learningmatter-mit

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

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

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

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.

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

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

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

Act as a reviewer to critically review research plans, manuscripts, or task summaries, pointing out missing baselines, statistical flaws, and weak assumptions.

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

Extract continuous X-Y data from experimental spectrum images (Raman, XRD, UV-Vis, IR, etc.) via hybrid VLM + CV pipeline and agent-in-the-loop workflow.

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

Generate and iteratively refine PowerPoint presentations from simulation results using python-pptx.

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

Reference guide for energy, force, and stress units across MLIPs, DFT codes, and ASE, including conversion factors.

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

Find relevant simulation workflows in the in-house literature database.

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

Hierarchically decompose high-level scientific workflows (from literature or user-proposed) into executable sequences of existing SKILLs and MCP tools for the research plan.

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

Generate amorphorized structures from crystalline starting points using a melt-quench MD protocol.

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

Calculate and plot multi-component temperature-composition phase diagrams from Thermodynamic Database (.tdb) files using CALPHAD methods.

learningmatter-mit/AtomisticSkills

Skill Claude CodeCodex

Calculate temperature-dependent thermodynamic properties like Equilibrium Phase Fractions for a specific alloy composition using CALPHAD models.