AgentStack
learningmatter-mit avatar

learningmatter-mit

50 listings · 0 installs

Open-source publisher. Listings imported from github.com/learningmatter-mit — credited to the original author with their license.

↗ github.com/learningmatter-mit
50+ results
Self-run
SKILL

Chem Similarity Search

Find structurally similar chemical compounds using PubChem's 2D fast similarity engine via the PUG-REST API.

0
9
Free
Self-run
SKILL

General Fair Data Review

Review a manuscript or code repository for FAIR data compliance (Findable, Accessible, Interoperable, Reusable), producing a structured report with pass/fail per principle and actionable remediation steps.

0
18
Free
Self-run
SKILL

Chem Sorption Relax

Prepares supercells for porous frameworks based on minimum interplanar distance and relaxes them using standard MLIP relaxation tools.

0
16
Free
Self-run
SKILL

Drug Admet Prediction

Compute RDKit physicochemical descriptors and rule-based drug-likeness heuristics (Ro5, Veber, QED) from SMILES.

0
15
Free
Self-run
SKILL

General Arxiv Search

Search and retrieve research papers from ArXiv API for scientific research.

0
14
Free
Self-run
SKILL

Chem Dft Orca Singlepoint

Run a DFT or Coupled Cluster single-point energy calculation (with optional gradients/Hessian) on a molecular structure with ORCA through SCINE wrapper.

0
16
Free
Self-run
SKILL

Drug Pocket Detection

>

0
17
Free
Self-run
SKILL

Drug Mmpbsa Gbsa

>

0
17
Free
Self-run
SKILL

Chem Hazard Toxicity

Extract explicit safety warnings, GHS classifications, and LD50 profiles from PubChem PUG VIEW.

0
12
Free
Self-run
SKILL

Chem Conformer Search

Generate molecular conformers with RDKit ETKDG, relax with MLIPs, and rank by energy with Boltzmann weighting.

0
10
Free
Self-run
SKILL

Chem Msms Predict

Predict LC-MS/MS (MS2, tandem mass spectra) from SMILES via ICEBERG, a two-stage deep neural network. Outputs predicted m/z vs intensity spectrum, fragment ion SMILES, and a spectrum plot.

0
15
Free
Self-run
SKILL

Chem Db Spectra

Search and download experimental InfraRed (IR), Mass spectra, and UV-Vis spectra data (JCAMP-DX format) for molecules.

0
15
Free
Self-run
SKILL

Chem Ts Optimization

Optimize non-periodic molecular TS guesses and verify first-order saddle point from vibrational modes.

0
14
Free
Self-run
SKILL

Drug Docking Vina

Dock small-molecule ligands into a protein receptor using AutoDock Vina (Python API) and save ranked poses + docking metadata for reproducible virtual screening.

0
13
Free
Self-run
SKILL

Chem Sorption Widom

Calculates Henry coefficient and heat of adsorption for a gas in a porous framework using Widom insertion with any supported MLIP.

0
14
Free
Self-run
SKILL

General Chemical Literature

Retrieve extensive literature (PubMed) and patent associated with a specific chemical compound via PubChem.

0
15
Free
Self-run
SKILL

Chem Solution Md

Set up and run molecular dynamics simulations of molecules in explicit solvent boxes using Packmol for box construction and MLIPs for dynamics.

0
16
Free
Self-run
SKILL

Drug Complex System Builder

>

0
18
Free
Self-run
SKILL

General Biorxiv Search

Search and retrieve preprint metadata from bioRxiv and medRxiv APIs for biological and medical research.

0
11
Free
Self-run
SKILL

Chem Nmr Predict

Predict 1H NMR spectra from SMILES strings via NMRdb.org SPINUS neural network prediction and nmrsim quantum mechanical spin simulation.

0
16
Free
Self-run
SKILL

Chem Db Mof

Query multiple MOF databases (QMOF via MPContribs; ARC-MOF DB7/Majumdar et al. via Zenodo) and download CIF structures with optional element or identifier filters.

0
13
Free
Self-run
SKILL

General Deep Research

Perform iterative, deep, and comprehensive literature research on a specific materials/chemistry topic.

0
9
Free
Self-run
SKILL

Chem Sorption Gcmc

Calculates gas adsorption isotherms via BVT/GCMC Monte Carlo simulations in a porous framework using MLIP.

0
15
Free
Self-run
SKILL

Chem Dft Orca Optimization

Run DFT geometry optimization (minimization or TS search) on a molecular structure using ORCA via SCINE/ReaDuct wrapper.

0
14
Free
Self-run
SKILL

Drug Trajectory Analysis

Analyze a protein-ligand MD trajectory to compute ligand RMSD, pocket RMSF, hydrogen bonds, contact occupancy, and protein-ligand interaction fingerprints over time.

0
15
Free
Self-run
SKILL

Drug Db Chembl

Query ChEMBL web services for targets, molecules, and curated bioactivity measurements (IC50, Ki, EC50, etc.).

0
15
Free
Self-run
SKILL

Drug Protein Ligand Md

Run a protein-ligand MD simulation in OpenMM with energy minimization, restrained equilibration, and production NPT, producing trajectory and checkpoint files for downstream analysis.

0
16
Free
Self-run
SKILL

Drug Protein Prep

Prepare macromolecular receptor structures (PDB/mmCIF or RCSB PDB ID) for docking or simulation by fixing common structure issues and adding hydrogens.

0
16
Free
Self-run
SKILL

Drug Docking Analysis

Post-docking analysis of virtual screening results including score distributions, enrichment metrics (ROC AUC, enrichment factors), and ligand efficiency calculations.

0
15
Free
Self-run
SKILL

Drug Db Pdb

Search, filter, and retrieve macromolecular structures from the RCSB Protein Data Bank (PDB), including metadata, bound ligands, and optional coordinate/validation downloads.

0
15
Free
Self-run
SKILL

Chem Spectrum Matcher

Match an experimental spectrum (1H NMR, 13C NMR, IR) against predicted or database reference spectra for candidate ranking and structure confirmation. Supports local catalog lookup, public database fallback, and pluggable similarity metrics.

0
14
Free
Self-run
SKILL

Drug Molecular Fingerprints

Compute Morgan/ECFP fingerprints, Tanimoto similarity, and optional Butina clusters/heatmaps for small-molecule comparison.

0
9
Free
Self-run
SKILL

Chem Neb Barrier

Calculate activation barrier using Nudged Elastic Band (NEB) method with MLIPs.

0
12
Free
Self-run
SKILL

Chem Nmr Analysis

Scripts for Wasserstein deconvolution of 1H NMR mixture spectra against reference spectra, reaction product prediction, time-series kinetics, and spectral plotting.

0
15
Free
Self-run
SKILL

Drug Redocking Rmsd

Compute symmetry-corrected heavy-atom RMSD between docked poses and a reference crystal ligand to validate docking protocols.

0
16
Free
Self-run
SKILL

Chem Vibration

Calculate vibrational frequencies, normal modes, zero-point energy, and IR spectra of molecules and clusters using MLIPs.

0
16
Free
Self-run
SKILL

General Chemical Pricing

Retrieves averaged elemental prices and provides direct vendor purchase links for elements and precursor compounds.

0
16
Free
Self-run
SKILL

Drug Binding Site Definition

>

0
14
Free
Self-run
SKILL

Drug Pose Validation

Validate docked or generated ligand poses for physical plausibility using PoseBusters, filtering out chemically invalid or clashing poses before downstream refinement.

0
18
Free
Self-run
SKILL

Drug Db Pubchem

Query PubChem via PUG-REST to retrieve CIDs, computed properties, synonyms, and 2D/3D SDF structures.

0
17
Free
Self-run
SKILL

Drug Ligand Prep

Prepare small-molecule ligands for docking and analysis via optional state enumeration, 3D conformer generation, MMFF/UFF minimization, and export to SDF + AutoDock PDBQT.

0
13
Free
Self-run
SKILL

Chem Bond Dissociation

Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation.

0
14
Free
Self-run
SKILL

Drug Bioactivity Assay

Fetch biological assays and target proteins a chemical has been tested against via PubChem.

0
14
Free
Self-run
SKILL

Chem Thermochemistry

Compute gas-phase thermodynamic quantities (H, S, G) and reaction thermochemistry (ΔH, ΔS, ΔG) using MLIPs with the ideal-gas/rigid-rotor/harmonic-oscillator approximation.

0
15
Free
Self-run
SKILL

Chem Db Qmof

Query the Quantum MOF (QMOF) database via Materials Project's MPContribs platform for DFT-computed properties (bandgap) and optimized crystal structures of Metal-Organic Frameworks.

0
14
Free
Self-run
SKILL

Chem Docking Void

Dock small-molecule guests into a porous host material using the VOID library (Voronoi Clustering), generating multiple 3D conformers with RDKit and ranking generated complexes.

0
16
Free
Self-run
SKILL

Drug Retrosynthesis

Predict synthetic accessibility and retrosynthetic pathways for novel molecules using the IBM RXN API.

0
16
Free
Self-run
SKILL

Chem Dft Orca Advanced Calculation

Write and run custom ORCA input files for advanced electronic structure methods or settings not available through the SCINE wrapper, including multi-reference methods, excited states, relativistic effects, advanced SCF, NMR/EPR, and more.

0
15
Free
Self-run
SKILL

Chem Irc Verification

Verify non-periodic molecular TS connectivity with forward/reverse IRC using endpoint connectivity and RMSD checks.

0
14
Free
Self-run
SKILL

Chem React Ot

Generate transition state structures for chemical reactions using React-OT.

0
16
Free