No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
flagembedding has 578K monthly downloads and 12K GitHub stars. Version 1.4.0, first published in 2023.
It is stably maintained, last released in Apr 2026.
It is built on top of accelerate, datasets and ir-datasets. It is used by 36 tracked packages, including similarity-tool, sie-server and item-matching.
GitHub topics include embeddings, information-retrieval and llm.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
80
Popularity
86
Adoption
67
Community
60
Provenance
0
How the maintenance status was determined
Last commit
75 days ago
Monthly downloads
578,264
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
578,264
Stars
11,902
Stars per 1k downloads
20.58
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
17,901
Month daily avg
19,275
Momentum
-7.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
Not specified
Cutting Edge
Minimum supported version is 3.12 or newer
Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
•
Unknown
No requires_python specified or unparseable
Package does not declare a minimum Python version.
License categories
License
Not specified
Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
•
Unknown
No license specified, or none of the above match
Package does not declare a license.
How the release cadence was determined
Last release
75 days ago
Total releases
33
Releases/year
11.3
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
67
Monthly downloads
578,264
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
59
Issue Burden
73.9
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
7.4%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
13.7K
Windows
598
macOS
293
Python Versions
3.12
34.3%
4.7K
3.7
33.0%
4.5K
3.11
18.2%
2.5K
3.10
9.0%
1.2K
3.14
5.5%
749
Top Countries
1.
US
11.7K
US
2.
SG
481
SG
3.
CN
349
CN
4.
KR
349
KR
5.
IN
163
IN
6.
NL
162
NL
7.
DE
149
DE
8.
RU
97
RU
9.
HK
96
HK
10.
GB
95
GB
Dependencies
9
- accelerate >=0.20.1
- datasets >=2.19.0
- ir-datasets
- peft
- protobuf
- sentence-transformers
- sentencepiece
- torch >=1.6.0
- transformers <6.0.0,>=4.44.2
2 optional dependencies
- deepspeed[finetune]
- flash-attn[finetune]
Used By
36
- similarity-tool
- sie-server
- item-matching
- minivectordb
- hallunox
- rara-norm-linker
- aiccel
- deep-semantic-search
- llama-index-indices-managed-bge-m3
- bunkatopics
- fschat-flagembedding-worker
- broai
- zmongo-nodes
- total-agent-memory
- indexpaper
- milvus-api
- bge-auto-tune
- mirage-bench
- evigraph-r
- kadia
- adaptive-reranker
- examinationrag
- autogluon-assistant
- rag-benchmarking
- generic-vectorizer
- cohortrag-engine
- obsidian-brain
- graphcontainer
- ragvault
- any4any
- trustrag
- iflow-mcp-ziqiao-git-toolgym
- magic-bi
- hbsearch
- unravel-rag
- lexomat-backend
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
Unknown
First Release
August 5, 2023
Last Release
2 months ago
Last Commit
2 months ago
Latest Version
1.4.0
Total Releases
33
Contributors
67
Open PRs
27
Archived
No
Wheels
py3
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh