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topological-coherence
v0.3.1 ExperimentalToroidal topology primitives for LLM coherence research — Tonnetz geometry, spectral gap, attention masks, Karmonic spectral filter (v7: inference-time bias null, training-time valid)
Apache-2.0 Edition 2021 MSRV 1.60
Quick Verdict
- ✓Actively maintained (updated 8d ago)
- !Pre-1.0: API may have breaking changes
- ✓Tiny footprint (7.7MB, 3 deps)
- ✓Permissive license (Apache-2.0)
Security
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Downloads
184
Dependents
0
Releases
6
Size
7.7MB
Deep Insights
📈
Strong growth momentum
34 downloads in the last 30 days (1/day), up 1600% from the previous period.
🪶
Minimal dependencies
Only 3 direct dependencies. Lean dependency tree means faster builds and lower supply chain risk.
📐
Large crate size
7.7MB is relatively large. May impact download and compile times.
Health Breakdown
Maintenance 18/25
Recency, release consistency, active ratio
Quality 12/25
Yanked ratio, deps, size, maturity, features
Community 6/20
Reverse deps, ownership, ecosystem
Popularity 3/15
Downloads, momentum, growth trend
Documentation 15/15
Docs, repo, license, metadata
Download Trend
Daily downloads · last 90 days
0/day avg
Version Adoption
v0.1.2
53%
v0.3.0
17%
v0.3.1
11%
v0.2.0
10%
v0.1.1
9%
Release Timeline
6 releasessince 2026
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LessMore
Feature Flags
default =["std"]
std*substrate
README
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Maintainers
Dependencies
3
direct dependencies
Dependents
0
crates depend on topological-coherence