What platforms does ragrag run on?

ragrag runs on the command line.

Is ragrag still maintained?

Unverified. ragrag has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.

What projects are similar to ragrag?

Similar projects tracked by PulseGate include ragbits-document-search, ragdata, and Rag.

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ragrag

PyPIInfrastructure

ragrag is a command-line tool for local semantic search across technical documentation, supporting text, PDFs, and images using ColQwen3 embeddings. It enables developers and technical writers to efficiently find relevant information offline.

Open SourceCLI

Visit PyPI

Overview

5 features

In the RAG, search & retrieval space, ragrag takes a focused approach. It focuses on searching and retrieving relevant information from technical documentation, PDFs, and images locally using semantic embeddings. It is built as an open-source project for developers and technical writers. ragrag is open source. It runs on the command line.

ragrag first shipped in 2026. Among its 5 catalogued features are semantic search, multimodal support, and PDF indexing.

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

Semantic search
Multimodal support
PDF indexing
Image search
Local embeddings

Built with & integrations

AI providers

local_oss

Runs on

CLI

Trust & compliance

Verified signals

HTTPSOpen Source

Indexing history

What PulseGate has recorded for this listing

Indexed27 Jun · 19:57 UTC
Listing verified against its public source
Source: PulseGate · Open

Frequently asked questions about ragrag

What does ragrag do?: Ragrag focuses on searching and retrieving relevant information from technical documentation, PDFs, and images locally using semantic embeddings. It is catalogued under RAG, search & retrieval on PulseGate.
Who is ragrag for?: ragrag is an open-source project built for developers and technical writers.
Is ragrag free?: Yes — ragrag is open source and free to use.
What platforms does ragrag run on?: ragrag runs on the command line.
Is ragrag still maintained?: Unverified. ragrag has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What projects are similar to ragrag?: Similar projects tracked by PulseGate include ragbits-document-search, ragdata, and Rag.ragbits-document-search ragdata Rag
When did ragrag launch?: ragrag first shipped in 2026.
Is ragrag open source?: Yes — ragrag is open source.

At a glance

Platforms: CLI
Languages: English
Built for: developers and technical writers
Model: Open source
Solves: Searching and retrieving relevant information from technical documentation, PDFs, and images locally using semantic embeddings.

Registered as

PyPI: ragrag

Developer

Pypi

Index record

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

Identity audit (12)

Slug: ragrag-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: Assigned by a language model.
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/ragrag

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