to execute the prompt using the ragbits CLI tool. The left side of the table shows the system and user prompts (rendered with placeholders replaced by the provided values), and the right side shows the generated response from the Large Language Model.

$ ragbits prompts exec song_prompt:SongPrompt --payload '{"subject": "unicorns", "age_group": 12, "genre": "pop"}'

┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ Question                              ┃ Answer                                ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ [{'role': 'system', 'content': 'You   │ (Verse 1)                             │
│ are a professional songwriter.        │ In a land of rainbows and glitter,    │
│ You only use language that is         │ Where flowers bloom and skies are     │
│ appropriate for children.'},          │ brighter,                             │
│ {'role': 'user', 'content': 'Write a  │ There's a magical creature so rare,   │
│ song about a unicorns for 12 years    │ With a horn that sparkles in the air. │
│ old pop fans.'}]                      │                                       │
│                                       │ (Chorus)                              │
│                                       │ Unicorns, unicorns, oh so divine,     │
│                                       │ With their mane that shines and eyes  │
│                                       │ that shine,                           │
│                                       │ Gallop through the meadows, so free,  │
│                                       │ In a world of wonder, just you and    │
│                                       │ me.                                   │
└───────────────────────────────────────┴───────────────────────────────────────┘

Documentation

Metadata

Release files for ragbits-cli 1.4.0.dev202512050236

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for ragbits-cli 1.4.0.dev202512050236
File Size Uploaded Provenance Actions
ragbits_cli-1.4.0.dev202512050236.tar.gz 8.4 kB Without provenance Details for ragbits_cli-1.4.0.dev202512050236.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for ragbits-cli 1.4.0.dev202512050236
File Interpreter ABI Platform Actions
ragbits_cli-1.4.0.dev202512050236-py3-none-any.whl Python 3 none any Details for ragbits_cli-1.4.0.dev202512050236-py3-none-any.whl

Total release size: 15.7 kB

Release files / ragbits_cli-1.4.0.dev202512050236.tar.gz

Download URL ragbits_cli-1.4.0.dev202512050236.tar.gz
Size 8.4 kB
Tags Source
SHA-256 checksum
How to use checksums
43c34c3fd27eeced86f20308aa8d90dfe49fb191fad82e20379b9a1f202bffa5
BLAKE2b-256 checksum
How to use checksums
44983cc59e2479c16de656d372ef005aca2ce422bcb455b4f464b00c433d55e5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.10.19

Release files / ragbits_cli-1.4.0.dev202512050236-py3-none-any.whl

Download URL ragbits_cli-1.4.0.dev202512050236-py3-none-any.whl
Size 7.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums
4a780070f83de3e03346d6b50b229d571fb710186aaabc4619e51d57f9755d99
BLAKE2b-256 checksum
How to use checksums
305d08150a58990b600f63ff7fe0fcb3baeaa62ce787526729e5ef2d78254606
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
No
Uploaded via twine/6.2.0 CPython/3.10.19

Security for ragbits-cli 1.4.0.dev202512050236

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

No provenance found

None of the files in this release were uploaded with provenance metadata.

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page