PulseGatePost-LLM software, agents & workflows market (since 2022)
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ragrag

pypi.org·Infrastructure

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.

CLI
R
Visit PyPI↗

Overview

5 features

ragrag sits in PulseGate's RAG, search & retrieval category. 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. It runs on the command line.

ragrag first shipped in 2026. PulseGate's similarity index finds few close equivalents — ragrag occupies a relatively distinct niche. Key capabilities include semantic search, multimodal support, and PDF indexing.

  • ✓Semantic search
  • ✓Multimodal support
  • ✓PDF indexing
  • ✓Image search
  • ✓Local embeddings

Tags

semantic-searchmultimodal-retrievallocal-embeddings

AI capabilities

TextImageInference: Local

Built with & integrations

Runs on
CLI

Trust & compliance

LicenseProprietary
Verified signals
✓ HTTPS

Recent events

Latest indexed changes and source events

  1. IndexedJun 27, 7:57 PM

    pypi.org discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

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.
What platforms does ragrag run on?
ragrag runs on the command line.
Is ragrag still maintained?
PulseGate's automated liveness checks currently classify ragrag as active.
What are alternatives to ragrag?
Similar tools tracked by PulseGate include ragbits-document-search, ragdata, and cogwright-rag.ragbits-document-searchragdatacogwright-rag
When did ragrag launch?
ragrag first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
First seen
Apr 23, 2026
Activity
🟢 Active
Status
🟢 Active
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.

Developer

Pypi

PulseGate index

Confidence
Low · 64
Indexed
Jun 27, 2026
Lifecycle
Alive
Activity
Active
First seen
Apr 2026
Last seen
2w ago
Freshness
Unknown
Identity audit (9)
Entity ID
cmqws8k9606bvxqkk4c3yau1f
Slug
ragrag-pypi-org
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jun 27, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jun 27, 2026
Canonical URL
https://pypi.org/project/ragrag

Similar apps

Other apps tracked under the same category.

  • ragbits-document-search
    github.com
  • ragdata
    github.com
  • cogwright-rag
    pypi.org
  • ragstash
    pypi.org
  • ragx-cli
    pypi.org
  • CodeRAG
    neverdecel.com