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RAG & Memory

🔮STORM

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stanford-oval/storm · homepage ↗

An LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations.

⭐ Very popular: 31k stars, gaining about 177 a week

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repo profile

vintage 2024 2 years old
language Python
license MIT

momentum

total stars 31k
stars added last week +177
HN peak 123 pts 2y 4mo ago
commits / week 0 steady
issues closed 8% issues opened this year
contributors 26
release cadence quarterly
last activity 10mo ago

durability

backing foundation-backed Stanford OVAL Lab
openness permissive

since we covered it

monthly average + 359/mo (+1%/mo) · + 5k total since PR#12

why it's a big deal

  • End-to-end pipeline for grounded, citation-rich article generation.
  • Human-AI collaboration through turn-based discourse and mind mapping.
  • Built for transparency and modular customization in Python.

under the hood

  • Modular design using dspy, with pluggable LMs and retrievers via litellm.
  • Easy setup with pip or conda, CLI examples included.
  • Supports VectorRM, BingSearch, and other retrieval sources.

our take from PR#12, 2025-07-09

star history

PR#12 · 26k31k now Mar 2024Aug 2026
  1. PR#12 26k 2025-07-09
  2. now 31k + 5k 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.

-64 understory score output 0 · clout 64
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#12 2025-07-09 on the radar

    LLM-Powered Research & Knowledge Curation Engine

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