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Dependencies
81
Software Dependencies (Direct)
284
Software Dependencies (Transitive)
4,322
Software Mentioned in Papers
200
Software in Cited Papers
22,634
Declared Dependencies
From manifests
1,738
Discovered (Hidden)
Symbol + wrapper analysis
294
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 | 70 | unmapped |
| latex | 57 | unmapped |
| linux | 49 | unmapped |
| matlab | 45 | unmapped |
| windows | 42 | unmapped |
| pytorch | 37 | mapped |
| python | 37 | mapped |
| tensorflow | 33 | mapped |
| script | 33 | unmapped |
| r | 32 | unmapped |
| scripts | 32 | unmapped |
| github | 22 | mapped |
| java | 19 | unmapped |
| 19 | unmapped | |
| bioconductor | 18 | unmapped |
| c + + | 18 | unmapped |
| ensembl | 16 | unmapped |
| blast | 16 | unmapped |
| c | 16 | unmapped |
| excel | 15 | unmapped |
What Software Do Referenced Papers Use?
Software mentioned in papers that seed papers reference.
| Software | Ref. Papers ▼ | Linked |
|---|---|---|
| code | 174 | unlinked |
| latex | 172 | unlinked |
| pytorch | 136 | linked |
| tensorflow | 99 | linked |
| scripts | 98 | unlinked |
| script | 98 | unlinked |
| matlab | 92 | unlinked |
| r | 89 | unlinked |
| linux | 82 | unlinked |
| python | 80 | linked |
| github | 65 | linked |
| scikit-learn | 61 | linked |
| windows | 51 | unlinked |
| matplotlib | 51 | linked |
| numpy | 47 | linked |
| library | 45 | linked |
| scipy | 45 | linked |
| ensembl | 44 | unlinked |
| bioconductor | 44 | unlinked |
| 43 | unlinked |
Ecosystem & Depth
Ecosystem Distribution
pypi
63.6K(62%)
actions
18.6K(18%)
conda
14.3K(14%)
npm
2.7K(3%)
docker
897(1%)
rubygems
758(1%)
cran
339(0%)
maven
274(0%)
cargo
168(0%)
Other
372(0%)
Depth Distribution
Direct (layer 1)
22.5K(20%)
Transitive (layer 2)
32.6K(29%)
Transitive (layer 3)
31.4K(27%)
Deep (layer 4+)
21.4K(19%)
Unknown
6.4K(6%)
Dependency Types & Detection
Dependency Types
runtime
111.5K(98%)
dev
1.5K(1%)
build
803(1%)
test
483(0%)
Detection Methods
manifest_parsing
112.5K(98%)
symbol_analysis
1.7K(2%)
Languages
Python
1.3K(61%)
Jupyter Notebook
301(14%)
C++
125(6%)
TypeScript
122(6%)
JavaScript
61(3%)
Go
45(2%)
Rust
42(2%)
Other
130(6%)
Licenses
mit
870
apache-2.0
755
Unknown
393
other
290
gpl-3.0
71
bsd-3-clause
56
agpl-3.0
44
Other
73
112,534 declared, 1,738 discovered
112534
Declared (112534)Discovered (1738)
Wrapper-Detected Pairs
Language packages that wrap underlying system libraries.
| Package | Ecosystem | System Library | Confidence ▼ |
|---|---|---|---|
| executorch | pypi | _portable_lib.cpython-310-x86_64-linux-gnu.so | 100% |
| onnxruntime-cann | pypi | acl_op_compiler | 100% |
| rasterio | pypi | aec | 100% |
| geoai-rasterio | pypi | aec | 100% |
| h5py | pypi | aec | 100% |
| cupy-rocm-4-2 | pypi | amdhip | 100% |
| vllm-rocm | pypi | amdhip | 100% |
| cupy-rocm-5-0 | pypi | amdhip | 100% |
| cupy-rocm-4-0 | pypi | amdhip | 100% |
| cupy-rocm-7-0 | pypi | amdhip | 100% |
| cupy-rocm-4-3 | pypi | amdhip | 100% |
| turicreate | pypi | anl | 100% |
| vllm-ascend | pypi | ascend_dump | 100% |
| vllm-ascend | pypi | ascendalog | 100% |
| vllm-ascend | pypi | ascendcl | 100% |
| onnxruntime-cann | pypi | ascendcl | 100% |
| turicreate | pypi | asound | 100% |
| mojo-compiler | pypi | AsyncRTMojoBindings | 100% |
| max | pypi | AsyncRTMojoBindings | 100% |
| mojo-compiler | pypi | AsyncRTRuntimeGlobals | 100% |
Symbol-Analysis Discoveries
Undeclared dependencies found via binary/symbol analysis.
| Target | Type | Confidence ▼ | Sources |
|---|---|---|---|
| glibc(runtime) | library | 100% | 255 |
| gcc(runtime) | library | 100% | 240 |
| libstdcxx(runtime) | library | 100% | 218 |
| cuda(gpu) | library | 100% | 51 |
| openblas(linear_algebra) | library | 100% | 51 |
| openmp(runtime) | library | 100% | 47 |
| curand(gpu) | library | 100% | 29 |
| c(other) | library | 100% | 29 |
| cusparse(gpu) | library | 100% | 27 |
| torch(other) | library | 100% | 26 |
| nvrtc(gpu) | library | 100% | 25 |
| cudnn(gpu) | library | 100% | 22 |
| cusolver(gpu) | library | 100% | 21 |
| zlib(compression) | library | 100% | 20 |
| cufft(gpu) | library | 100% | 20 |
| nccl(gpu) | library | 100% | 19 |
| c10_cuda(other) | library | 100% | 18 |
| nvToolsExt(gpu) | library | 100% | 17 |
| tbb(threading) | library | 100% | 17 |
| nvinfer(other) | library | 100% | 15 |
Transitive Chain Depth
22,517
Direct (layer 1)
32,575
Transitive (layer 2)
31,370
Transitive (layer 3)
21,420
Deep (layer 4+)
6,390
Unknown
Security Advisories
No security advisories found for portfolio dependencies.
Package Health
Health Score Distribution
Not Scored
42(100%)
System Library Health
| Name | Category | Health | Funded | Deps ▼ |
|---|---|---|---|---|
| glibc | runtime | - | unfunded | 466 |
| gcc | runtime | - | unfunded | 445 |
| libstdcxx | runtime | - | unfunded | 424 |
| openblas | linear_algebra | - | unfunded | 252 |
| zlib | compression | - | unfunded | 225 |
| gfortran | runtime | - | unfunded | 207 |
| quadmath | math | - | unfunded | 204 |
| libpng | image | - | unfunded | 172 |
| libjpeg-turbo | image | - | unfunded | 171 |
| zstd | compression | - | unfunded | 168 |
| libtiff | image | - | unfunded | 168 |
| libwebp | image | - | unfunded | 167 |
| sharpyuv | other | - | unfunded | 166 |
| boringssl | crypto | - | unfunded | 166 |
| openjp | other | - | unfunded | 166 |
| xz | compression | - | unfunded | 166 |
| openssl | crypto | - | unfunded | 165 |
| pcre2 | other | - | unfunded | 164 |
| harfbuzz | other | - | unfunded | 163 |
| curl | networking | - | unfunded | 163 |
Most widely used packages across portfolio repositories.
| Package | Ecosystem | Type | Detection | Health | Advisories | Used By ▼ |
|---|---|---|---|---|---|---|
| numpy | pypi | direct | declared | - | 0 | 557 repos |
| actions/checkout | actions | direct | declared | - | 0 | 473 repos |
| matplotlib | pypi | direct | declared | - | 0 | 395 repos |
| scipy | pypi | direct | declared | - | 0 | 392 repos |
| actions/setup-python | actions | direct | declared | - | 0 | 391 repos |
| pandas | pypi | direct | declared | - | 0 | 383 repos |
| torch | pypi | direct | declared | - | 0 | 368 repos |
| pillow | pypi | direct | declared | - | 0 | 364 repos |
| tqdm | pypi | direct | declared | - | 0 | 361 repos |
| pyyaml | pypi | direct | declared | - | 0 | 342 repos |
| requests | pypi | direct | declared | - | 0 | 316 repos |
| pytest | pypi | direct | declared | - | 0 | 313 repos |
| packaging | pypi | direct | declared | - | 0 | 294 repos |
| sphinx | pypi | direct | declared | - | 0 | 287 repos |
| psutil | pypi | direct | declared | - | 0 | 282 repos |
| urllib3 | pypi | direct | declared | - | 0 | 279 repos |
| jinja2 | pypi | direct | declared | - | 0 | 277 repos |
| typing-extensions | pypi | direct | declared | - | 0 | 277 repos |
| python-dateutil | pypi | direct | declared | - | 0 | 276 repos |
| setuptools | pypi | direct | declared | - | 0 | 272 repos |
Computed 7/21/2026, 8:04:53 AM across 4218 repositories