Exploratory Data Analysis
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
Generate photorealistic rendering scripts for PyMOL and UCSF ChimeraX.
$ npx skills add aipoch/medical-research-skills --skill d-molecule-ray-tracer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills d-molecule-ray-tracer --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'scientific-skills/Data Analysis/3d-molecule-ray-tracer' .claude/skills/d-molecule-ray-tracer && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "d-molecule-ray-tracer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/3d-molecule-ray-tracer into .claude/skills/d-molecule-ray-tracer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "d-molecule-ray-tracer", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/3d-molecule-ray-tracerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add aipoch/medical-research-skills --skill d-molecule-ray-tracer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills d-molecule-ray-tracer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'scientific-skills/Data Analysis/3d-molecule-ray-tracer' .agents/skills/d-molecule-ray-tracer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "d-molecule-ray-tracer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/3d-molecule-ray-tracer into .agents/skills/d-molecule-ray-tracer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "d-molecule-ray-tracer", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aipoch/medical-research-skills --skill d-molecule-ray-tracer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills d-molecule-ray-tracer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'scientific-skills/Data Analysis/3d-molecule-ray-tracer' .cursor/skills/d-molecule-ray-tracer && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "d-molecule-ray-tracer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/3d-molecule-ray-tracer into .cursor/skills/d-molecule-ray-tracer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "d-molecule-ray-tracer", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/aipoch/medical-research-skills.git --path 'scientific-skills/Data Analysis/3d-molecule-ray-tracer'--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add aipoch/medical-research-skills --skill d-molecule-ray-tracer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills d-molecule-ray-tracer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'scientific-skills/Data Analysis/3d-molecule-ray-tracer' .gemini/skills/d-molecule-ray-tracer && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "d-molecule-ray-tracer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/3d-molecule-ray-tracer into .gemini/skills/d-molecule-ray-tracer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "d-molecule-ray-tracer", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install aipoch/medical-research-skills d-molecule-ray-tracerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add aipoch/medical-research-skills --skill d-molecule-ray-tracer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/'scientific-skills/Data Analysis/3d-molecule-ray-tracer' .github/skills/d-molecule-ray-tracer && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "d-molecule-ray-tracer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/3d-molecule-ray-tracer into .github/skills/d-molecule-ray-tracer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "d-molecule-ray-tracer", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add aipoch/medical-research-skills --skill d-molecule-ray-tracer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aipoch/medical-research-skills d-molecule-ray-tracer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'scientific-skills/Data Analysis/3d-molecule-ray-tracer' .opencode/skills/d-molecule-ray-tracer && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "d-molecule-ray-tracer" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/3d-molecule-ray-tracer into .opencode/skills/d-molecule-ray-tracer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "d-molecule-ray-tracer", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
d-molecule-ray-tracerGenerate photorealistic rendering scripts for PyMOL and UCSF ChimeraX.
D Molecule Ray Tracer is an agent skill from aipoch/medical-research-skills. Generate photorealistic rendering scripts for PyMOL and UCSF ChimeraX.
Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts (for example `3d-molecule-ray-tracer_audit_result_v2.json` and `scripts/main.py`).
It sits in Data & Analytics, covering Data analysis. The repository describes itself as: Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 686e09d. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
pythonFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
pymol.orgcgl.ucsf.eduFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
D Molecule Ray Tracer loads about 2.8k tokens when it runs. Until then it costs about 23 tokens; SKILL.md has 1,149 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 1,149 words, ~2,805 tokens.
.claude/skills/d-molecule-ray-tracer/SKILL.md (or your agent's skills folder). This skill also uses 5 other files; get the full folder from GitHub.Advanced molecular visualization tool that generates professional-grade rendering scripts with cinematic effects for creating publication-quality and cover-worthy molecular images.
See ## Features above for related details.
scripts/main.py.See ## Usage above for related details.
cd "20260318/scientific-skills/Data Analytics/3d-molecule-ray-tracer"
python -m py_compile scripts/main.py
python scripts/main.py --helpExample run plan:
CONFIG block or documented parameters if the script uses fixed settings.python scripts/main.py with the validated inputs.See ## Workflow above for related details.
scripts/main.py.Use this command to verify that the packaged script entry point can be parsed before deeper execution.
python -m py_compile scripts/main.pyUse these concrete commands for validation. They are intentionally self-contained and avoid placeholder paths.
python -m py_compile scripts/main.py
python scripts/main.py --help
# Generate PyMOL script with default settings
python scripts/main.py --pdb 1mbn
# Generate cover-quality render script
python scripts/main.py --pdb 1mbn --preset cover
# Generate ChimeraX script
python scripts/main.py --software chimerax --pdb 1abc --preset publication| Parameter | Type | Default | Required | Description |
|---|---|---|---|---|
--software | str | pymol | No | Target rendering software (pymol/chimerax) |
--pdb | str | None | Yes | PDB file path or 4-letter PDB ID |
--preset | str | standard | No | Rendering preset (standard/cover/publication/cinematic) |
--style | str | cartoon | No | Molecular representation style |
--resolution | int | from preset | No | Output resolution in pixels |
--bg-color | str | white | No | Background color |
--ao-on | flag | False | No | Enable ambient occlusion |
--shadows | flag | False | No | Enable shadow casting |
--fog | float | from preset | No | Fog density (0-1) |
--dof-on | flag | False | No | Enable depth of field |
--dof-focus | str | center | No | DOF focus point |
--dof-aperture | float | from preset | No | Aperture size (higher = more blur) |
--lighting | str | from preset | No | Lighting preset |
--output | str | auto | No | Output script filename |
# Cover-quality render with depth of field
python scripts/main.py \
--software pymol \
--pdb 1mbn \
--preset cover \
--dof-on \
--dof-focus "A:64" \
--dof-aperture 2.0 \
--style surface \
--output cover_render.pml
# Cinematic 4K render
python scripts/main.py \
--software pymol \
--pdb complex.pdb \
--preset cinematic \
--resolution 3840 \
--ao-on \
--shadows \
--lighting cinematic| Preset | Resolution | Ray Trace | DOF | AO | Shadows | Use Case |
|---|---|---|---|---|---|---|
| Standard | 2400px | ✓ | ✗ | ✗ | ✗ | Quick high-quality |
| Cover | 3000px | ✓ | ✓ | ✓ | ✓ | Journal covers |
| Publication | 2400px | ✓ | ✗ | ✓ | ✗ | Manuscript figures |
| Cinematic | 3840px | ✓ | ✓ | ✓ | ✓ | Presentations |
| Software | Best For | Features |
|---|---|---|
| PyMOL | Traditional rendering, ease of use | Ray tracing, shadows, AO |
| ChimeraX | Modern effects, large structures | PBR lighting, ambient occlusion, VR |
⚠️ AI independent acceptance status: manual inspection required This skill requires:
pip install -r requirements.txt| Risk Indicator | Assessment | Level |
|---|---|---|
| Code Execution | Python scripts executed locally | Medium |
| Network Access | Fetches PDB structures from RCSB (optional) | Low |
| File System Access | Writes rendering scripts | Low |
| Instruction Tampering | Standard prompt guidelines | Low |
| Data Exposure | No sensitive data exposure | Low |
# Python dependencies
pip install -r requirements.txt
# Install PyMOL or ChimeraX separately✓ Rendering script generated: /path/to/cover_render.pml
Configuration:
Software: pymol
Preset: cover
Style: cartoon
Resolution: 3000px
Depth of Field: ON
Ambient Occlusion: ON
Shadows: ON
Lighting: cinematic
To render:
pymol cover_render.pml
# Or within PyMOL:
@ cover_render.pmlSee references/ for:
💡 Tip: For creating multiple related figures, save your complete scene setup (lighting, camera, colors) as a PyMOL session file (.pse) or ChimeraX session (.cxs), then modify only the specific elements needed for each figure. This ensures consistency across figure panels.
Every final response should make these items explicit when they are relevant:
scripts/main.py fails, report the failure point, summarize what still can be completed safely, and provide a manual fallback.This skill accepts requests that match the documented purpose of 3d-molecule-ray-tracer and include enough context to complete the workflow safely.
Do not continue the workflow when the request is out of scope, missing a critical input, or would require unsupported assumptions. Instead respond:
3d-molecule-ray-traceronly handles its documented workflow. Please provide the missing required inputs or switch to a more suitable skill.
Use the following fixed structure for non-trivial requests:
If the request is simple, you may compress the structure, but still keep assumptions and limits explicit when they affect correctness.
© aipoch, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 5 other files (scripts) in scientific-skills/Data Analysis/3d-molecule-ray-tracer of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
D Molecule Ray Tracer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| D Molecule Ray Tracer this skillaipoch/medical-research-skills | 1.9k | — | ~2.8k | Automated safety check: Pass | MIT | |
| Exploratory Data Analysisspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Statistical Data Analysislingzhi227/agent-research-skills | 390 | — | ~886 | Automated safety check: Pass | None | |
| Q-EDA Exploratory AnalysisTyrealQ/q-skills | 108 | — | ~1.1k | Automated safety check: Pass | MIT | |
| PyMC Bayesian Modelingdavila7/claude-code-templates | 33k | 11 repos | ~3.9k | Automated safety check: Pass | MIT | |
| openFDA Regulatory Data Queriesdavila7/claude-code-templates | 33k | 11 repos | ~3.6k | Automated safety check: Pass | MIT |
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
lingzhi227/agent-research-skills
Writes statistical analysis code for experimental data, runs it through a four-round review, and reports effect sizes, p-values and confidence intervals.
TyrealQ/q-skills
Runs exploratory data analysis on tabular data after you confirm each column's measurement level, then writes CSV tables and a narrative summary.
davila7/claude-code-templates
Builds, fits, checks and compares Bayesian models in PyMC, from priors and NUTS sampling to variational inference, LOO and WAIC comparison, and diagnostics.
davila7/claude-code-templates
Queries the openFDA API from Python for drug, device, food and veterinary data: adverse events, recalls, labels, approvals, NDC and UNII lookups.
davila7/claude-code-templates
Python interface to OpenMS for mass spectrometry data analysis.
aipoch/medical-research-skills
Complete workflow for generating academic research posters from PDF literature; use when you need to extract paper content from PDFs and produce a LaTeX-based poster…
aipoch/medical-research-skills
Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool.
aipoch/medical-research-skills
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
aipoch/medical-research-skills
A toolkit for preparing ISO 13485:2016 certification documentation for medical device QMS.
aipoch/medical-research-skills
Recommends target journals for manuscript submission by analyzing the paper topic/abstract and the journal distribution of similar PubMed literature; use when users ask for journal…
aipoch/medical-research-skills
Creates academic-poster writing packages for LaTeX using beamerposter, tikzposter, or baposter.
Categories
Generate photorealistic rendering scripts for PyMOL and UCSF ChimeraX. D Molecule Ray Tracer is an agent skill from aipoch/medical-research-skills. Generate photorealistic rendering scripts for PyMOL and UCSF ChimeraX.
D Molecule Ray Tracer fits situations like: tasks that involve Data analysis.
Run `npx skills add aipoch/medical-research-skills --skill d-molecule-ray-tracer -a claude-code`. Or copy the skill folder (scientific-skills/Data Analysis/3d-molecule-ray-tracer in aipoch/medical-research-skills) into .claude/skills/d-molecule-ray-tracer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill d-molecule-ray-tracer -a codex`. Or copy the skill folder (scientific-skills/Data Analysis/3d-molecule-ray-tracer in aipoch/medical-research-skills) into .agents/skills/d-molecule-ray-tracer in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aipoch/medical-research-skills --skill d-molecule-ray-tracer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/d-molecule-ray-tracer, .gemini/skills/d-molecule-ray-tracer, .github/skills/d-molecule-ray-tracer and .opencode/skills/d-molecule-ray-tracer in your project.
Going by SKILL.md and its folder, D Molecule Ray Tracer needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
SKILL.md names 2 domains. As links in the text: pymol.org and cgl.ucsf.edu. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
D Molecule Ray Tracer is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with D Molecule Ray Tracer: Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Statistical Data Analysis (lingzhi227/agent-research-skills, 390 stars), Q-EDA Exploratory Analysis (TyrealQ/q-skills, 108 stars) and PyMC Bayesian Modeling (davila7/claude-code-templates, 33k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,937 GitHub stars. The repository holds 578 skills in this directory. The repository was last updated on September 17, 2026.
Source: aipoch/medical-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.