PKU-YuanGroup/OpenAI4S

A Claude Science replica using the 9.9-yuan Doubao API

This repository also configures its own agents. See what OpenAI4S tells them →

407Stars on the repository
200Mods indexed here, across every type
yesterdayLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Decompose total effects into direct and indirect paths through mediators using mediation, CMAverse 4-way, HIMA/HIMA2 high-dimensional, BAMA, two-step / MVMR mediation, or double-ML medDML. Use when testing whether a molecular phenotype (expression, methylation, protein) mediates a treatment-outcome relationship…

not rated 407 +20 yesterday A 116 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Estimate causal effects of an exposure on an outcome from GWAS summary statistics using genetic instruments. Implements IVW (fixed/random), MR-Egger, weighted median/mode, MR-RAPS, CAUSE, GSMR-HEIDI, MR-PRESSO, MVMR, MR-Clust, LCV, and LHC-MR via TwoSampleMR, MendelianRandomization, MR-PRESSO, cause, and lhcMR. Use…

not rated 407 +20 yesterday A 154 tokens copy · 100% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Detect and adjust for horizontal pleiotropy in two-sample Mendelian randomization by distinguishing uncorrelated (UHP) from correlated (CHP) pleiotropy and choosing among Egger, MR-PRESSO, MR-RAPS, CAUSE, LHC-MR, LCV, MR-Clust, MR-Mix, and contamination-mixture methods. Use when validating an MR causal claim, running…

not rated 407 +20 yesterday A 137 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Runs cis-pQTL Mendelian randomization for drug-target validation using UKB-PPP (Olink), deCODE (SomaScan), Fenland, INTERVAL, ARIC, and FinnGen-PPP proteomes plus colocalization triangulation, phenome-wide on-target adverse-effect scans, cross-platform Olink/SomaScan replication, and PAV (protein-altering variant)…

not rated 407 +20 yesterday A 176 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Performs gene-level association from GWAS summary statistics via genetically predicted tissue expression using FUSION, PrediXcan, S-PrediXcan, S-MultiXcan, UTMOST, MOSTWAS, kTWAS, EpiXcan, TIGAR-V2, and probabilistic fine-mapping with FOCUS and MA-FOCUS. Use when running TWAS from GWAS sumstats, prioritising candidate…

not rated 407 +20 yesterday A 168 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Predicts ADMET properties using ADMETlab 3.0 (119 platform features, including 77 prediction models with modeled-endpoint uncertainty), ADMET-AI, DeepChem MolNet, and chemprop D-MPNN with explicit handling of OECD QSAR principles, applicability domain assessment, calibration, hERG/CYP/AMES endpoints, and PAINS /…

not rated 407 +20 yesterday A 123 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Generates 3D conformer ensembles using RDKit ETKDGv3 with knowledge-enhanced distance geometry, MMFF94/UFF force-field optimization, CREST + GFN2-xTB semi-empirical refinement, and macrocycle-aware torsion preferences. Provides explicit decision rules for single vs ensemble conformer use, RMSD pruning, energy windows…

not rated 407 +20 yesterday A 119 tokens copy · 95% MIT

bio-covalent-design

56

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Designs covalent inhibitors and warheads targeting cysteine, lysine, serine, threonine, tyrosine, and aspartate residues, with explicit handling of warhead reactivity (acrylamide, chloroacetamide, vinyl sulfone, sulfonyl fluoride, fluorosulfate, aldehyde, boronate, nitrile), reversibility (kinact/Ki, tresidence)…

not rated 407 +20 yesterday A 152 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Performs alchemical free-energy calculations including relative binding free energy (RBFE / FEP+) and absolute binding free energy (ABFE) via OpenFE, FEP+, GROMACS, AMBER pmemd, and OpenMM with explicit lambda scheduling, soft-core potentials, MBAR/BAR analysis, cycle-closure validation, and protocol-appropriate…

not rated 407 +20 yesterday A 117 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Designs novel molecules using REINVENT 4 (de novo, scaffold decoration, linker design, R-group, molecular optimization), MolMIM, Diffusion-based generators (DiGress, DiffSMol), and JT-VAE with explicit handling of multi-parameter optimization (MPO), goal-directed scoring functions, transfer/reinforcement/curriculum…

not rated 407 +20 yesterday A 119 tokens copy · 100% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Performs ML-based protein-ligand pose prediction and scoring using DiffDock-L (diffusion-based), Boltz-1 / Boltz-2 (foundation model with affinity), Chai-1, AlphaFold3 ligand, EquiBind, TANKBind, NeuralPLexer, and hybrid workflows (DiffDock pose + GNINA rescore + PoseBusters QC). Explicit handling of when ML beats…

not rated 407 +20 yesterday A 0 tokens copy · 94% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Calculates molecular fingerprints (ECFP/Morgan, FCFP, MACCS, RDKit, AtomPair, TopologicalTorsion, Avalon, MAP4, MHFP6) and physicochemical descriptors (Lipinski, QED, TPSA, Crippen LogP, 3D shape) with explicit choice tables, bit vs count semantics, and partial-charge model selection. Use when featurizing molecules…

not rated 407 +20 yesterday A 114 tokens copy · 100% MIT

bio-molecular-io

61

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Reads, writes, and converts molecular file formats (SMILES, InChI, SDF V2000/V3000, MOL2, PDB, and BinaryCIF) using RDKit and Open Babel with rigorous handling of aromaticity perception, stereochemistry, implicit/explicit hydrogens, kekulization, and salt/fragment separation. Use when loading chemical libraries…

not rated 407 +20 yesterday A 101 tokens copy · 92% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Standardizes molecular structures using the ChEMBL structure pipeline for normalization and parent selection plus RDKit rdMolStandardize for explicit custom steps such as tautomer canonicalization, salt/solvent stripping, charge handling, stereochemistry handling, mixture selection, and isotope normalization.…

not rated 407 +20 yesterday A 108 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Builds and applies 3D pharmacophore models using RDKit Pharm3D, the apo2ph4 receptor-based workflow (Heider et al. 2023), Pharmer / Pharmit for search, and PharmacoForge for protein-pocket-conditioned pharmacophore generation (Flynn et al. 2025), covering ligand-based pharmacophores from active-set alignment and…

not rated 407 +20 yesterday A 138 tokens copy · 98% MIT

bio-pose-validation

64

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Validates docked / generated protein-ligand poses using PoseBusters physical-validity tests, strain energy quantification, geometric checks (planarity, vdW overlap, bond/angle distortion), and pose-energy reasonableness. Use when QC-ing docking results, comparing classical vs ML docking outputs, or filtering pose…

not rated 407 +20 yesterday A 74 tokens copy · 94% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Designs PROTACs, molecular glues, and bivalent degraders with explicit handling of E3 ligase choice (VHL, CRBN, IAP, MDM2, KEAP1), linker design (length, composition, rigidity), ternary complex prediction (PRosettaC, DeepTernary, AlphaFold3), cooperativity (alpha), DC50 / Dmax characterization, hook effect, and…

not rated 407 +20 yesterday A 126 tokens copy · 95% MIT

bio-qsar-modeling

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PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Builds QSAR / QSPR models using chemprop D-MPNN, MolFormer, Uni-Mol, ChemBERTa, random forest baselines, and Gaussian processes with explicit handling of OECD 5 principles, applicability domain (kNN, leverage, conformal prediction, Mahalanobis), scaffold-balanced splits, ensemble uncertainty, calibration (Platt…

not rated 407 +20 yesterday A 120 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Enumerates virtual chemical libraries via reaction SMARTS transformations using RDKit and reaction templates, with explicit handling of atom mapping, RDChiral template extraction, product validation, RECAP/BRICS fragmentation, R-group decomposition, matched molecular pair analysis (MMPA), and Free-Wilson analysis. Use…

not rated 407 +20 yesterday A 95 tokens copy · 95% MIT

bio-retrosynthesis

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PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Performs retrosynthetic planning using AiZynthFinder (template-based MCTS), maintained or version-pinned template-free models, ASKCOS, and emerging RetroSynFormer with explicit handling of route scoring, configurable MCTS rewards, building-block availability, and forward-prediction checks. Use when assessing synthetic…

not rated 407 +20 yesterday A 93 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Analyzes chemical libraries by scaffold using Bemis-Murcko scaffolds, generic frameworks, cyclic skeletons, matched molecular pair (MMP) analysis via mmpdb, R-group decomposition, Free-Wilson analysis, scaffold hopping, and chemotype-aware ML train/test splits. Use when identifying chemotype clusters in a library…

not rated 407 +20 yesterday A 97 tokens copy · 91% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Performs 3D shape-based similarity searching using ROCS (OpenEye), USRCAT (ultra-fast), Open3DAlign (RDKit), ESPSim (electrostatic), and ShaEP with explicit handling of Tanimoto-Combo (shape + color), shape vs ECFP4 complementarity, conformer-ensemble searching, alignment optimization, and scaffold hopping. Use when…

not rated 407 +20 yesterday A 121 tokens copy · 94% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Performs molecular similarity searching using Tanimoto, Tversky, Dice, and cosine coefficients on bit/count fingerprints with explicit choice rules for symmetric vs asymmetric measures, scaffold-hopping vs lead-optimization regimes, activity-cliff diagnosis, and large-library nearest-neighbor methods (BulkTanimoto…

not rated 407 +20 yesterday A 101 tokens copy · 92% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Searches molecular libraries for substructure matches using SMARTS patterns with explicit handling of recursive SMARTS, ring membership, aromaticity dialect, vector binding, atom map indices, and reactive/PAINS/REOS/Brenk filter catalogs. Use when filtering compounds by pharmacophore features, functional groups…

not rated 407 +20 yesterday A 79 tokens copy · 97% MIT

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