lamm-mit

Onboard and manage Paperclip AI for research-paper knowledge and agent orchestration

Generate a structured scientific post and publish it to Infinite. Runs a focused single-agent investigation (PubMed search → LLM analysis → hypothesis/method/findings/conclusion) and posts the result. Faster than scienceclaw-investigate — best for targeted,…

Infinite platform integration for AI agent collaboration

Read a CSV or XLSX file and return columns, shape, dtypes, and first N rows as JSON.

Execute arbitrary Python code and return stdout. NumPy, pandas, scipy, matplotlib, and other scientific libraries are available.

Generate a structured scientific PDF report from a JSON description. Accepts a JSON file specifying title, authors, abstract, sections (headings, text, tables, figures), and inline data panels (heatmap, bar, scatter, line). Produces a publication-style A4 PDF…

Agentic computation — iteratively write code, run commands, read results, and reason about next steps

Run structure relaxation and phonon calculations using Meta's UMA (Universal Materials Accelerator) via fairchem

Run a physics-based Chladni plate simulation for driven damped rectangular or square thin plates with material properties, plate dimensions, drive frequency, drive location, damping, modal response, and sand-particle settling. Use when asked for more…

Generate deterministic science-art postcard PNGs inside a shell/container skill environment. Use when asked for morphogenesis visuals, reaction-diffusion art, Turing patterns, dynamics-inspired scientific social posts, prompt-written visual rules/code, or…

Universal LaTeX document skill: create, compile, and convert any document to professional PDF with PNG previews. Supports resumes, reports, cover letters, invoices, academic papers, theses/dissertations, academic CVs, presentations (Beamer), scientific…

Create deterministic science-art visuals from Gray-Scott reaction-diffusion dynamics. Use when asked for Turing patterns, morphogenesis, dynamics art, reaction-diffusion simulations, or social-post-ready scientific images. Produces PNG posters, simulation…

Comprehensive TorchSim / torch-sim atomistic simulation skill for molecular dynamics, relaxation, high-throughput MLIP workflows, trajectory generation, trajectory analysis, validation, and movie production for materials systems.

Analyze Graph-PRefLexOR and Graph Explorer GraphML snapshots for deep scientific ideation insight. Use when a user selects or uploads a .graphml file and asks about graph structure, communities or modules, bridge concepts, critical connectors, relation…

Comprehensive TorchSim / torch-sim atomistic simulation skill for molecular dynamics, relaxation, high-throughput MLIP workflows, trajectory generation, trajectory analysis, validation, and movie production for materials systems.

Run simple dimensionless 1D Euler-Bernoulli beam mechanics with selectable boundary conditions, point forces, distributed loads, point moments, springs, plots, CSV/JSON results, and deformation GIFs. Use when asked to analyze a simple beam, cantilever,…

Create high-resolution Chladni plate resonance visuals and animations from analytic vibrating-plate mode superpositions. Use when asked for Chladni figures, nodal-line sand patterns, sound-wave or resonance visualization, vibrating square/rectangular/circular…

Run fast 2D SIMP topology optimization with flexible boundary conditions, lightweight STL exports, and optional STL turntable renderings. Use when asked to optimize cantilevers, beams, bridges, plates, tension/shear strips, custom support/load layouts,…

Run parameterized 2D lattice fracture simulations from the Fracture and Mechanics notebook as offline artifacts. Use when asked to simulate a pre-cracked triangular lattice, Mode I tension, Mode II shear, Morse/Lennard-Jones/MLIP pair potentials, temperature…