materials-phase-analysis

Find, verify, and synthesize scientific literature with traceable citations.

Investigate scientific evidence with a lightweight literature workflow, or run bounded experiments with task-specific evaluation and reproducible checkpoints.

Guide scientists through structured research problem selection — pitch new ideas, troubleshoot stuck projects, or make strategic research decisions.

Quality-control single-cell RNA-seq count matrices — compute per-cell QC metrics (total counts, detected genes, mitochondrial fraction) and filter low-quality…

Generate LaTeX documents and compile them to PDF.

Enforce statistical analysis integrity — execute-don't-interpret boundary, fixed random seeds, preregistration plan checks, and reproducible estimation.

Generate publication-grade scientific figures with a validated shared palette, consistent typography, and render-time quality checks.

Audit a scientific report, manuscript, or analysis in the workspace for traceability — resolving citations, flagging numbers with no source, and checking…

Inspect EIGENVAL and DOSCAR files, preserve reciprocal-path labels and energy units, and relate band or density-of-states features to explicit input metadata.

Create publication-ready scientific figures with data fidelity, legible labels, reproducible styling, and render-time quality checks.

Explore an attached scientific PDF or report across multiple pages, extracting methods, values, figures, tables, and cited evidence with page-level references.

Compose a multi-panel scientific figure from existing panel images, preserve panel labels and layout metadata, and run the artifact verifier after export.