Monthly downloads
3.2K
Weekly downloads
860
GitHub stars
-
Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.
Package Information
Latest Version
Requires Python
>=3.11
Licence
Proprietary - All Rights Reserved
Last Release
5 hr ago
First Release
April 15, 2026
Total Releases
17
Python Versions
3
3.11
3.12
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 based on PyPI data only - no linked source repository
N/A
Health Score
Not available
requires GitHub data
How the maintenance status was determined
Last release
0 days ago
Monthly downloads
3,175
•
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
3,175
Stars
Unknown
Stars per 1k downloads
—
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
No star data — can't compute stars-to-downloads ratio.
How download momentum is calculated
Week daily avg
123
Month daily avg
106
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Momentum 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
>=3.11
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
Proprietary - All Rights Reserved
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
0 days ago
Total releases
17
Releases/year
33.7
•
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
Unknown
Monthly downloads
3,175
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
Contributor count is missing — this usually indicates the package has no linked GitHub repository.
Engagement
0
Issue Burden
-
per 1k stars
Discussions
-
per 1k stars
Fork Ratio
-
contrib / forks
Stale Release
No
PR Velocity
-
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
20
macOS
5
Python Versions
3.12
53.8%
14
3.11
38.5%
10
3.14
3.8%
1
3.8
3.8%
1
Top Countries
1.
US
150
US
2.
SG
32
SG
3.
CN
29
CN
4.
IN
12
IN
5.
DE
11
DE
6.
KR
9
KR
7.
HK
8
HK
8.
FR
7
FR
9.
GB
6
GB
10.
JP
6
JP
Weekly Downloads
GitHub Stars
Dependencies
20
- aiohttp >=3.9.0
- ashmatics-datamodels <0.16.0,>=0.15.0
- graphql-core >=3.2.0
- httpx >=0.27.0
- markdown >=3.5.0
- numpy >=1.24.0
- openai >=1.0.0
- openpyxl >=3.1.2
- pandas >=2.1.0
- pgmpy >=1.1
- pillow >=10.0.0
- pydantic >=2.0.0
- pygraphviz >=1.14
- pypdf2 >=3.0.0
- python-dotenv >=1.0.0
- pyyaml >=6.0.0
- requests >=2.31.0
- rich >=13.0.0
- tiktoken <1.0.0,>=0.5.0
- tqdm >=4.65.0
50 optional dependencies
-
accelerate>=0.25.0[huggingface]extra == "huggingface"
-
ashmatics-tools[ml]extra == "ml"
-
ashmatics-tools[all]extra == "all"
-
ashmatics-tools[api]extra == "api"
-
ashmatics-tools[databases]extra == "databases"
-
ashmatics-tools[docproc]extra == "docproc"
-
ashmatics-tools[full]extra == "full"
-
ashmatics-tools[rag]extra == "rag"
-
ashmatics-tools[storage]extra == "storage"
-
asyncpg>=0.30.0[db-postgres]extra == "db-postgres"
-
azure-ai-inference>=1.0.0b1[azure-ai]extra == "azure-ai"
-
azure-core>=1.30.0[azure-ai]extra == "azure-ai"
-
azure-identity>=1.15.0[storage-azure]extra == "storage-azure"
-
azure-storage-blob>=12.19.0[storage-azure]extra == "storage-azure"
-
azure-storage-file-datalake>=12.14.0[storage-azure]extra == "storage-azure"
-
beautifulsoup4>=4.12.0[parsers]extra == "parsers"
-
bitsandbytes>=0.41.0[huggingface]extra == "huggingface"
-
docling>=2.58.0[parsers]extra == "parsers"
-
docling-core>=2.0.0[parsers]extra == "parsers"
-
langchain>=0.1.0[langchain]extra == "langchain"
-
langchain-core>=0.1.0[langchain]extra == "langchain"
-
llama-parse>=0.1.0[parsing-cloud]extra == "parsing-cloud"
-
megaparse>=0.0.44[parsing-cloud]extra == "parsing-cloud"
-
minio>=7.2.0[storage-minio]extra == "storage-minio"
-
mkdocs>=1.5.0[dev]extra == "dev"
-
mkdocs-material>=9.5.0[dev]extra == "dev"
-
mkdocstrings>=0.24.0[dev]extra == "dev"
-
motor>=3.3.0[db-mongo]extra == "db-mongo"
-
mypy>=1.5.0[dev]extra == "dev"
-
nltk>=3.8.0[chunkers]extra == "chunkers"
-
ollama>=0.4.0[ollama]extra == "ollama"
-
pandas-stubs>=2.1.0[dev]extra == "dev"
-
peft>=0.7.0[huggingface]extra == "huggingface"
-
pgmpy>=1.1[population-graph-neural]extra == "population-graph-neural"
-
pgvector>=0.4.1[db-postgres]extra == "db-postgres"
-
pikepdf>=8.0.0[parsing-cloud]extra == "parsing-cloud"
-
pymongo>=4.5.0[db-mongo]extra == "db-mongo"
-
pytest>=7.4.0[dev]extra == "dev"
-
pytest-asyncio>=0.21.0[dev]extra == "dev"
-
pytest-cov>=4.1.0[dev]extra == "dev"
-
qdrant-client>=1.15.1[db-qdrant]extra == "db-qdrant"
-
redis>=5.0.0[cache]extra == "cache"
-
redis-entraid>=1.2.0[cache-entraid]extra == "cache-entraid"
-
respx>=0.20.0[dev]extra == "dev"
-
ruff>=0.1.0[dev]extra == "dev"
-
sentence-transformers>=2.2.0[reranking]extra == "reranking"
-
torch>=2.0.0[huggingface]extra == "huggingface"
-
transformers>=4.30.0[chunkers]extra == "chunkers"
-
transformers>=4.36.0[huggingface]extra == "huggingface"
-
unstructured>=0.10.0[parsers]extra == "parsers"
Used By
2
- ashmatics-aigov-tools 4.0K/mo
- ashmatics-fda-pipeline 72/mo
Data and sources
Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords