No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
docarray has 121K monthly downloads and 3K GitHub stars. Version 0.41.0 supports Python <4.0,>=3.8, first published in 2021.
It is showing limited recent maintenance under a permissive license, last released in Mar 2025.
It is built on top of numpy, orjson and pydantic. It is used by 57 tracked packages, including osc-data, fasr and nlp-data.
GitHub topics include docarray, data-structures and multimodal.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
40
Popularity
72
Adoption
50
Community
60
Provenance
0
How the maintenance status was determined
Last commit
472 days ago
Monthly downloads
120,885
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
120,885
Stars
3,122
Stars per 1k downloads
25.83
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
3,072
Month daily avg
4,030
Momentum
-23.8%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
<4.0,>=3.8
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
License categories
License
Apache 2.0
•
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
How the release cadence was determined
Last release
472 days ago
Total releases
741
Releases/year
162.0
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
74
Monthly downloads
120,885
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
72
Issue Burden
21.8
per 1k stars
Discussions
4.2
per 1k stars
Fork Ratio
30.3%
contrib / forks
Stale Release
No
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
739
Windows
35
macOS
18
Python Versions
3.11
36.0%
227
3.12
23.6%
149
3.10
16.3%
103
3.9
15.5%
98
3.13
8.6%
54
Top Countries
1.
US
555
US
2.
SG
112
SG
3.
HK
52
HK
4.
DE
29
DE
5.
CN
21
CN
6.
NL
18
NL
7.
AU
15
AU
8.
IN
10
IN
9.
JP
9
JP
10.
IE
5
IE
Dependencies
6
- numpy >=1.17.3
- orjson >=3.8.2
- pydantic >=1.10.8
- rich >=13.1.0
- types-requests >=2.28.11.6
- typing-inspect >=0.8.0
22 optional dependencies
- av[video]
- elastic-transport[elasticsearch]
- elasticsearch[elasticsearch]
- fastapi[web]
- hnswlib[hnswlib]
- jax[jax]
- jina-hubble-sdk[jac]
- lz4[proto]
- pandas[pandas]
- pillow[image]
- protobuf[proto]
- pydub[audio]
- pyepsilla[epsilla]
- pymilvus[milvus]
- pymongo[mongo]
- qdrant-client[qdrant]
- redis[redis]
- smart-open[aws]
- torch[torch]
- trimesh[mesh]
- types-pillow[image]
- weaviate-client[weaviate]
Used By
57
- osc-data
- fasr
- nlp-data
- llama-index-vector-stores-docarray
- vislearnlabpy
- finetuner-commons
- inference-client
- applyllm
- thinkgpt
- nlu-inference
- scllm
- opea-comps
- auto-retrieval-plugin
- dotagent
- web2dataset
- goldretriever
- agent-context
- arcodeai
- code-context
- dotagent-dev
- incognitogpt
- agentbox
- open-retrieval
- llm-server
- agentdb
- llmproxy
- wconfig
- next-llm
- agent-cloud-os
- agent-system
- agent-cloud
- agent-management-system
- ams-core
- appnext
- marie-ai
- codegraph-agent
- agentvm
- agent-ngo
- ams-python
- auto-ams
- openams
- openagent-py
- openagent-dev
- nextpy-ai
- dotnext
- ctxdb
- dotams
- nextagent
- namas
- nextapi
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
Apache 2.0
First Release
December 9, 2021
Last Release
1 year ago
Last Commit
1 year ago
Latest Version
0.41.0
Total Releases
741
Contributors
74
Open PRs
42
Archived
No
Author
DocArray
Python Versions
3
3.8
3.9
3.10
3.11
3.12
Wheels
py3
Keywords
Tracking Since
January 6, 2026
Data Updated
July 5, 2026
Data Freshness
Fresh