No known security advisories.
The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.
Provenance Mismatch
This package's publish attestation (PEP 740) proves it builds from RasaHQ/rasa-private, not the linked rasahq/rasa. Stars and other GitHub metrics shown here come from the claimed repository.
Package Insights
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
50
Popularity
90
Adoption
43
Community
90
Provenance
0
How the maintenance status was determined
Last commit
200 days ago
Monthly downloads
22,433
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
22,433
Stars
21,225
Stars per 1k downloads
946.15
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
390
Month daily avg
748
Momentum
-47.8%
((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
12 days ago
Total releases
439
Releases/year
191.2
•
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
473
Monthly downloads
22,433
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
0.4
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
9.6%
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
Linux
38
macOS
2
Python Versions
3.11
80.0%
32
3.12
10.0%
4
3.9
10.0%
4
Top Countries
1.
SG
880
SG
2.
US
32
US
3.
SE
30
SE
4.
CA
28
CA
5.
CN
20
CN
6.
EG
17
EG
7.
FR
6
FR
8.
GB
4
GB
9.
BR
3
BR
10.
IT
2
IT
Dependencies
109
- a2a-sdk <0.4.0,>=0.3.4
- absl-py <2.4,>=2.3.1
- aio-pika <9.6.0,>=9.5.8
- aiohttp <3.14.0,>=3.13.4
- aioshutil <1.7,>=1.6
- apscheduler <3.12,>=3.11
- attrs <25.5.0,>=25.4.0
- audioop-lts <0.3.0,>=0.2.2
- aws-msk-iam-sasl-signer-python <1.1.0,>=1.0.2
- azure-identity <1.26.0,>=1.25.1
- azure-storage-blob <12.28.0,>=12.27.0
- boto3 <1.43,>=1.40.60
- cachecontrol <0.15.0,>=0.14.2
- certifi <2025.12.0,>=2025.11.12
- colorama <0.5.0,>=0.4.6
- colorclass <2.3,>=2.2
- coloredlogs <16,>=15
- colorhash <2.2.0,>=2.1.0
- confluent-kafka <3.0.0,>=2.11.0
- cryptography <48.1.0,>=48.0.1
- dask <2024.9.0,>=2024.8.0
- demoji <2.0.0,>=1.1.0
- diskcache <5.7.0,>=5.6.3
- dnspython <2.9.0,>=2.8.0
- duoname <0.0.3,>=0.0.2
- faiss-cpu <1.14.0,>=1.13.2
- google-auth <2.42.0,>=2.41.1
- google-cloud-storage <3.5.0,>=3.4.1
- hvac <2.5.0,>=2.4.0
- importlib-metadata <8.7.0,>=8.6.1
- 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-classic <1.1.0,>=1.0.7
- langchain-community <0.5.0,>=0.4.1
- langchain-core <1.4.0,>=1.3.3
- 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 <0.9.0,>=0.8.0
- litellm ==1.87.0
- matplotlib <3.11.0,>=3.10.8
- mcp <1.24.0,>=1.23.0
- networkx <3.5,>=3.4
- numpy <2.2.0,>=2.1.3
- openai <3.0.0,>=2.29.0
- openai-agents <0.13.0,>=0.12.5
- 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 <24.3,>=24.2
- 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,>=5.29.6
- psutil <6.0.0,>=5.9.5
- psycopg2-binary <2.10.0,>=2.9.11
- pydot <4.1.0,>=4.0.1
- pyjwt <3.0.0,>=2.13.0
- pykwalify <1.9,>=1.8
- pymilvus <2.7.0,>=2.6.12
- pymongo <4.16.0,>=4.15.5
- pypred <0.5.0,>=0.4.0
- python-dateutil <2.9.0,>=2.8.2
- python-dotenv <1.3.0,>=1.2.1
- python-engineio <4.13.0,>=4.12.2
- python-keycloak <5.9.0,>=5.8.1
- python-socketio <5.16.0,>=5.15.0
- pytz <2026.0,>=2025.2
- pyyaml <6.1.0,>=6.0.2
- qdrant-client <1.18.0,>=1.17.1
- questionary <2.2.0,>=2.1.1
- rasa-sdk ==3.16.1
- redis <6.5.0,>=6.4.0
- requests <2.34.0,>=2.33.0
- rich <14.3.0,>=14.2.0
- 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 <2.44.0,>=2.43.0
- setuptools <80.11.0,>=80.10.2
- sqlalchemy <2.1.0,>=2.0.46
- starlette <1.4.0,>=1.3.1
- structlog <25.6.0,>=25.5.0
- structlog-sentry <2.3.0,>=2.2.1
- tarsafe <0.0.6,>=0.0.5
- tenacity <8.5.0,>=8.4.2
- terminaltables <3.2.0,>=3.1.10
- tiktoken <0.13.0,>=0.12.0
- 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 >=0.46.3
30 optional dependencies
- aiogram[full]
- azure-cognitiveservices-speech[channels]
- cvg-python-sdk[full]
- fbmessenger[full]
- github3-py[gh-release-notes]
- gitpython[full]
- gliner[full]
- jieba[jieba]
- keras[full]
- langfuse[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
1 week ago
Last Commit
6 months ago
Latest Version
3.16.17
Total Releases
439
Contributors
473
Open PRs
144
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
July 5, 2026
Data Freshness
Fresh