ragbits is an open-source project built for AI developers.

Yes — ragbits is open source under the MIT license and free to use.

What platforms does ragbits run on?

ragbits runs on the command line.

Is ragbits still maintained?

The GitHub repository shows 21 commits in the last 90 days.

What projects are similar to ragbits?

Similar projects tracked by PulseGate include ragbits-chat, ragbits-cli, and ragbits-agents.

ragbits is developed by deepsense.ai.

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ragbits

Name: ragbits
Author: deepsense.ai

PyPIInfrastructure

ragbits is an open-source Python library that provides modular building blocks for rapid development of generative AI applications, including prompt management and retrieval-augmented generation (RAG) components. It is aimed at developers building advanced AI solutions.

Open SourceMITCLI

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1.7kstars

139forks

3alternatives

3features

2024since

Overview

3 features

In the Frameworks & SDKs space, ragbits takes a focused approach. It focuses on accelerating the development of generative AI applications by providing reusable building blocks for RAG and prompt management. ragbits is an open-source project aimed at AI developers. The project is open source (MIT). It ships for the command line.

Behind ragbits is deepsense.ai, and it first shipped in 2024. The project is developed in the open on GitHub with 1.7k stars and 21 commits in the last 90 days. Among its 3 catalogued features are prompt management, RAG components, and genAI building blocks.

Summary written by a language model from the project’s public pages.

Prompt management
RAG components
GenAI building blocks

Built with & integrations

Runs on

CLI

Trust & compliance

License

MIT

Verified signals

HTTPSOpen SourceActive maintenance

Indexing history

What PulseGate has recorded for this listing

Indexed27 Jun · 06:03 UTC
Listing verified against its public source
Source: PulseGate · Open

Frequently asked questions about ragbits

What is ragbits?: Ragbits focuses on accelerating the development of generative AI applications by providing reusable building blocks for RAG and prompt management. It is catalogued under Frameworks & SDKs on PulseGate.
Who is ragbits for?: ragbits is an open-source project built for AI developers.
Is ragbits free?: Yes — ragbits is open source under the MIT license and free to use.
What platforms does ragbits run on?: ragbits runs on the command line.
Is ragbits still maintained?: The GitHub repository shows 21 commits in the last 90 days.
What projects are similar to ragbits?: Similar projects tracked by PulseGate include ragbits-chat, ragbits-cli, and ragbits-agents.ragbits-chat ragbits-cli ragbits-agents
Who makes ragbits?: ragbits is developed by deepsense.ai.
When did ragbits launch?: ragbits first shipped in 2024.

At a glance

Platforms: CLI
Languages: English
License: MIT
Built for: AI developers
Model: Open source
Solves: Accelerating the development of generative AI applications by providing reusable building blocks for RAG and prompt management.

Registered as

PyPI: ragbits

Developer

deepsense.ai

Community-driven

Open source

Stars: 1,651
Forks: 139
Open issues: 50
Last commit: 18 May 2026
Commits 90d: 21
Contributors: 45
Authorship: Community-driven
Default branch: main
Latest release: v1.6.2 · 31 Mar 2026

Index record

Indexed: 27 Jun 2026
Lifecycle: Alive
Last seen: 27 Jun 2026

Identity audit (12)

Slug: ragbits-pypi-org
Lifecycle last checked: 8 Aug 2026
Verification state: Indexed for public listing
Listing state: Listed: yes
Index status: Included in index
Latest evidence snapshot: 27 Jun 2026
Timeline basis: Indexed-at chronology. This listing's first-seen date was written by the catalog backfill, not observed here, so it is not treated as a sighting.
Name from: Written by a language model from the project's public pages.
Category from: Recorded source: taxonomy-pass-b.
Summary from: Written by a language model from public pages.
Languages from: Detected by a language model from page content.
Canonical URL: https://pypi.org/project/ragbits

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