flashrag-dev

Monthly downloads

3.0K

Weekly downloads

679

GitHub stars

3.6K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version

0.1.2

Requires Python

>=3.9

Licence

MIT License

Last Release

1 year ago

Author

Jiajie Jin, Yutao Zhu, Chenghao Zhang, Xinyu Yang, Zhicheng Dou

First Release

September 23, 2024

Total Releases

No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?

Package Risks

No releases in 701 days despite active commits

Score breakdown - each component scores 0-100, weighted by percentage

Maintenance

Popularity

Adoption

Community

Provenance

How the maintenance status was determined

Last commit

15 days ago

Monthly downloads

2,994

• Active

Activity within 30 days

Stable

Activity within 31-180 days

Minimal

Activity within 181-365 days, or no activity data

At Risk

No activity for > 365 days, but > 10,000 monthly downloads

Archived

Repository flagged as archived on GitHub

How the popularity category was determined

Monthly downloads

2,994

Stars

3,590

Stars per 1k downloads

1199.06

Industry Standard

> 10,000,000 monthly downloads

Hidden Gem

< 0.5 stars per 1k downloads and > 100,000 monthly downloads

• Community Favorite

> 5 stars per 1k downloads

Rising Star

Balanced ratio of stars to downloads

Unknown

Fewer than 1,000 monthly downloads, or no star data

How download momentum is calculated

Week daily avg

Month daily avg

100

Momentum

—

((week_daily_avg - month_daily_avg) / month_daily_avg) * 100

Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.

More insights and metrics

Python version support tiers

requires_python

>=3.9

Cutting Edge

Minimum supported version is 3.14 or newer

Modern

Minimum supported version is 3.11 to 3.13

• Legacy

Supports 3.10 or older (or Python 2)

Unknown

No requires_python specified or unparseable

License categories

License

MIT License

• Permissive

MIT, Apache, BSD, ISC, Unlicense, CC0, etc.

Copyleft

GPL, LGPL, AGPL, MPL, EPL, etc.

Proprietary

Unknown

No license specified, or none of the above match

How the release cadence was determined

Last release

717 days ago

Total releases

Releases/year

46.0

Rapid

Last release within 365 days and > 12 releases/year

Regular

Last release within 365 days

• Slow

Last release 366-730 days ago

Stalled

Last release > 730 days ago, or no releases

Unknown

No usable release date available

How contributor risk was determined

Contributors

Monthly downloads

2,994

High Load

≤ 2 contributors and ≥ 50,000 monthly downloads

Moderate Load

< 10 contributors and ≥ 500,000 monthly downloads

Low Load

< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads

• Balanced

Enough contributors for the package's popularity

Unknown

No contributor data available

Engagement

Issue Burden

10.0

per 1k stars

Discussions

0.0

per 1k stars

Fork Ratio

10.7%

contrib / forks

Stale Release

701d

PR Velocity

Quiet

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 3

Python Versions

3.13

100.0% 3

Top Countries

393

172

Weekly Downloads

Last 7 days

679

Last 30 days

2,994

Peak week (to 2026-09-25)

1,019

2026-09-25 – 2026-10-10. Enable JavaScript for the interactive chart.

GitHub Stars

Current

3,590

Earliest (2026-09-26)

3,581

Change

2026-09-26 – 2026-10-11. Enable JavaScript for the interactive chart.

Dependencies

40 optional dependencies

base58[core]
extra == "core"
base58[full]
extra == "full"
bm25s[core]
extra == "core"
bm25s[full]
extra == "full"
datasets[core]
extra == "core"
datasets[full]
extra == "full"
fschat[full]
extra == "full"
fschat[core]
extra == "core"
nltk[core]
extra == "core"
nltk[full]
extra == "full"
numpy[core]
extra == "core"
numpy[full]
extra == "full"
openai[full]
extra == "full"
openai[core]
extra == "core"
peft[core]
extra == "core"
peft[full]
extra == "full"
pyserini[full]
extra == "full"
pyserini[retriever]
extra == "retriever"
pyyaml[core]
extra == "core"
pyyaml[full]
extra == "full"
rank-bm25[full]
extra == "full"
rank-bm25[core]
extra == "core"
rouge[full]
extra == "full"
rouge[core]
extra == "core"
sentence-transformers>=3.0.1[full]
extra == "full"
sentence-transformers>=3.0.1[retriever]
extra == "retriever"
spacy>=3.6.1[full]
extra == "full"
spacy>=3.6.1[core]
extra == "core"
streamlit[core]
extra == "core"
streamlit[full]
extra == "full"
tiktoken[full]
extra == "full"
tiktoken[core]
extra == "core"
torch[full]
extra == "full"
torch[core]
extra == "core"
tqdm[core]
extra == "core"
tqdm[full]
extra == "full"
transformers>=4.40.0[full]
extra == "full"
transformers>=4.40.0[core]
extra == "core"
vllm>=0.4.1[full]
extra == "full"
vllm>=0.4.1[generator]
extra == "generator"

Used By

Not used by any tracked packages

Repository details

Forks

326

Issues

Last Commit

2 weeks ago

Contributors

Open PRs

Archived

GitHub Topics

Benchmark Datasets Large Language Models Retrieval Augmented Generation

Data and sources

Tracking Since

September 26, 2026

Data Updated

October 11, 2026

Data Freshness

Fresh

Sources and methodology

Package Information

Package Insights

Downloads by OS

Python Versions

Top Countries

Weekly Downloads

GitHub Stars

Dependencies

Used By

Repository details

Data and sources

Health Score

Maintenance

Category

Momentum

Python Support

License Type

Release Cadence

Contributor Risk

Additional Metrics