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Dependencies

20
Software Dependencies (Direct)
2
Software Dependencies (Transitive)
1,464
Software Mentioned in Papers
3,111
Software in Cited Papers
1,551
Declared Dependencies
From manifests
575
Discovered (Hidden)
Symbol + wrapper analysis
109
System Libraries
0
With Known Vulns
None detected
What Software Does This Research Build On?

Via Reference Chain (depth 2)

Repos found one level deeper in citation chains.

RepositoryRef. Papers
salilab/imp7
cornerstonejs/cornerstone3d1

Software Mentions in Seed Papers

SoftwarePapersMapped
linux22unmapped
python20mapped
github20mapped
matlab16unmapped
code16unmapped
windows16unmapped
scripts16unmapped
script13unmapped
r12unmapped
matplotlib10mapped
docker9mapped
iq-tree9unmapped
scipy8mapped
java8unmapped
numpy8mapped
macos7unmapped
library7mapped
scikit-learn7mapped
imagej7mapped
phyml6unmapped
What Software Do Referenced Papers Use?

Software mentioned in papers that seed papers reference.

SoftwareRef. PapersLinked
python36linked
linux35unlinked
code34unlinked
scripts32unlinked
r27unlinked
windows26unlinked
github25linked
matlab24unlinked
script22unlinked
bioconductor21unlinked
numpy17linked
blast16unlinked
scipy16linked
matplotlib15linked
seurat15unlinked
ensembl15unlinked
c + +15unlinked
scikit-learn14linked
imagej14linked
java13unlinked
Ecosystem & Depth

Ecosystem Distribution

pypi
2.1K(48%)
conda
1.1K(25%)
actions
1.0K(24%)
npm
84(2%)
docker
21(0%)
maven
8(0%)

Depth Distribution

Direct (layer 1)
1.6K(31%)
Transitive (layer 2)
1.5K(31%)
Transitive (layer 3)
1.4K(28%)
Deep (layer 4+)
463(9%)
Unknown
32(1%)
Dependency Types & Detection

Dependency Types

runtime
4.8K(97%)
dev
63(1%)
test
63(1%)
build
21(0%)

Detection Methods

manifest_parsing
4.4K(88%)
symbol_analysis
575(12%)

Languages

Python
43(80%)
C++
5(9%)
Cython
1(2%)
Scala
1(2%)
DIGITAL Command Language
1(2%)
C
1(2%)
SWIG
1(2%)
Jupyter Notebook
1(2%)

Licenses

Unknown
203
apache-2.0
19
bsd-3-clause
13
other
11
mit
9
unlicense
1
mpl-2.0
1

4,398 declared, 575 discovered

4398
Declared (4398)Discovered (575)

Wrapper-Detected Pairs

Language packages that wrap underlying system libraries.

PackageEcosystemSystem LibraryConfidence
tyba-cvxoptpypiamdhip100%
cupy-rocm-7-0pypiamdhip100%
cupy-rocm-4-3pypiamdhip100%
cupy-rocm-4-0pypiamdhip100%
cvxoptpypiamdhip100%
cupy-rocm-5-0pypiamdhip100%
cupy-rocm-4-2pypiamdhip100%
pyarrow-cramjampypiarrow_acero100%
pyarrowpypiarrow_acero100%
pyarrowpypiarrow_compute100%
popperrowpypiarrow_cuda100%
pyarrow-cramjampypiarrow_dataset100%
pyarrowpypiarrow_dataset100%
pyarrow-cramjampypiarrow_flight100%
pyarrowpypiarrow_flight100%
pyarrowpypiarrow_python100%
pyarrow-cramjampypiarrow_python100%
popperrowpypiarrow_python100%
pyarrowpypiarrow_substrait100%
pyarrow-cramjampypiarrow_substrait100%

Symbol-Analysis Discoveries

Undeclared dependencies found via binary/symbol analysis.

TargetTypeConfidenceSources
glibc(runtime)library100%66
gcc(runtime)library100%61
libstdcxx(runtime)library100%58
openblas(linear_algebra)library100%28
cufft(gpu)library100%18
curand(gpu)library100%18
cuda(gpu)library100%18
nccl(gpu)library100%18
nvrtc(gpu)library100%18
cusparse(gpu)library100%18
cusolver(gpu)library100%18
openmp(runtime)library100%17
cudnn(gpu)library100%16
cutensor(gpu)library100%13
nvToolsExt(gpu)library100%12
amdhip(gpu)library100%7
tbb(threading)library100%6
gfortran(runtime)library100%6
rccl(gpu)library100%5
hiprand(gpu)library100%5

Transitive Chain Depth

1,556
Direct (layer 1)
1,534
Transitive (layer 2)
1,388
Transitive (layer 3)
463
Deep (layer 4+)
32
Unknown
Security Advisories

No security advisories found for portfolio dependencies.

Package Health

Health Score Distribution

Not Scored
20(100%)

System Library Health

NameCategoryHealthFundedDeps
glibcruntime-unfunded74
gccruntime-unfunded69
libstdcxxruntime-unfunded66
openblaslinear_algebra-unfunded38
openmpruntime-unfunded19
cusolvergpu-unfunded18
nvrtcgpu-unfunded18
cusparsegpu-unfunded18
cufftgpu-unfunded18
curandgpu-unfunded18
ncclgpu-unfunded18
cudagpu-unfunded18
cudnngpu-unfunded16
zlibcompression-unfunded15
gfortranruntime-unfunded14
cutensorgpu-unfunded13
nvToolsExtgpu-unfunded12
quadmathmath-unfunded11
amdhipgpu-unfunded7
tbbthreading-unfunded6

Most widely used packages across portfolio repositories.

PackageEcosystemTypeDetectionHealthAdvisoriesUsed By
actions/checkoutactionsdirectdeclared-035 repos
actions/setup-pythonactionsdirectdeclared-031 repos
sphinxpypidirectdeclared-028 repos
actions/upload-artifactactionsdirectdeclared-027 repos
actions/download-artifactactionsdirectdeclared-022 repos
codecov/codecov-actionactionsdirectdeclared-022 repos
docker/setup-qemu-actionactionsdirectdeclared-022 repos
wheelpypidirectdeclared-022 repos
sphinx-copybuttonpypidirectdeclared-021 repos
actions/cacheactionsdirectdeclared-020 repos
actions/staleactionsdirectdeclared-020 repos
packagingpypidirectdeclared-020 repos
pillowpypidirectdeclared-020 repos
pytestpypidirectdeclared-020 repos
sphinxcontrib-svg2pdfconverterpypidirectdeclared-020 repos
twinepypidirectdeclared-020 repos
urllib3pypidirectdeclared-020 repos
matplotlibpypidirectdeclared-019 repos
numpypypidirectdeclared-019 repos
pandaspypidirectdeclared-019 repos

Computed 4/10/2026, 12:30:01 AM across 258 repositories