Research skills

Browse reusable Agent Skills, each with a clear purpose and practical guidance.

mat-reaction-network

Predict thermodynamically optimal solid-state inorganic synthesis pathways and tabulates basic reactions.

132 repo starsObserved in 1 repos
Research

mat-structure-novelty

Determine if a given structure matches known experimental or theoretical structures, or compare two user-provided structures.

132 repo starsObserved in 1 repos
Research

mat-synthesis-recommendation

Query and rank synthesis recipes from Materials Project's text-mined literature database with precursors, procedures, and journal references.

132 repo starsObserved in 1 repos
Research

mat-xrd-calculator

Calculate the X-ray Diffraction (XRD) spectrum of a material using pymatgen.

132 repo starsObserved in 1 repos
Research

mat-xrd-phase-analysis

Phase identification from experimental XRD using DARA's tree search (Ray-based).

132 repo starsObserved in 1 repos
Research

Methodology Review

Review research method quality, source diversity, bias, and conclusion strength.

132 repo starsObserved in 1 repos
Research

ml-bayesian-optimization

Iteratively optimize expensive black-box objectives — such as materials properties, experimental yields, or simulation outputs — by learning from past evaluations to select the most promising next candidates.

132 repo starsObserved in 1 repos
Research

neqsim-literature-search

Literature and web research workflow for NeqSim engineering tasks. USE WHEN: a task needs related papers, standards, textbook data, benchmark/reference data, or background information gathered from the open web and paper sources, then stored and summarized so it is reusable and distributable. Stores papers under references/literature/, saved web pages/extracts under references/web/, writes a structured literature_findings.md (claims + citations + relevance), and feeds the distributable references/SOURCES.md.

132 repo starsObserved in 1 repos
Research

neqsim-physics-explanations

Physics explanations for common NeqSim results. USE WHEN: users ask 'why' about simulation results, when explaining unexpected behavior, or when adding educational context to notebooks and reports. Maps common engineering phenomena to plain-language explanations.

132 repo starsObserved in 1 repos
Research