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RAG & Memory

🧩Pathway LLM App

ACTIVE STEADY

pathwaycom/llm-app · homepage ↗

Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. 🐳Docker-friendly.⚡Always in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.

⭐ Hugely popular: 59k stars, gaining about 434 a week

View on GitHub ↗

repo profile

vintage 2023 3 years old
language Jupyter Notebook
license MIT

momentum

total stars 59k
stars added last week +434
used by 15 repos & packages
commits / week 0 cooling · -100% vs prior mo
contributors 27
release cadence n/a
last activity 1mo ago

durability

backing VC-backed Pathway (TQ Ventures, Inovo)
openness permissive
bus factor 3 concentrated
top-author share 33% 6 mo

bus factor = how many people it takes to cover more than half the commits (6 months). 1 is a solo project; higher means the work is spread across a team. top-author share is the single busiest author's slice of those commits.

since we covered it

monthly average + 1k/mo (+3%/mo) · + 13k total since PR#20

why it's a big deal

  • Enables enterprise-grade RAG deployments with minimal setup.
  • Combines real-time indexing and vector search into one framework.
  • Supports fully local, hybrid, and cloud-native configurations.

under the hood

  • MIT-licensed and written in Python and Jupyter Notebook.
  • Uses the Pathway Live Data engine with a Rust backend.
  • Docker-friendly and runs on any major cloud or on-prem environment.

our take from PR#20, 2025-10-29

star history

PR#20 · 46k59k now Jul 2023Aug 2026
  1. PR#20 46k 2025-10-29
  2. now 59k + 13k since first covered

curve is sampled from GitHub's star history, plus our own daily readings since we covered it; the dashed stretch is before we first covered it, the solid line since. figures at coverage are the numbers we printed then (approx.), current count is live.

understory

Better known than its recent output, coasting a little on attention.

-38 understory score output 12 · clout 50
Aug 2025 Jul 2026
  • output, commits & releases
  • clout, star velocity

output = commits & releases; clout = star velocity, both 0 to 100 monthly indices; the gap where output runs above clout is the understory. The understory →

covered in

  • PR#20 2025-10-29 on the radar

    Ready-to-run templates for RAG and AI pipelines

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