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Agent skills by learningmatter-mit

Every agent skill learningmatter-mit publishes on GitHub, ranked by score, with the repositories they come from.
skills
129
repository
1

Repositories by learningmatter-mit

Skills by learningmatter-mit, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Skills by learningmatter-mit, ranked
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1
1.Drug Binding Site Definition

Define a docking search box (center coordinates + box dimensions in Angstroms) from a co-crystal ligand, binding-site residues, or a saved JSON specification.

learningmatter-mit/AtomisticSkills175—~2.9kAutomated safety check: PassMITyesterday
2
2.Drug Complex System Builder

Build a solvated, charge-neutralized protein-ligand complex for OpenMM molecular dynamics simulation.

learningmatter-mit/AtomisticSkills175—~2kAutomated safety check: PassMITyesterday
3
3.Drug Pocket Detection

Identify and rank ligandable pockets on a protein structure or model using geometry (fpocket) or an ML predictor (P2Rank).

learningmatter-mit/AtomisticSkills175—~4kAutomated safety check: PassMITyesterday
4
4.Chem Bond Dissociation

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

learningmatter-mit/AtomisticSkills175—~2.5kAutomated safety check: PassMITyesterday
5
5.Chem Conformer Search

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

learningmatter-mit/AtomisticSkills175—~1.3kAutomated safety check: PassMITyesterday
6
6.Chem DB Mof

Query multiple MOF databases (QMOF via MPContribs; ARC-MOF DB7/Majumdar et al.

learningmatter-mit/AtomisticSkills175—~1.9kAutomated safety check: PassMITyesterday
7
7.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.

learningmatter-mit/AtomisticSkills175—~670Automated safety check: PassMITyesterday
8
8.Chem DB Spectra

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

learningmatter-mit/AtomisticSkills175—~529Automated safety check: PassMITyesterday
9
9.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…

learningmatter-mit/AtomisticSkills175—~2.3kAutomated safety check: PassMITyesterday
10
10.Chem Dft Orca Optimization

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

learningmatter-mit/AtomisticSkills175—~2kAutomated safety check: PassMITyesterday
11
11.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.

learningmatter-mit/AtomisticSkills175—~1.8kAutomated safety check: PassMITyesterday
12
12.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.

learningmatter-mit/AtomisticSkills175—~918Automated safety check: PassMITyesterday
13
13.Chem Hazard Toxicity

Extract explicit safety warnings, GHS classifications, LD50 toxicity profiles, and acute oral toxicity triage from PubChem PUG VIEW.

learningmatter-mit/AtomisticSkills175—~702Automated safety check: PassMITyesterday
14
14.Chem Irc Verification

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

learningmatter-mit/AtomisticSkills175—~972Automated safety check: PassMITyesterday
15
15.Chem Msms Predict

Predict LC-MS/MS (MS2, tandem mass spectra) from SMILES via ICEBERG, a two-stage deep neural network.

learningmatter-mit/AtomisticSkills175—~1.6kAutomated safety check: PassMITyesterday
16
16.Chem Neb Barrier

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

learningmatter-mit/AtomisticSkills175—~1.3kAutomated safety check: PassMITyesterday
17
17.Chem Nmr Analysis

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

learningmatter-mit/AtomisticSkills175—~2.3kAutomated safety check: PassMITyesterday
18
18.Chem Nmr Predict

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

learningmatter-mit/AtomisticSkills175—~1.8kAutomated safety check: PassMITyesterday
19
19.Chem React Ot

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

learningmatter-mit/AtomisticSkills175—~914Automated safety check: PassMITyesterday
20
20.Chem Similarity Search

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

learningmatter-mit/AtomisticSkills175—~614Automated safety check: PassMITyesterday
21
21.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.

learningmatter-mit/AtomisticSkills175—~1.9kAutomated safety check: PassMITyesterday
22
22.Chem Sorption Gcmc

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

learningmatter-mit/AtomisticSkills175—~926Automated safety check: PassMITyesterday
23
23.Chem Sorption Relax

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

learningmatter-mit/AtomisticSkills175—~1.2kAutomated safety check: PassMITyesterday
24
24.Chem Sorption Widom

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

learningmatter-mit/AtomisticSkills175—~853Automated safety check: PassMITyesterday
25
25.Chem Spectrum Matcher

Match an experimental spectrum (1H NMR, 13C NMR, IR) against predicted or database reference spectra for candidate ranking and structure confirmation.

learningmatter-mit/AtomisticSkills175—~2.5kAutomated safety check: PassMITyesterday
26
26.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.

learningmatter-mit/AtomisticSkills175—~1.4kAutomated safety check: PassMITyesterday
27
27.Chem TS Optimization

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

learningmatter-mit/AtomisticSkills175—~876Automated safety check: PassMITyesterday
28
28.Chem Vibration

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

learningmatter-mit/AtomisticSkills175—~1.3kAutomated safety check: PassMITyesterday
29
29.Drug Bioactivity Assay

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

learningmatter-mit/AtomisticSkills175—~693Automated safety check: PassMITyesterday
30
30.Drug DB Chembl

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

learningmatter-mit/AtomisticSkills175—~1.4kAutomated safety check: PassMITyesterday
31
31.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.

learningmatter-mit/AtomisticSkills175—~1.1kAutomated safety check: PassMITyesterday
32
32.Drug DB Pubchem

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

learningmatter-mit/AtomisticSkills175—~1.3kAutomated safety check: PassMITyesterday
33
33.Drug Docking Analysis

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

learningmatter-mit/AtomisticSkills175—~2.2kAutomated safety check: PassMITyesterday
34
34.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.

learningmatter-mit/AtomisticSkills175—~2.3kAutomated safety check: PassMITyesterday
35
35.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.

learningmatter-mit/AtomisticSkills175—~772Automated safety check: PassMITyesterday
36
36.Drug Mmpbsa Gbsa

Compute single-trajectory MM-GBSA and / or MM-PBSA binding free energy estimates from a protein-ligand MD trajectory.

learningmatter-mit/AtomisticSkills175—~4.7kAutomated safety check: PassMITyesterday
37
37.Drug Pose Validation

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

learningmatter-mit/AtomisticSkills175—~1.3kAutomated safety check: PassMITyesterday
38
38.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.

learningmatter-mit/AtomisticSkills175—~1.4kAutomated safety check: PassMITyesterday
39
39.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.

learningmatter-mit/AtomisticSkills175—~1.1kAutomated safety check: PassMITyesterday
40
40.Drug Redocking Rmsd

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

learningmatter-mit/AtomisticSkills175—~2.3kAutomated safety check: PassMITyesterday
41
41.Drug Retrosynthesis

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

learningmatter-mit/AtomisticSkills175—~647Automated safety check: PassMITyesterday
42
42.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.

learningmatter-mit/AtomisticSkills175—~1.2kAutomated safety check: PassMITyesterday
43
43.General Arxiv Search

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

learningmatter-mit/AtomisticSkills175—~634Automated safety check: PassMITyesterday
44
44.General Atomisticskills Setup

Set up, check or troubleshoot how AtomisticSkills runs on this machine -- creating its Python environments, connecting its MCP servers, choosing uv or a container runtime, and configuring API keys.

learningmatter-mit/AtomisticSkills175—~1.2kAutomated safety check: NotesMITyesterday
45
45.General Biorxiv Search

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

learningmatter-mit/AtomisticSkills175—~854Automated safety check: PassMITyesterday
46
46.General Chemical Literature

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

learningmatter-mit/AtomisticSkills175—~515Automated safety check: PassMITyesterday
47
47.General Chemical Pricing

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

learningmatter-mit/AtomisticSkills175—~566Automated safety check: PassMITyesterday
48
48.General Patent Search

Search for patents by keyword, material name, or assignee using free data sources (Google Patents).

learningmatter-mit/AtomisticSkills175—~540Automated safety check: PassMITyesterday

Questions, answered from the data.

What is the best skill by learningmatter-mit?

Drug Binding Site Definition from learningmatter-mit/AtomisticSkills ranks first of the 129 skills by learningmatter-mit listed here, with the highest score: its repository has 175 GitHub stars, its SKILL.md loads about 2.9k tokens and it passes the automated safety check with no findings. Next come Drug Complex System Builder and Drug Pocket Detection.

Are learningmatter-mit's skills official?

None yet. All 129 skills by learningmatter-mit listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.

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