Exploratory Data Analysis
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
Analyze data with phylogenetic-tree-styler using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.
$ npx skills add aipoch/medical-research-skills --skill phylogenetic-tree-styler -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills phylogenetic-tree-styler --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/phylogenetic-tree-styler' .claude/skills/phylogenetic-tree-styler && 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 "phylogenetic-tree-styler" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/phylogenetic-tree-styler into .claude/skills/phylogenetic-tree-styler/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phylogenetic-tree-styler", 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/phylogenetic-tree-stylerType 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 phylogenetic-tree-styler -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills phylogenetic-tree-styler --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/phylogenetic-tree-styler' .agents/skills/phylogenetic-tree-styler && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "phylogenetic-tree-styler" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/phylogenetic-tree-styler into .agents/skills/phylogenetic-tree-styler/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phylogenetic-tree-styler", 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 phylogenetic-tree-styler -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills phylogenetic-tree-styler --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/phylogenetic-tree-styler' .cursor/skills/phylogenetic-tree-styler && 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 "phylogenetic-tree-styler" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/phylogenetic-tree-styler into .cursor/skills/phylogenetic-tree-styler/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phylogenetic-tree-styler", 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/phylogenetic-tree-styler'--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 phylogenetic-tree-styler -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills phylogenetic-tree-styler --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/phylogenetic-tree-styler' .gemini/skills/phylogenetic-tree-styler && 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 "phylogenetic-tree-styler" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/phylogenetic-tree-styler into .gemini/skills/phylogenetic-tree-styler/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phylogenetic-tree-styler", 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 phylogenetic-tree-stylerInstalls 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 phylogenetic-tree-styler -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/phylogenetic-tree-styler' .github/skills/phylogenetic-tree-styler && 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 "phylogenetic-tree-styler" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/phylogenetic-tree-styler into .github/skills/phylogenetic-tree-styler/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phylogenetic-tree-styler", 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 phylogenetic-tree-styler -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 phylogenetic-tree-styler --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/phylogenetic-tree-styler' .opencode/skills/phylogenetic-tree-styler && 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 "phylogenetic-tree-styler" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Data%20Analysis/phylogenetic-tree-styler into .opencode/skills/phylogenetic-tree-styler/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "phylogenetic-tree-styler", 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.
phylogenetic-tree-stylerAnalyze data with phylogenetic-tree-styler using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.
Phylogenetic Tree Styler is an agent skill from aipoch/medical-research-skills. Analyze data with phylogenetic-tree-styler using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.
Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 9 other files, including scripts and reference files (for example `phylogenetic-tree-styler_audit_result_v2.json`, `references/runtime_checklist.md` and `scripts/main.py`).
It sits in Data & Analytics, covering Bioinformatics, Data analysis and Structured output and tool calling. 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.
No URLs in SKILL.md.
From 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.
Phylogenetic Tree Styler loads about 2.5k tokens when it runs, and up to ~2.6k if it reads all its reference files. Until then it costs about 44 tokens; SKILL.md has 1,034 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). 1,034 words, ~2,499 tokens.
.claude/skills/phylogenetic-tree-styler/SKILL.md (or your agent's skills folder). This skill also uses 6 other files; get the full folder from GitHub.See ## Features above for related details.
phylogenetic-tree-styler using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.scripts/main.py.references/ for task-specific guidance.Install dependencies:
pip install ete3 matplotlib numpy pandasSee ## Usage above for related details.
cd "20260318/scientific-skills/Data Analytics/phylogenetic-tree-styler"
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.references/ contains supporting rules, prompts, or checklists.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
# Example invocation: python scripts/main.py --help
# Example invocation: python scripts/main.py --input "Audit validation sample with explicit symptoms, history, assessment, and next-step plan." --format jsonBeautify phylogenetic trees, add taxonomy color blocks, Bootstrap values, and timelines.
python3 scripts/main.py --input <input_tree.nwk> --output <output.png> [options]| Parameter | Description | Default |
|---|---|---|
-i, --input | Input Newick format phylogenetic tree file | Required |
-o, --output | Output image file path | tree_styled.png |
-f, --format | Output format: png, pdf, svg | png |
-w, --width | Image width (pixels) | 1200 |
-h, --height | Image height (pixels) | 800 |
--show-bootstrap | Show Bootstrap values | False |
--bootstrap-threshold | Only show Bootstrap values above this threshold | 50 |
--taxonomy-file | Species taxonomy information file (CSV format: name,domain,phylum,class,order,family,genus) | None |
--show-timeline | Show timeline | False |
--root-age | Root node age (million years ago) | None |
--branch-color | Branch color | black |
--leaf-color | Leaf node label color | black |
python3 scripts/main.py -i tree.nwk -o tree_basic.pngpython3 scripts/main.py -i tree.nwk -o tree_bootstrap.png --show-bootstrap --bootstrap-threshold 70python3 scripts/main.py -i tree.nwk -o tree_taxonomy.png --taxonomy-file taxonomy.csvpython3 scripts/main.py -i tree.nwk -o tree_timeline.png --show-timeline --root-age 500python3 scripts/main.py -i tree.nwk -o tree_full.png \
--show-bootstrap --bootstrap-threshold 70 \
--taxonomy-file taxonomy.csv \
--show-timeline --root-age 500taxonomy.csv example:
name,domain,phylum,class
Species_A,Bacteria,Proteobacteria,Gammaproteobacteria
Species_B,Bacteria,Firmicutes,Bacilli
Species_C,Archaea,Euryarchaeota,MethanobacteriaSupports standard Newick format (.nwk or .newick):
((A:0.1,B:0.2)95:0.3,(C:0.4,D:0.5)88:0.6);Bootstrap values can be placed at node label positions (like the 95, 88 above).
| Risk Indicator | Assessment | Level |
|---|---|---|
| Code Execution | Python/R scripts executed locally | Medium |
| Network Access | No external API calls | Low |
| File System Access | Read input files, write output files | Medium |
| Instruction Tampering | Standard prompt guidelines | Low |
| Data Exposure | Output files saved to workspace | Low |
No additional Python packages required.
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 phylogenetic-tree-styler 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:
phylogenetic-tree-styleronly 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 6 other files (scripts, references) in scientific-skills/Data Analysis/phylogenetic-tree-styler of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Phylogenetic Tree Styler 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 |
|---|---|---|---|---|---|---|
| Phylogenetic Tree Styler this skillaipoch/medical-research-skills | 1.9k | — | ~2.5k | Automated safety check: Pass | MIT | |
| Exploratory Data Analysisspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Pyopenmsdavila7/claude-code-templates | 33k | 11 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Gwas Databasedavila7/claude-code-templates | 33k | 10 repos | ~5k | Automated safety check: Pass | MIT | |
| Bioconductor BiomartbioMate-AI/biomate-bioconductor-kb | 804 | — | ~4.5k | Automated safety check: Pass | Custom licence | |
| Bio Data Visualization Manhattan Qq LocuszoomGPTomics/bioSkills | 1.2k | 2 repos | ~4.3k | Automated safety check: Pass | MIT |
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Analyze data with phylogenetic-tree-styler using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation. Phylogenetic Tree Styler is an agent skill from aipoch/medical-research-skills. Analyze data with phylogenetic-tree-styler using a reproducible workflow, explicit validation, and structured outputs for review-ready interpretation.
Phylogenetic Tree Styler fits situations like: tasks that involve Bioinformatics; tasks that involve Data analysis; tasks that involve Structured output and tool calling.
Run `npx skills add aipoch/medical-research-skills --skill phylogenetic-tree-styler -a claude-code`. Or copy the skill folder (scientific-skills/Data Analysis/phylogenetic-tree-styler in aipoch/medical-research-skills) into .claude/skills/phylogenetic-tree-styler in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill phylogenetic-tree-styler -a codex`. Or copy the skill folder (scientific-skills/Data Analysis/phylogenetic-tree-styler in aipoch/medical-research-skills) into .agents/skills/phylogenetic-tree-styler 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 phylogenetic-tree-styler -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/phylogenetic-tree-styler, .gemini/skills/phylogenetic-tree-styler, .github/skills/phylogenetic-tree-styler and .opencode/skills/phylogenetic-tree-styler in your project.
Going by SKILL.md and its folder, Phylogenetic Tree Styler needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. 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.
Phylogenetic Tree Styler is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.5k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 136 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Phylogenetic Tree Styler: Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Pyopenms (davila7/claude-code-templates, 33k stars), Gwas Database (davila7/claude-code-templates, 33k stars) and Bioconductor Biomart (bioMate-AI/biomate-bioconductor-kb, 804 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.