# LLMQuant/quant-mind

> Open-source agent-native knowledge extraction and retrieval framework for quantitative finance: turns papers, news and filings into typed artifacts with citations and timestamps. Agent-oriented, also usable as a Python library.

- Magnitude: 0.8 out of 10 — Steady
- Stars: 3,027 total · +1 star on 2026-09-28 (UTC), ≈ 2 by evening
- Star trust: star growth looks organic
- Category: Finance & crypto · Language: Python · License: MIT · Created: 2025-03-14 · Last push: 2026-08-15
- GitHub: https://github.com/LLMQuant/quant-mind · Homepage: http://llmquantdata.com/ · Page: https://gitnova.dev/en/r/LLMQuant/quant-mind

## Useful for

- Build a cited structure tree from an arXiv paper via PaperFlow
- Produce semantic chunks with citations for downstream RAG retrieval
- Collect a replayable window of financial news via collect_news

## Why it’s here

- 1 star so far today, about 3 expected by the end of the day.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 490
- Issues and pull requests: 156
- Watchers: 33
- Average over the last week: 4 per day
- Usual pace: 14 per day

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-10-04 … 2026-11-02: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None

## Magnitude by day, last 12 days

09-17 3.0, 09-18 2.1, 09-19 1.6, 09-20 1.0, 09-21 1.1, 09-22 1.2, 09-23 1.1, 09-24 1.1, 09-25 1.1, 09-26 0.7, 09-27 0.9, 09-28 0.9

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-09-28 10:29 UTC, updated every 30 minutes.