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Dependencies

2
Software Dependencies (Direct)
5
Software Dependencies (Transitive)
911
Software Mentioned in Papers
2,355
Software in Cited Papers
34,272
Declared Dependencies
From manifests
48
Discovered (Hidden)
Symbol + wrapper analysis
60
System Libraries
0
With Known Vulns
None detected
What Software Does This Research Build On?

Via Cited DOIs (depth 1)

Repos whose canonical DOI paper is directly cited by seed papers.

RepositorySeed Papers
nextflow-io/nextflow1
sympy/sympy1

Via Reference Chain (depth 2)

Repos found one level deeper in citation chains.

Software Mentions in Seed Papers

SoftwarePapersMapped
bioconductor31unmapped
r23unmapped
ensembl14unmapped
code13unmapped
github12mapped
limma12unmapped
bowtie7unmapped
script7unmapped
samtools7unmapped
deseq27unmapped
edger6unmapped
linux6unmapped
r package6unmapped
star6unmapped
python6mapped
chimeraviz5unmapped
scripts5unmapped
stata4unmapped
biomart4unmapped
windows4unmapped
What Software Do Referenced Papers Use?

Software mentioned in papers that seed papers reference.

SoftwareRef. PapersLinked
r62unlinked
bioconductor51unlinked
ensembl32unlinked
code27unlinked
seurat24unlinked
limma22unlinked
scripts22unlinked
script21unlinked
bowtie19unlinked
linux19unlinked
deseq218unlinked
edger18unlinked
star16unlinked
tophat16unlinked
github16linked
python15linked
deseq 213unlinked
scanpy12unlinked
samtools12unlinked
windows11unlinked
Ecosystem & Depth

Ecosystem Distribution

cran
32.3K(90%)
actions
2.3K(6%)
pypi
737(2%)
conda
397(1%)
docker
69(0%)
maven
29(0%)
cargo
4(0%)
npm
3(0%)
rubygems
3(0%)

Depth Distribution

Direct (layer 1)
34.3K(95%)
Transitive (layer 2)
905(3%)
Transitive (layer 3)
420(1%)
Deep (layer 4+)
365(1%)
Unknown
30(0%)
Dependency Types & Detection

Dependency Types

runtime
35.9K(100%)
build
60(0%)
test
11(0%)
dev
3(0%)

Detection Methods

manifest_parsing
35.9K(100%)
symbol_analysis
48(0%)

35,948 declared, 48 discovered

35948
Declared (35948)Discovered (48)

Wrapper-Detected Pairs

Language packages that wrap underlying system libraries.

PackageEcosystemSystem LibraryConfidence
pysampypibrotli100%
pysampypibzip2100%
pysampypicbcftools100%
pysampypichtslib100%
pysampypicom_err100%
pysampypicrypt100%
pysampypicsamtools100%
pysampypicurl100%
pysampypicutils100%
xgboost-cu13pypigcc100%
syntaxnet-with-tensorflowpypigcc100%
xgboost-cpupypigcc100%
syntaxnetpypigcc100%
xgboostpypigcc100%
syntaxnet-with-tensorflowpypiglibc100%
xgboostpypiglibc100%
xgboost-cu13pypiglibc100%
syntaxnetpypiglibc100%
pysampypiglibc100%
xgboost-cpupypiglibc100%

Symbol-Analysis Discoveries

Undeclared dependencies found via binary/symbol analysis.

TargetTypeConfidenceSources
glibc(runtime)library100%6
gcc(runtime)library100%5
libstdcxx(runtime)library100%5
openmp(runtime)library100%3
chtslib(runtime)library100%1
com_err(other)library100%1
crypt(other)library100%1
csamtools(runtime)library100%1
curl(networking)library100%1
cutils(runtime)library100%1
gssapi_krb(other)library100%1
idn(other)library100%1
k5crypto(crypto)library100%1
keyutils(other)library100%1
krb5support(other)library100%1
lber(other)library100%1
ldap(other)library100%1
nghttp2(networking)library100%1
openssl(crypto)library100%1
pcre2(other)library100%1

Transitive Chain Depth

34,276
Direct (layer 1)
905
Transitive (layer 2)
420
Transitive (layer 3)
365
Deep (layer 4+)
30
Unknown
Security Advisories

No security advisories found for portfolio dependencies.

Package Health

Health Score Distribution

Not Scored
27(100%)

System Library Health

NameCategoryHealthFundedDeps
glibcruntime-unfunded9
libstdcxxruntime-unfunded8
gccruntime-unfunded8
brotlicompression-unfunded4
zlibcompression-unfunded4
k5cryptocrypto-unfunded4
opensslcrypto-unfunded4
krb5supportother-unfunded4
xzcompression-unfunded4
gssapi_krbother-unfunded4
keyutilsother-unfunded4
selinuxother-unfunded4
openmpruntime-unfunded4
curlnetworking-unfunded4
pcre2other-unfunded4
boringsslcrypto-unfunded4
com_errother-unfunded4
xcbother-unfunded3
Xauother-unfunded3
openjpother-unfunded3

Most widely used packages across portfolio repositories.

PackageEcosystemTypeDetectionHealthAdvisoriesUsed By
knitrcrandirectdeclared-01364 repos
rcrandirectdeclared-01357 repos
rmarkdowncrandirectdeclared-01170 repos
methodscrandirectdeclared-01000 repos
biocstylecrandirectdeclared-0942 repos
testthatcrandirectdeclared-0923 repos
statscrandirectdeclared-0856 repos
utilscrandirectdeclared-0750 repos
ggplot2crandirectdeclared-0721 repos
s4vectorscrandirectdeclared-0518 repos
dplyrcrandirectdeclared-0508 repos
summarizedexperimentcrandirectdeclared-0473 repos
biocgenericscrandirectdeclared-0456 repos
genomicrangescrandirectdeclared-0410 repos
grdevicescrandirectdeclared-0369 repos
irangescrandirectdeclared-0362 repos
actions/checkoutactionsdirectdeclared-0339 repos
graphicscrandirectdeclared-0336 repos
biobasecrandirectdeclared-0327 repos
r-lib/actions/setup-ractionsdirectdeclared-0277 repos

Computed 4/16/2026, 9:56:11 PM across 3709 repositories