Content
78%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A highly actionable, executable skill body with a clear simulation workflow and only minor verbosity. Its main structural weakness is disclosure: the bundled references/mdanalysis_analysis.md is orphaned (never linked), and the body inlines analysis code that belongs there.
Suggestions
Add a clearly signaled link to the bundle, e.g., an 'Advanced analysis' section with '**Atom selection language / free energy surfaces / trajectory formats**: See [mdanalysis_analysis.md](references/mdanalysis_analysis.md)' — its FES code and selection guide are currently unreachable despite the description promising free energy surfaces.
Move the inlined MDAnalysis sections (load trajectory, RMSD, RMSF, contacts) into references/mdanalysis_analysis.md, keeping only a brief quick-start snippet in SKILL.md to cut the body's token footprint.
Add an explicit validation checkpoint between equilibration and production, e.g., 'Check nvt_log.txt for stable temperature and energy before starting production; if drift persists, extend NVT.'
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The body is code-first and largely earns its tokens, with only minor trims available: a one-sentence MD textbook definition ("computationally models the time evolution of molecular systems by integrating Newton's equations of motion"), obvious inline comments ("# Load PDB", "# Set temperature"), repeated `from openmm.app import *` blocks per section, and docstrings restating parameter meanings. This matches anchor 4 ('minor instances of over-explanation') rather than 3, since the padding is incidental, not substantive. | 4 / 5 |
Actionability | Fully executable, copy-paste-ready functions with sensible defaults throughout: system preparation with explicit PME/constraint settings, GPU-to-CPU platform fallback, reporters, RMSD/RMSF/contact analysis code, PDBFixer and OpenFF ligand parameterization, plus a concrete force-field selection table. Specific examples cover the common cases, matching the anchor-5 example's standard. | 5 / 5 |
Workflow Clarity | The core workflow is clearly sequenced (1. System Preparation → 2. Energy Minimization → 3. NVT Equilibration → 4. NPT Production → trajectory analysis), with some checkpoints present (initial vs. minimized energy printed, StateDataReporter logging, Best Practices stating equilibration lengths and discarding the first 20–50% of trajectory). It falls short of anchor 5 because there is no explicit validate-then-proceed loop, e.g., checking temperature/energy stability from the NVT log before launching production. | 4 / 5 |
Progressive Disclosure | Structure exists (clear section headers), but the ~450-line body inlines MDAnalysis analysis code (trajectory loading, RMSD, RMSF, contacts) that duplicates references/mdanalysis_analysis.md, and that reference file is never mentioned or linked anywhere in the body — its unique content (e.g., the free-energy-surface code the description promises, the atom-selection language guide) is undiscoverable. This matches anchor 3 ('references present but not clearly signaled; content that should be separate is inline') rather than 4, which requires references to be mostly clear. | 3 / 5 |
Total | 16 / 20 Passed |