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.dev202511160236

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.dev202511160236
File Size Uploaded Provenance Actions
ragbits_cli-1.4.0.dev202511160236.tar.gz 8.3 kB Without provenance Details for ragbits_cli-1.4.0.dev202511160236.tar.gz

Built distribution (wheel)

Table of built distributions (wheels) for ragbits-cli 1.4.0.dev202511160236
File Interpreter ABI Platform Actions
ragbits_cli-1.4.0.dev202511160236-py3-none-any.whl Python 3 none any Details for ragbits_cli-1.4.0.dev202511160236-py3-none-any.whl

Total release size: 15.7 kB

Release files / ragbits_cli-1.4.0.dev202511160236.tar.gz

Download URL ragbits_cli-1.4.0.dev202511160236.tar.gz
Size 8.3 kB
Tags Source
SHA-256 checksum
How to use checksums
bdd085281e3486be26d76d09a80328fc9ed0d919d30ece942e370dc5054956bd
BLAKE2b-256 checksum
How to use checksums
b8ff34948104bd3bf10043e934652a1054719df2add582e9911a76db3e1b1fcc
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.dev202511160236-py3-none-any.whl

Download URL ragbits_cli-1.4.0.dev202511160236-py3-none-any.whl
Size 7.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums
f4a90050385d8bce5c663ce3ea3a3fe48e0d025f0b2757c180730a80608f2a33
BLAKE2b-256 checksum
How to use checksums
faa3124694a927e162f2dec0b7419d0b0e3034e5fbae3f243d5210fb4e04b82f
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.dev202511160236

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