Package Insights
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
47
Adoption
30
Community
10
How the maintenance status was determined
Last commit
20 days ago
Monthly downloads
1,249
•
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
1,249
Stars
223
Stars per 1k downloads
178.54
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
17
Month daily avg
42
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.
Python version support tiers
requires_python
<3.14,>=3.11
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
MIT 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
20 days ago
Total releases
15
Releases/year
21.5
•
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
1
Monthly downloads
1,249
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
16
Issue Burden
0.0
per 1k stars
Discussions
0.0
per 1k stars
Fork Ratio
4.0%
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
No OS data available
Python Versions
No Python version data available
Top Countries
1.
US
4
US
2.
CA
1
CA
Dependencies
37
- accelerate <2.0,>=1.10
- arrowspace <1.0,>=0.13.3
- bs4 <0.0.3,>=0.0.2
- datamodel-code-generator <0.53.0,>=0.52.2
- datasets <5.0,>=4.0
- datasketch <2.0,>=1.8
- dspy <4.0,>=3.1
- gensim <5.0,>=4.3.3
- gliner <0.3,>=0.2.21
- icecream <3.0,>=2.1
- jinja2 <4.0,>=3.1
- lancedb >=0.26
- lance-namespace >=0.0.20
- litellm <2.0,>=1.83
- lxml <7.0,>=6.0
- networkx <4.0,>=3.5
- nltk <4.0,>=3.9
- numpy <3.0,>=1.17
- opik <2.0,>=1.11
- placekey <0.0.37,>=0.0.36
- polars <2.0,>=1.32
- psutil <8.0,>=7.2
- pydantic <3.0,>=2.12
- pyinstrument <6.0,>=5.0
- pyshacl <1.0,>=0.30
- pyvis <0.4,>=0.3
- rdflib <8.0,>=7.4
- requests <3.0,>=2.32
- requests-cache <2.0,>=1.2
- senzing-grpc ==0.5.11
- spacy <4.0,>=3.8.7
- streamlit <2.0,>=1.52
- sz-semantics <2.0,>=1.2
- transformers <4.57
- validators <0.36,>=0.35
- w3lib <3.0,>=2.3
- yfiles-graphs-for-streamlit <2.0,>=1.3
Used By
0
Not used by any tracked packages
Package Information
License
MIT License
First Release
August 24, 2025
Last Release
3 weeks ago
Last Commit
3 weeks ago
Latest Version
2.1.1
Total Releases
15
Contributors
1
Open PRs
0
Archived
No
Author
Paco Nathan
Python Versions
3.11
3.12
3.13
Wheels
py3
Keywords
air-gapped environment
computable semantics
context engineering
declarative LLM integration
domain context
entity embedding
entity linking
entity resolution
epistemic literacy
graph algorithms
graph analytics
graphrag
human-in-the-loop
interactive visualization
knowledge graph
named entity recognition
natural language processing
observability and optimization
ontology pipeline
relation extraction
retrieval-augmented generation
semantic expansion
semantic layer
semantic random walk
spectral indexing
textgraphs
unstructured data
vector database
Topics
Tracking Since
January 21, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh