Monthly downloads
619.7K
Weekly downloads
146.9K
GitHub stars
176
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
<3.15,>=3.11
Licence
BSD-3-Clause
Last Release
2 weeks ago
Author
IBM
First Release
November 27, 2023
Total Releases
115
Python Versions
3.11
3.12
3.13
3.14
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
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
90
Popularity
53
Adoption
77
Community
70
Provenance
0
How the maintenance status was determined
Last commit
14 days ago
Monthly downloads
619,718
•
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
619,718
Stars
176
Stars per 1k downloads
0.28
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
20,983
Month daily avg
20,657
Momentum
+1.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100More insights and metrics
Python version support tiers
requires_python
<3.15,>=3.11
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
BSD-3-Clause
•
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
17 days ago
Total releases
115
Releases/year
39.9
•
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
25
Monthly downloads
619,718
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
55
Issue Burden
11.4
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
17.1%
contrib / forks
Stale Release
No
PR Velocity
Quiet
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
9.3K
Windows
609
macOS
256
Python Versions
3.12
61.7%
6.2K
3.11
13.6%
1.4K
3.13
12.3%
1.2K
3.10
6.3%
626
3.14
6.2%
614
Top Countries
1.
US
7.3K
US
2.
DE
1.7K
DE
3.
CO
305
CO
4.
IN
233
IN
5.
ID
85
ID
6.
SG
74
SG
7.
CN
57
CN
8.
IT
55
IT
9.
NL
50
NL
10.
AU
38
AU
Weekly Downloads
GitHub Stars
Dependencies
10
- cachetools
- certifi
- httpx <0.29,>=0.27
- ibm-cos-sdk <2.15.0,>=2.12.0
- lomond
- packaging
-
pandas
<2.4.0,>=0.24.2
python_version < "3.14"
- requests
- tabulate
- urllib3
21 optional dependencies
-
beautifulsoup4<=4.13.5,>=4.12.3[rag]extra == "rag"
-
grpcio>=1.54.3[rag]python_version < "3.14" and extra == "rag"
-
langchain<0.4,>=0.3[rag]extra == "rag"
-
langchain-chroma<=0.2.5,>=0.1.4[rag]python_version < "3.14" and extra == "rag"
-
langchain-community<0.4,>=0.3[rag]extra == "rag"
-
langchain-core<0.4,>=0.3.80[rag]extra == "rag"
-
langchain-db2<0.2,>=0.1[rag]extra == "rag"
-
langchain-elasticsearch<=0.3.2,>=0.3.0[rag]extra == "rag"
-
langchain-ibm<0.4,>=0.3[rag]extra == "rag"
-
langchain-milvus<=0.2.1,>=0.1.8[rag]python_version < "3.14" and extra == "rag"
-
langchain-text-splitters<0.4,>=0.3[rag]extra == "rag"
-
langgraph<0.7,>=0.2.40[rag]extra == "rag"
-
markdown<=3.8.2,>=3.4.1[rag]extra == "rag"
-
mcp<2.0,>=1.6.0[mcp]extra == "mcp"
-
openpyxl==3.1.5[rag]extra == "rag"
-
pymilvus<=2.6.6[rag]python_version < "3.14" and extra == "rag"
-
pypdf>=4.2.0[rag]extra == "rag"
-
python-docx<=1.2.0,>=1.1.2[rag]extra == "rag"
-
python-pptx==1.0.2[rag]extra == "rag"
-
pyyaml>=5.1.2[rag]extra == "rag"
-
scikit-learn>=1.3.0[rag]python_version < "3.14" and extra == "rag"
Used By
56
- langchain-ibm 374.1K/mo
- langflow-base 65.3K/mo
- llama-index-llms-ibm 45.2K/mo
- llama-index-embeddings-ibm 44.2K/mo
- langflow-base-nightly 36.8K/mo
- agent-lifecycle-toolkit 24.6K/mo
- lfx-ibm 13.6K/mo
- cuga 12.2K/mo
- chuk-llm 5.8K/mo
- ibm-aigov-facts-client 1.9K/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords