Scanpy Single-Cell Analysis
davila7/claude-code-templates
Walks through single-cell RNA-seq analysis with Scanpy: loading .h5ad and 10X data, QC, normalization, PCA and UMAP, Leiden clustering, marker genes and cell type annotation.
Offers functions for plotting split (or implicit) networks (unrooted, undirected) and explicit networks (rooted, directed) with reticulations extending.
Install Bioconductor Tanggle
$ npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-tanggle -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-tanggle --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/bioMate-AI/biomate-bioconductor-kb.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/transcriptomics/tanggle .claude/skills/bioconductor-tanggle && 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 "bioconductor-tanggle" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/transcriptomics/tanggle into .claude/skills/bioconductor-tanggle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-tanggle", 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/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/transcriptomics/tanggleType 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 bioMate-AI/biomate-bioconductor-kb --skill bioconductor-tanggle -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-tanggle --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bioMate-AI/biomate-bioconductor-kb.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/transcriptomics/tanggle .agents/skills/bioconductor-tanggle && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bioconductor-tanggle" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/transcriptomics/tanggle into .agents/skills/bioconductor-tanggle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-tanggle", 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 bioMate-AI/biomate-bioconductor-kb --skill bioconductor-tanggle -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-tanggle --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bioMate-AI/biomate-bioconductor-kb.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/transcriptomics/tanggle .cursor/skills/bioconductor-tanggle && 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 "bioconductor-tanggle" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/transcriptomics/tanggle into .cursor/skills/bioconductor-tanggle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-tanggle", 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/bioMate-AI/biomate-bioconductor-kb.git --path skills/transcriptomics/tanggle--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 bioMate-AI/biomate-bioconductor-kb --skill bioconductor-tanggle -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-tanggle --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bioMate-AI/biomate-bioconductor-kb.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/transcriptomics/tanggle .gemini/skills/bioconductor-tanggle && 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 "bioconductor-tanggle" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/transcriptomics/tanggle into .gemini/skills/bioconductor-tanggle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-tanggle", 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 bioMate-AI/biomate-bioconductor-kb bioconductor-tanggleInstalls 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 bioMate-AI/biomate-bioconductor-kb --skill bioconductor-tanggle -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/bioMate-AI/biomate-bioconductor-kb.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/transcriptomics/tanggle .github/skills/bioconductor-tanggle && 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 "bioconductor-tanggle" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/transcriptomics/tanggle into .github/skills/bioconductor-tanggle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-tanggle", 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 bioMate-AI/biomate-bioconductor-kb --skill bioconductor-tanggle -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-tanggle --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/bioMate-AI/biomate-bioconductor-kb.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/transcriptomics/tanggle .opencode/skills/bioconductor-tanggle && 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 "bioconductor-tanggle" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/transcriptomics/tanggle into .opencode/skills/bioconductor-tanggle/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-tanggle", 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.
Facts
- Skill name
bioconductor-tanggle- GitHub stars
- 804
- Token cost
- ~1.1k tokens
- SKILL.md length
- 389 words
- Files
- 1
- Skills in repo
- 112
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Offers functions for plotting split (or implicit) networks (unrooted, undirected) and explicit networks (rooted, directed) with reticulations extending.
- Tasks that involve Bioinformatics
- SKILL.md covers Workflows, When to Use, When NOT to Use and Data Requirements, plus 6 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Data visualization
What it does
Bioconductor Tanggle is an agent skill from bioMate-AI/biomate-bioconductor-kb. Offers functions for plotting split (or implicit) networks (unrooted, undirected) and explicit networks (rooted, directed) with reticulations extending. 'ggtree' and using functions from 'ape' and 'phangorn'. It extends the 'ggtree' package [@Yu2017] to allow the visualization of phylogenetic networks using the 'ggplot2' syntax. It offers an alternative to the plot functions already available in 'ape' Paradis and Schliep (2019) <doi:10.1093/bioinformatics/bty633 and 'phangorn' Schliep (2011) <d
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Bioinformatics and Data visualization. The repository describes itself as: BioMate-KB Bioconductor Skills — 200 packages (top 100 by downloads + 100 rising stars) as vignette-grounded Claude/agent skills, with per-package workflow recipes.
When your agent uses it
- Tasks that involve Bioinformatics
- Tasks that involve Data visualization
Example prompts
- “ggtree”
- “phangorn”
- “ggplot2”
- “/bioconductor-tanggle”
What it can do on your machine
Read from SKILL.md and the folder at commit c9bd4d8. It shows what the files ask for, not the result of running them.
Tool permissions
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.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are r).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
bioconductor.org
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Bioconductor Tanggle loads about 1.1k tokens when it runs. Until then it costs about 130 tokens; SKILL.md has 389 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.
Safety
Auto-check passed
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); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 389 words (~1,114 tokens).
“Visualize unrooted, undirected split networks (such as consensus networks or neighbor-nets) from Nexus files.”
- name
- bioconductor-tanggle
- when_to_use
- Use when: ***tanggle***: Visualization of phylogenetic networks in a *ggplot2* framework; ***tanggle***: Visualización de redes filogenéticas con *ggplot2*…
- user-invocable
- false
Files
Just SKILL.md in skills/transcriptomics/tanggle of bioMate-AI/biomate-bioconductor-kb.
Open the folder on GitHubat commit c9bd4d8
Compare with similar skills
Bioconductor Tanggle 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 |
|---|---|---|---|---|---|---|
| Bioconductor Tanggle this skillbioMate-AI/biomate-bioconductor-kb | 804 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Scanpy Single-Cell Analysisdavila7/claude-code-templates | 33k | 15 repos | ~2.8k | Automated safety check: Pass | MIT | |
| deepTools NGS Toolkitdavila7/claude-code-templates | 33k | 12 repos | ~4.5k | Automated safety check: Pass | MIT | |
| FBA Flux Analyzeraiming-lab/AutoResearchClaw | 15k | — | ~2.3k | Automated safety check: Pass | MIT | |
| Ukb Ppp Region FetchClawBio/ClawBio | 1.2k | — | ~4.6k | Automated safety check: Pass | MIT | |
| Bio Chipseq VisualizationGPTomics/bioSkills | 1.2k | 2 repos | ~3.6k | Automated safety check: Pass | MIT |
Similar skills
deepTools NGS Toolkit
davila7/claude-code-templates
Guides use of deepTools on sequencing data: BAM to bigWig conversion, QC, sample correlation, and heatmaps or profiles around TSS and peaks for ChIP-seq, RNA-seq and ATAC-seq.
FBA Flux Analyzer
aiming-lab/AutoResearchClaw
Turns raw flux balance analysis output and a COBRApy model into gene essentiality maps, phenotypic phase planes, flux sampling results, pathway summaries and secretion predictions.
Ukb Ppp Region Fetch
ClawBio/ClawBio
Fetch a regional slice of plasma pQTL summary statistics from the UK Biobank Pharma Proteomics Project (UKB-PPP; Sun 2023 Nature) for a specific (protein, ancestry) measurement.
Bio Chipseq Visualization
GPTomics/bioSkills
Visualizes ChIP-seq data using deepTools (computeMatrix, plotHeatmap, plotProfile, bamCoverage, bamCompare), pyGenomeTracks (modern INI-driven track plots), Gviz (R browser-style), EnrichedHeatmap…
Bio Data Visualization Genome Tracks
GPTomics/bioSkills
Build genome-browser-style multi-track figures with pyGenomeTracks (config-driven), Gviz (R), and IGV batch screenshotting.
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Related
Categories
Questions about Bioconductor Tanggle
What does Bioconductor Tanggle do?
Offers functions for plotting split (or implicit) networks (unrooted, undirected) and explicit networks (rooted, directed) with reticulations extending. Bioconductor Tanggle is an agent skill from bioMate-AI/biomate-bioconductor-kb. Offers functions for plotting split (or implicit) networks (unrooted, undirected) and explicit networks (rooted, directed) with reticulations extending.
When should I use Bioconductor Tanggle?
Bioconductor Tanggle fits situations like: tasks that involve Bioinformatics; tasks that involve Data visualization.
How do I install Bioconductor Tanggle in Claude Code?
Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-tanggle -a claude-code`. Or copy the skill folder (skills/transcriptomics/tanggle in bioMate-AI/biomate-bioconductor-kb) into .claude/skills/bioconductor-tanggle in your project. Claude Code loads it when a task matches its description.
How do I install Bioconductor Tanggle in Codex?
Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-tanggle -a codex`. Or copy the skill folder (skills/transcriptomics/tanggle in bioMate-AI/biomate-bioconductor-kb) into .agents/skills/bioconductor-tanggle in your project. Codex loads it when a task matches its description.
Can I use Bioconductor Tanggle in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-tanggle -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bioconductor-tanggle, .gemini/skills/bioconductor-tanggle, .github/skills/bioconductor-tanggle and .opencode/skills/bioconductor-tanggle in your project.
What does Bioconductor Tanggle need to run?
SKILL.md names no scripts, command-line tools or credentials: Bioconductor Tanggle is instructions for the agent only.
Does Bioconductor Tanggle access the network?
SKILL.md names 1 domain. As links in the text: bioconductor.org. This is read from the text; nothing was executed.
Is Bioconductor Tanggle safe to install?
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. Review the folder before installing.
What licence does Bioconductor Tanggle use?
Bioconductor Tanggle has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Bioconductor Tanggle use?
About 1.1k tokens (SKILL.md is roughly 4.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Bioconductor Tanggle?
Skills that share tags, products or a category with Bioconductor Tanggle: Scanpy Single-Cell Analysis (davila7/claude-code-templates, 33k stars), deepTools NGS Toolkit (davila7/claude-code-templates, 33k stars), FBA Flux Analyzer (aiming-lab/AutoResearchClaw, 15k stars) and Ukb Ppp Region Fetch (ClawBio/ClawBio, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bioconductor Tanggle?
bioMate-AI (a GitHub organization) maintains it in bioMate-AI/biomate-bioconductor-kb, which has 804 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on June 20, 2026.
Source: bioMate-AI/biomate-bioconductor-kb on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.