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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Estimates reaction fluxes inside cells from steady-state carbon-13 labeling data with a bundled mfapy-based solver, and reports which fluxes the data pin down. | K-Dense-AI/ | 48k | 1 repo | ~3.2k | Automated safety check: Pass | MIT | 6 days ago |
| 2 | Runs Cantera constant-volume or constant-pressure ignition simulations and reports temperature-based ignition delay with mechanism provenance and checks. | K-Dense-AI/ | 48k | 1 repo | ~2.2k | Automated safety check: Pass | MIT | 6 days ago |
| 3 | Writes statistical analysis code for experimental data, runs it through a four-round review, and reports effect sizes, p-values and confidence intervals. | lingzhi227/ | 390 | — | ~886 | Automated safety check: Pass | No licence | 7 mo ago |
| 4 | Runs exploratory data analysis on tabular data after you confirm each column's measurement level, then writes CSV tables and a narrative summary. | TyrealQ/ | 108 | — | ~1.1k | Automated safety check: Pass | MIT | 17 days ago |
| 5 | Reads, edits, anonymizes and converts DICOM medical imaging files with pydicom, including pixel data extraction and compressed transfer syntaxes. | davila7/ | 33k | 11 repos | ~3.3k | Automated safety check: Pass | MIT | today |
| 6 | Runs reproducible math computations and counterexample searches with SymPy, NumPy and mpmath, logging evidence without presenting results as proofs. | tradecatlabs/ | 17k | — | ~881 | Automated safety check: Pass | MIT | yesterday |
| 7 | Builds, fits, checks and compares Bayesian models in PyMC, from priors and NUTS sampling to variational inference, LOO and WAIC comparison, and diagnostics. | davila7/ | 33k | 11 repos | ~3.9k | Automated safety check: Pass | MIT | today |
| 8 | Computes RDKit physicochemical descriptors and molecular fingerprints from SMILES through a uv-run CLI script that skips and logs invalid molecules. | jinzhezenggroup/ | 148 | — | ~2.3k | Automated safety check: Pass | LGPL-3.0 | 2 days ago |
| 9 | Runs a math modeling competition entry end to end, in AI-led or human-led mode, with Git checkpoints and self-verified solver code before it enters the LaTeX paper. | RealSeaberry/ | 257 | — | ~8.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 10 | 10.Flowio Reads, inspects, and writes Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO. | K-Dense-AI/ | 48k | 1 repo | ~3.4k | Automated safety check: Notes | BSD-3-Clause | 6 days ago |
| 11 | 11.Scvelo Performs RNA velocity analysis with scVelo from spliced and unspliced single-cell RNA counts. | K-Dense-AI/ | 48k | 1 repo | ~3.1k | Automated safety check: Pass | BSD-3-Clause | 6 days ago |
| 12 | Builds the code for a frozen research experiment test-first, with leakage controls, seed handling and saved evidence so results can be rerun and audited. | Light0305/ | 640 | — | ~2.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 13 | 13.Sympy Performs exact symbolic mathematics with SymPy for algebra, calculus, equation solving, symbolic linear algebra, physics, and lambdify or LaTeX code generation. | K-Dense-AI/ | 48k | 1 repo | ~3.3k | Automated safety check: Notes | MIT | 6 days ago |
| 14 | Write code that calls the installed nvMolKit Python API for GPU-accelerated, batched RDKit-style operations - Morgan fingerprints, Tanimoto/cosine similarity, ETKDG conformer embedding, MMFF/UFF… | NVIDIA-BioNeMo/ | 479 | — | ~4.4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 15 | Parse and analyze multiple sequence alignments using Biopython. | GPTomics/ | 1.2k | 3 repos | ~5.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 16 | Production-ready genomics and epigenomics data processing for BixBench questions. | wu-yc/ | 1.1k | 2 repos | ~14k | Automated safety check: Pass | No licence | 6 mo ago |
| 17 | Reads, queries, and writes bigWig indexed binary signal tracks (coverage, fold-change, conservation, methylation-rate) with pyBigWig (Python) and the UCSC Kent tools (bedGraphToBigWig… | GPTomics/ | 1.2k | 1 repo | ~4.8k | Automated safety check: Pass | MIT | 1 mo ago |
| 18 | Symbolic math in Python: exact algebra, calculus (derivatives, integrals, limits), equation solving, symbolic matrices, ODEs, code gen (lambdify, C/Fortran). | jaechang-hits/ | 374 | 1 repo | ~3.9k | Automated safety check: Pass | BSD-3-Clause | 12 days ago |
| 19 | 19.Anndata Data structure for annotated matrices in single-cell analysis; use when reading/writing .h5ad (or zarr) and exchanging data with the scverse ecosystem. | aipoch/ | 1.9k | — | ~1.7k | Automated safety check: Pass | MIT | 24 days ago |
| 20 | Pure Python DICOM for medical imaging (CT, MRI, X-ray, ultrasound). | jaechang-hits/ | 374 | 1 repo | ~7.5k | Automated safety check: Pass | MIT | 12 days ago |
| 21 | Python image processing for microscopy and bioimage analysis. | jaechang-hits/ | 374 | 1 repo | ~4.4k | Automated safety check: Pass | BSD-3-Clause | 12 days ago |
| 22 | Python bridge to ImageJ2/Fiji for macros, plugins (Bio-Formats, TrackMate, Analyze Particles), NumPy↔ImagePlus/ImgLib2 exchange, and ImageJ Ops. | jaechang-hits/ | 374 | 1 repo | ~6.2k | Automated safety check: Pass | Apache-2.0 | 12 days ago |