Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
65
Popularity
90
Adoption
73
Community
90
How the maintenance status was determined
Last commit
155 days ago
Monthly downloads
23,092
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
23,092
Stars
21,171
Stars per 1k downloads
916.81
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
879
Month daily avg
770
Momentum
+14.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
<3.14,>=3.10.0
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
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
0 days ago
Total releases
407
Releases/year
187.3
•
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
474
Monthly downloads
23,092
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
78
Issue Burden
0.2
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
9.7%
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
Windows
148
Linux
15
Python Versions
3.11
95.1%
155
3.12
3.7%
6
3.10
1.2%
2
Top Countries
1.
IN
146
IN
2.
US
62
US
3.
FR
11
FR
4.
SG
10
SG
5.
VN
10
VN
6.
RU
8
RU
7.
HK
7
HK
8.
DK
6
DK
9.
JP
6
JP
10.
NL
6
NL
Dependencies
107
- a2a-sdk <0.4.0,>=0.3.4
- absl-py <2.4,>=2.3.1
- aio-pika <9.4.4,>=8.2.3
- aiohttp <3.14.0,>=3.13.4
- aioshutil <1.6,>=1.5
- apscheduler <3.12,>=3.11
- attrs <25.0,>=23.1
- audioop-lts <0.3.0,>=0.2.2
- aws-msk-iam-sasl-signer-python <1.1.0,>=1.0.2
- azure-identity <1.25.0,>=1.24.0
- azure-storage-blob <12.27.0,>=12.26.0
- boto3 <1.41.0,>=1.40.21
- cachecontrol <0.15.0,>=0.14.2
- certifi <2025.11.0,>=2025.10.5
- colorama <0.5.0,>=0.4.6
- colorclass <2.3,>=2.2
- coloredlogs <16,>=15
- colorhash <2.1.0,>=2.0
- confluent-kafka <3.0.0,>=2.11.0
- cryptography <45.1.0,>=45.0.6
- dask <2024.9.0,>=2024.8.0
- demoji <2.0.0,>=1.1.0
- diskcache <5.7.0,>=5.6.3
- dnspython ==2.6.1
- duoname <0.0.3,>=0.0.2
- faiss-cpu <1.12.0,>=1.11.0
- google-auth <2.41.0,>=2.40.3
- google-cloud-storage <2.15.0,>=2.14.0
- hvac <2.4.0,>=2.3.0
- importlib-metadata <8.6.0,>=8.5.0
- importlib-resources <7.0.0,>=6.5.2
- jinja2 <3.2.0,>=3.1.6
- jsonpatch <2.0,>=1.33
- jsonpickle <3.4,>=3.3.0
- jsonschema >=4.22
- langchain <1.3.0,>=1.2.16
- langchain-community <0.5.0,>=0.4.1
- langchain-core <1.4.0,>=1.3.2
- langchain-openai <1.3.0,>=1.2.1
- langchain-qdrant <1.2.0,>=1.1.0
- langchain-text-splitters <1.2.0,>=1.1.2
- langcodes <3.6.0,>=3.5.1
- langsmith <0.8.0,>=0.7.31
- litellm ==1.84.0
- matplotlib <3.10.0,>=3.9.4
- mcp <1.24.0,>=1.23.0
- networkx <3.2,>=3.1
- numpy <2.2.0,>=2.1.3
- openai <3.0.0,>=2.8.0
- openpyxl <4.0.0,>=3.1.5
- opentelemetry-api <1.34.0,>=1.33.0
- opentelemetry-exporter-otlp <1.34.0,>=1.33.0
- opentelemetry-sdk <1.34.0,>=1.33.0
- packaging <24.1,>=24.0
- pep440-version-utils <1.3.0,>=1.2.0
- pluggy <2.0.0,>=1.2.0
- portalocker <3.0.0,>=2.7.0
- prompt-toolkit <3.0.29,>=3.0.28
- protobuf <5.30.0,>=5.29.5
- psutil <6.0.0,>=5.9.5
- psycopg2-binary <2.10.0,>=2.9.10
- pydot <1.5,>=1.4
- pyjwt <3.0.0,>=2.12.0
- pykwalify <1.9,>=1.8
- pymilvus <3.0.0,>=2.6.1
- pymongo <4.11.0,>=4.10.1
- pypred <0.5.0,>=0.4.0
- python-dateutil <2.9.0,>=2.8.2
- python-dotenv <2.0.0,>=1.0.1
- python-engineio <4.13.0,>=4.12.2
- python-keycloak <5.9.0,>=5.8.1
- python-socketio <5.15.0,>=5.14.2
- pytz <2023.0,>=2022.7.1
- pyyaml <6.1.0,>=6.0.2
- qdrant-client <1.18.0,>=1.17.1
- questionary <2.2.0,>=2.1.1
- rasa-sdk ==3.14.1
- redis <6.0,>=4.6.0
- requests <2.34.0,>=2.33.0
- rich <14.2.0,>=14.1.0
- ruamel-yaml <0.17.22,>=0.17.21
- sanic <22.13,>=22.12
- sanic-cors <2.3.0,>=2.2.0
- sanic-jwt <2.0.0,>=1.8.0
- sanic-openapi <22.0.0,>=21.12.0
- sanic-routing <23.0.0,>=22.8.0
- scikit-learn <1.7.0,>=1.6.1
- scipy <1.14.0,>=1.13.1
- sentry-sdk <3,>=2.8.0
- setuptools <80.11.0,>=80.10.2
- sqlalchemy <2.1.0,>=2.0.42
- starlette <0.50.0,>=0.49.1
- structlog <25.5.0,>=25.4.0
- structlog-sentry <2.1.0,>=2.0.3
- tarsafe <0.0.6,>=0.0.5
- tenacity <8.5.0,>=8.4.1
- terminaltables <3.2.0,>=3.1.10
- tiktoken <0.10.0,>=0.9.0
- tqdm <5.0.0,>=4.66.2
- types-cachetools <6.3.0.0,>=6.2.0.20250827
- types-protobuf ==4.25.0.20240417
- typing-extensions <5.0.0,>=4.7.1
- typing-utils <0.2.0,>=0.1.0
- ujson <5.13.0,>=5.12.0
- websockets <11.0,>=10.4
- werkzeug <3.2.0,>=3.1.6
- wheel >=0.46.2
28 optional dependencies
- aiogram[full]
- cvg-python-sdk[full]
- fbmessenger[full]
- github3-py[gh-release-notes]
- gitpython[full]
- gliner[full]
- jieba[jieba]
- keras[full]
- mattermostwrapper[full]
- mitie[full]
- onnxruntime[full]
- regex[full]
- rocketchat-api[full]
- safetensors[full]
- sentencepiece[transformers]
- sklearn-crfsuite[full]
- skops[full]
- slack-sdk[full]
- spacy[spacy]
- tensorflow[full]
- tensorflow-hub[full]
- tensorflow-io-gcs-filesystem[full]
- tensorflow-metal[full]
- tensorflow-text[full]
- tf-keras[full]
- transformers[transformers]
- twilio[full]
- webexteamssdk[full]
Used By
0
Not used by any tracked packages
GitHub Topics
Tags from the package's GitHub repository describing what it does.
Package Information
License
Unknown
First Release
March 20, 2024
Last Release
2 hr ago
Last Commit
5 months ago
Latest Version
3.14.23
Total Releases
407
Contributors
474
Open PRs
141
Archived
No
Author
Rasa Technologies GmbH
Python Versions
3
3.10
3.11
3.12
3.13
Wheels
py3
Keywords
Tracking Since
January 6, 2026
Data Updated
May 17, 2026
Data Freshness
Fresh