Package Insights
Package Risks
- No releases in 93 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
90
Popularity
85
Adoption
49
Community
80
How the maintenance status was determined
Last commit
12 days ago
Monthly downloads
83,797
•
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
83,797
Stars
8,712
Stars per 1k downloads
103.97
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
1,712
Month daily avg
2,793
Momentum
-38.7%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
>=3.9
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 Software License
•
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
105 days ago
Total releases
346
Releases/year
88.5
•
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
156
Monthly downloads
83,797
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
66
Issue Burden
48.7
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
16.2%
contrib / forks
Stale Release
93d
PR Velocity
Active
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Windows
699
Linux
482
macOS
3
Python Versions
3.10
33.2%
393
3.12
30.6%
362
3.13
30.1%
356
3.11
5.9%
70
3.14
0.1%
1
Top Countries
1.
HU
695
HU
2.
US
450
US
3.
BR
34
BR
4.
IN
4
IN
5.
RU
4
RU
6.
CA
3
CA
7.
DE
1
DE
8.
HK
1
HK
9.
SG
1
SG
Dependencies
57
- aiofiles ==22.1.0
- aiohttp ==3.10.0
- alembic >=1.7.5
- bcrypt ==4.0.1
- cachetools
- click <8.2.0
- cron-converter ==1.2.1
- cryptography ==42.0.4
- dask >=2022.2.0
- datadog ==0.44.0
- faker ==4.14.0
- freezegun ==1.2.2
- gitpython ==3.1.41
- great-expectations ==0.18.12
- httpx >=0.27.0
- inflection ==0.5.1
- ipykernel ==6.15.0
- ipython ==8.10.0
- itsdangerous ~=1.1.0
- jinja2 ==3.1.3
- joblib >=1.1.0
- jupyter-client ==7.4.4
- jupyter-server ==2.14.1
- ldap3 ==2.9.1
- memory-profiler
- newrelic ==8.8.0
- numpy >=1.22.0
- pandas >=1.3.0
- paramiko ==3.5.1
- pillow ==10.3.0
- polars ==1.30.0
- protobuf >=4.25.0
- psutil ==5.9.8
- pyairtable >=2.3.3
- pyarrow >=14.0.1
- pygithub ==1.59.0
- pyjwt ==2.6.0
- python-dateutil ==2.8.2
- pytz >=2022.2.1
- pyyaml ~=6.0
- redis ~=5.0.1
- requests ~=2.31.0
- ruamel-yaml ==0.17.17
- scikit-learn <1.8
- sentry-sdk <3.0.0,>=2.0.0
- setuptools ==70.0.0
- simplejson
- six >=1.15.0
- sqlalchemy <2.0.0,>=1.4.20
- sqlglot
- terminado ==0.17.1
- thefuzz ==0.19.0
- tornado ==6.4.2
- typer ==0.9.0
- typing-extensions ==4.11.0
- watchdog ==4.0.0
- werkzeug ==3.0.3
128 optional dependencies
- astor[ai]
- astor[all]
- aws-secretsmanager-caching[all]
- azure-eventhub[all]
- azure-eventhub[azure]
- azure-identity[all]
- azure-identity[azure]
- azure-keyvault-certificates[azure]
- azure-keyvault-certificates[all]
- azure-keyvault-secrets[all]
- azure-keyvault-secrets[azure]
- azure-mgmt-containerinstance[all]
- azure-mgmt-containerinstance[azure]
- azure-storage-blob[all]
- azure-storage-blob[azure]
- boto3[s3]
- boto3[all]
- boto3[redshift]
- boto3[spark]
- botocore[spark]
- botocore[s3]
- botocore[all]
- chromadb[chroma]
- clickhouse-connect[clickhouse]
- clickhouse-connect[all]
- confluent-avro[streaming]
- confluent-avro[all]
- db-dtypes[bigquery]
- db-dtypes[all]
- dbt-adapters[all]
- dbt-adapters[dbt]
- dbt-bigquery[all]
- dbt-bigquery[dbt]
- dbt-clickhouse[dbt]
- dbt-clickhouse[all]
- dbt-core[dbt]
- dbt-core[all]
- dbt-duckdb[all]
- dbt-duckdb[dbt]
- dbt-postgres[dbt]
- dbt-postgres[all]
- dbt-redshift[all]
- dbt-redshift[dbt]
- dbt-snowflake[dbt]
- dbt-snowflake[all]
- dbt-spark[dbt]
- dbt-spark[all]
- dbt-sqlserver[all]
- dbt-sqlserver[dbt]
- dbt-synapse[all]
- dbt-synapse[dbt]
- dbt-trino[all]
- dbt-trino[dbt]
- duckdb[all]
- elasticsearch[all]
- elasticsearch[streaming]
- google-api-core[all]
- google-api-python-client[all]
- google-cloud-bigquery[all]
- google-cloud-bigquery[bigquery]
- google-cloud-iam[all]
- google-cloud-pubsub[all]
- google-cloud-run[all]
- google-cloud-storage[google-cloud-storage]
- google-cloud-storage[all]
- great-expectations[all]
- gspread[all]
- gspread[google-cloud-storage]
- influxdb-client[all]
- influxdb-client[streaming]
- kafka-python[streaming]
- kafka-python[all]
- kubernetes[all]
- langchain[ai]
- langchain[all]
- langchain-community[all]
- langchain-community[ai]
- ldap3[all]
- lxml[redshift]
- lxml[all]
- mysql-connector-python[mysql]
- nats-py[streaming]
- nats-py[all]
- nkeys[all]
- nkeys[streaming]
- openai[all]
- openai[ai]
- opensearch-py[streaming]
- opensearch-py[all]
- opentelemetry-api[all]
- opentelemetry-exporter-otlp[all]
- opentelemetry-exporter-prometheus[all]
- opentelemetry-instrumentation-sqlalchemy[all]
- opentelemetry-instrumentation-tornado[all]
- oracledb[oracle]
- oracledb[all]
- pika[streaming]
- pika[all]
- pinotdb[all]
- prometheus-client[all]
- protobuf[all]
- psycopg2[all]
- psycopg2[postgres]
- psycopg2-binary[postgres]
- psycopg2-binary[all]
- pyairtable[airtable]
- pyairtable[all]
- pydruid[all]
- pygithub[all]
- pymongo[streaming]
- pymongo[all]
- pyodbc[all]
- qdrant-client[qdrant]
- redshift-connector[all]
- redshift-connector[redshift]
- requests-aws4auth[all]
- requests-aws4auth[streaming]
- sentence-transformers[qdrant]
- snowflake-connector-python[all]
- snowflake-connector-python[snowflake]
- sshtunnel[postgres]
- sshtunnel[all]
- stomp-py[streaming]
- stomp-py[all]
- tables[hdf5]
- thefuzz[all]
- trino[dbt]
- trino[all]
Used By
0
Not used by any tracked packages
Package Information
License
Apache Software License
First Release
June 8, 2022
Last Release
3 months ago
Last Commit
1 week ago
Latest Version
0.9.79
Total Releases
346
Contributors
156
Open PRs
155
Archived
No
Author
Mage
Python Versions
3
Wheels
py3
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh