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Dependencies
22
Software Dependencies (Direct)
9
Software Dependencies (Transitive)
1,711
Software Mentioned in Papers
2,005
Software in Cited Papers
59,915
Declared Dependencies
From manifests
916
Discovered (Hidden)
Symbol + wrapper analysis
469
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.
Via Reference Chain (depth 2)
Repos found one level deeper in citation chains.
Software Mentions in Seed Papers
| Software | Papers ▼ | Mapped |
|---|---|---|
| code | 30 | unmapped |
| linux | 28 | unmapped |
| matlab | 23 | unmapped |
| python | 23 | mapped |
| github | 19 | mapped |
| windows | 18 | unmapped |
| scripts | 17 | unmapped |
| r | 17 | unmapped |
| script | 15 | unmapped |
| numpy | 14 | mapped |
| library | 14 | mapped |
| matplotlib | 14 | mapped |
| scipy | 12 | mapped |
| docker | 11 | mapped |
| macos | 10 | unmapped |
| scikit-learn | 10 | mapped |
| pypi | 9 | unmapped |
| pytorch | 8 | mapped |
| java | 8 | unmapped |
| tensorflow | 7 | mapped |
What Software Do Referenced Papers Use?
Software mentioned in papers that seed papers reference.
| Software | Ref. Papers ▼ | Linked |
|---|---|---|
| code | 28 | unlinked |
| scripts | 23 | unlinked |
| python | 23 | linked |
| matlab | 23 | unlinked |
| linux | 20 | unlinked |
| windows | 16 | unlinked |
| github | 16 | linked |
| r | 15 | unlinked |
| numpy | 14 | linked |
| script | 14 | unlinked |
| imagej | 14 | linked |
| scipy | 14 | linked |
| matplotlib | 13 | linked |
| fiji | 12 | unlinked |
| library | 12 | linked |
| tensorflow | 10 | linked |
| docker | 9 | linked |
| scikit-image | 8 | linked |
| scikit-learn | 8 | linked |
| plink | 8 | unlinked |
Ecosystem & Depth
Ecosystem Distribution
pypi
139.7K(53%)
actions
64.4K(24%)
conda
37.0K(14%)
npm
16.2K(6%)
cran
2.2K(1%)
docker
1.7K(1%)
julia
1.0K(0%)
maven
682(0%)
cargo
495(0%)
Other
921(0%)
Depth Distribution
Direct (layer 1)
59.9K(21%)
Transitive (layer 2)
75.3K(26%)
Transitive (layer 3)
81.3K(28%)
Deep (layer 4+)
64.7K(22%)
Unknown
10.3K(4%)
Dependency Types & Detection
Dependency Types
runtime
279.9K(96%)
dev
9.1K(3%)
build
1.6K(1%)
test
843(0%)
Detection Methods
manifest_parsing
290.6K(100%)
symbol_analysis
916(0%)
290,615 declared, 916 discovered
290615
Declared (290615)Discovered (916)
Wrapper-Detected Pairs
Language packages that wrap underlying system libraries.
| Package | Ecosystem | System Library | Confidence ▼ |
|---|---|---|---|
| ortools | pypi | absl_base | 100% |
| ortools | pypi | absl_city | 100% |
| ortools | pypi | absl_civil_time | 100% |
| ortools | pypi | absl_cord_internal | 100% |
| ortools | pypi | absl_cordz_functions | 100% |
| ortools | pypi | absl_cordz_handle | 100% |
| ortools | pypi | absl_cordz_info | 100% |
| ortools | pypi | absl_crc_cord_state | 100% |
| ortools | pypi | absl_crc_cpu_detect | 100% |
| ortools | pypi | absl_crc_internal | 100% |
| ortools | pypi | absl_crc32c | 100% |
| ortools | pypi | absl_debugging_internal | 100% |
| ortools | pypi | absl_decode_rust_punycode | 100% |
| ortools | pypi | absl_demangle_internal | 100% |
| ortools | pypi | absl_demangle_rust | 100% |
| ortools | pypi | absl_die_if_null | 100% |
| ortools | pypi | absl_examine_stack | 100% |
| ortools | pypi | absl_exponential_biased | 100% |
| ortools | pypi | absl_flags_commandlineflag_internal | 100% |
| ortools | pypi | absl_flags_config | 100% |
Symbol-Analysis Discoveries
Undeclared dependencies found via binary/symbol analysis.
| Target | Type | Confidence ▼ | Sources |
|---|---|---|---|
| glibc(runtime) | library | 100% | 122 |
| gcc(runtime) | library | 100% | 101 |
| libstdcxx(runtime) | library | 100% | 92 |
| openblas(linear_algebra) | library | 100% | 36 |
| openmp(runtime) | library | 100% | 22 |
| cuda(gpu) | library | 100% | 21 |
| cusolver(gpu) | library | 100% | 20 |
| cusparse(gpu) | library | 100% | 19 |
| nccl(gpu) | library | 100% | 18 |
| cufft(gpu) | library | 100% | 18 |
| curand(gpu) | library | 100% | 18 |
| cudnn(gpu) | library | 100% | 18 |
| nvrtc(gpu) | library | 100% | 18 |
| cutensor(gpu) | library | 100% | 13 |
| nvToolsExt(gpu) | library | 100% | 12 |
| zlib(compression) | library | 100% | 12 |
| amdhip(gpu) | library | 100% | 11 |
| gfortran(runtime) | library | 100% | 8 |
| rccl(gpu) | library | 100% | 7 |
| rocsolver(gpu) | library | 100% | 7 |
Transitive Chain Depth
59,942
Direct (layer 1)
75,304
Transitive (layer 2)
81,276
Transitive (layer 3)
64,661
Deep (layer 4+)
10,348
Unknown
Security Advisories
No security advisories found for portfolio dependencies.
Package Health
Health Score Distribution
Not Scored
58(100%)
System Library Health
| Name | Category | Health | Funded | Deps ▼ |
|---|---|---|---|---|
| glibc | runtime | - | unfunded | 803 |
| gcc | runtime | - | unfunded | 647 |
| libstdcxx | runtime | - | unfunded | 636 |
| openblas | linear_algebra | - | unfunded | 559 |
| zlib | compression | - | unfunded | 542 |
| gfortran | runtime | - | unfunded | 529 |
| quadmath | math | - | unfunded | 524 |
| libpng | image | - | unfunded | 494 |
| boringssl | crypto | - | unfunded | 493 |
| libwebp | image | - | unfunded | 492 |
| libjpeg-turbo | image | - | unfunded | 492 |
| sharpyuv | other | - | unfunded | 492 |
| libsodium | crypto | - | unfunded | 490 |
| zmq | other | - | unfunded | 490 |
| sodium | other | - | unfunded | 490 |
| xz | compression | - | unfunded | 489 |
| zstd | compression | - | unfunded | 488 |
| openssl | crypto | - | unfunded | 488 |
| avif | other | - | unfunded | 488 |
| brotli | compression | - | unfunded | 487 |
Most widely used packages across portfolio repositories.
| Package | Ecosystem | Type | Detection | Health | Advisories | Used By ▼ |
|---|---|---|---|---|---|---|
| actions/checkout | actions | direct | declared | - | 0 | 2972 repos |
| actions/upload-artifact | actions | direct | declared | - | 0 | 1664 repos |
| actions/setup-python | actions | direct | declared | - | 0 | 1541 repos |
| codecov/codecov-action | actions | direct | declared | - | 0 | 1424 repos |
| actions/setup-node | actions | direct | declared | - | 0 | 1298 repos |
| actions/cache | actions | direct | declared | - | 0 | 1029 repos |
| pyyaml | pypi | direct | declared | - | 0 | 813 repos |
| numpy | pypi | direct | declared | - | 0 | 794 repos |
| docker/setup-qemu-action | actions | direct | declared | - | 0 | 756 repos |
| pypa/gh-action-pypi-publish | actions | direct | declared | - | 0 | 722 repos |
| pandas | pypi | direct | declared | - | 0 | 714 repos |
| matplotlib | pypi | direct | declared | - | 0 | 704 repos |
| scipy | pypi | direct | declared | - | 0 | 702 repos |
| pytest | pypi | direct | declared | - | 0 | 697 repos |
| beautifulsoup4 | pypi | direct | declared | - | 0 | 696 repos |
| actions/download-artifact | actions | direct | declared | - | 0 | 690 repos |
| sphinx | pypi | direct | declared | - | 0 | 676 repos |
| styfle/cancel-workflow-action | actions | direct | declared | - | 0 | 673 repos |
| packaging | pypi | direct | declared | - | 0 | 668 repos |
| distributhor/workflow-webhook | actions | direct | declared | - | 0 | 661 repos |
Computed 5/12/2026, 9:13:36 PM across 47234 repositories