Mass spectrometry (MS) data backend supporting import and export of MS/MS library spectra from MassBank record files.
$ npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-msbackendmassbank -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-msbackendmassbank --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/proteomics/msbackendmassbank .claude/skills/bioconductor-msbackendmassbank && 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-msbackendmassbank" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/proteomics/msbackendmassbank into .claude/skills/bioconductor-msbackendmassbank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-msbackendmassbank", 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/proteomics/msbackendmassbankType 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-msbackendmassbank -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-msbackendmassbank --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/proteomics/msbackendmassbank .agents/skills/bioconductor-msbackendmassbank && 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-msbackendmassbank" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/proteomics/msbackendmassbank into .agents/skills/bioconductor-msbackendmassbank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-msbackendmassbank", 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-msbackendmassbank -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-msbackendmassbank --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/proteomics/msbackendmassbank .cursor/skills/bioconductor-msbackendmassbank && 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-msbackendmassbank" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/proteomics/msbackendmassbank into .cursor/skills/bioconductor-msbackendmassbank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-msbackendmassbank", 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/proteomics/msbackendmassbank--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-msbackendmassbank -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-msbackendmassbank --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/proteomics/msbackendmassbank .gemini/skills/bioconductor-msbackendmassbank && 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-msbackendmassbank" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/proteomics/msbackendmassbank into .gemini/skills/bioconductor-msbackendmassbank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-msbackendmassbank", 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-msbackendmassbankInstalls 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-msbackendmassbank -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/proteomics/msbackendmassbank .github/skills/bioconductor-msbackendmassbank && 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-msbackendmassbank" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/proteomics/msbackendmassbank into .github/skills/bioconductor-msbackendmassbank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-msbackendmassbank", 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-msbackendmassbank -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-msbackendmassbank --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/proteomics/msbackendmassbank .opencode/skills/bioconductor-msbackendmassbank && 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-msbackendmassbank" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/proteomics/msbackendmassbank into .opencode/skills/bioconductor-msbackendmassbank/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-msbackendmassbank", 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.
bioconductor-msbackendmassbankMass spectrometry (MS) data backend supporting import and export of MS/MS library spectra from MassBank record files.
Bioconductor Msbackendmassbank is an agent skill from bioMate-AI/biomate-bioconductor-kb. Mass spectrometry (MS) data backend supporting import and export of MS/MS library spectra from MassBank record files. Different backends are available that allow handling of data in plain MassBank text file format or allow also to interact directly with MassBank SQL databases. Objects from this package are supposed to be used with the Spectra Bioconductor package. This package thus adds MassBank support to the Spectra package.
Its SKILL.md is about 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 Databases, covering SQL and Bioinformatics. It works with SQL. 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.
Read from SKILL.md and the folder at commit c9bd4d8. 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.
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.
Links to these hosts (documentation or services it may open):
bioconductor.orgFrom 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.
Bioconductor Msbackendmassbank loads about 1k tokens when it runs. Until then it costs about 115 tokens; SKILL.md has 392 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); files beside SKILL.md are not scanned.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 392 words (~1,034 tokens).
“Mass spectrometry (MS) data backend supporting import and export of MS/MS library spectra from MassBank record files. Different backends are available that allow handling of data in plain MassBank text file format or allow also to interact directly with MassBank…”
Just SKILL.md in skills/proteomics/msbackendmassbank of bioMate-AI/biomate-bioconductor-kb.
Open the folder on GitHubat commit c9bd4d8
Bioconductor Msbackendmassbank 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 Msbackendmassbank this skillbioMate-AI/biomate-bioconductor-kb | 804 | — | ~1k | Automated safety check: Pass | Custom licence | |
| Biomarker Database Analysisaws-samples/amazon-bedrock-agents-healthcare-lifesciences | 274 | — | ~1.1k | Automated safety check: Pass | MIT-0 | |
| AWS Storageaws/agent-toolkit-for-aws | 2.8k | — | ~5.8k | Automated safety check: Pass | Apache-2.0 | |
| Evolving The Data ModelTriliumNext/Trilium | 38k | — | ~2.1k | Automated safety check: Pass | AGPL-3.0 | |
| Basincloudflare/skills | 3k | 2 repos | ~684 | Automated safety check: Pass | Apache-2.0 | |
| Orchardcore Data MigrationOrchardCMS/OrchardCore | 8.2k | — | ~1.7k | Automated safety check: Pass | BSD-3-Clause |
aws-samples/amazon-bedrock-agents-healthcare-lifesciences
A skill your agent uses when a researcher needs to query biomedical databases for biomarker discovery, build target profiles from UniProt/Open Targets/STRING, rank biomarker candidates by evidence…
aws/agent-toolkit-for-aws
Selects, investigates, and compares AWS object, file, and block storage services, and answers cost, performance, configuration, security, and troubleshooting questions about storage services.
TriliumNext/Trilium
A skill your agent uses when adding a DB migration or a new column/field to a Becca entity in Trilium ("add a migration", "new column on notes/attributes", "ALTER TABLE", "add a field to…
cloudflare/skills
Build and troubleshoot Cloudflare Basin analytics workflows with Basin Pipelines, Basin Catalog, and Basin SQL.
OrchardCMS/OrchardCore
Creates and updates OrchardCore data migrations (DataMigration classes with CreateAsync/UpdateFromX).
ynulihao/AgentSkillOS
Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance and eliminate slow queries.
bioMate-AI/biomate-bioconductor-kb
This package provides a client for the Bioconductor AnnotationHub web resource.
bioMate-AI/biomate-bioconductor-kb
ASURAT is a software for single-cell data analysis. An agent skill from bioMate-AI/biomate-bioconductor-kb.
bioMate-AI/biomate-bioconductor-kb
We propose an Asymmetric Within-Sample Transformation (AWST) to regularize RNA-seq read counts and reduce the effect of noise on the classification of samples.
bioMate-AI/biomate-bioconductor-kb
The Bandle package enables the analysis and visualisation of differential localisation experiments using mass-spectrometry data.
bioMate-AI/biomate-bioconductor-kb
Implements a variety of methods for batch correction of single-cell (RNA sequencing) data.
bioMate-AI/biomate-bioconductor-kb
BEER implements a Bayesian model for analyzing phage-immunoprecipitation sequencing (PhIP-seq) data.
Works with
Categories
Mass spectrometry (MS) data backend supporting import and export of MS/MS library spectra from MassBank record files. Bioconductor Msbackendmassbank is an agent skill from bioMate-AI/biomate-bioconductor-kb. Mass spectrometry (MS) data backend supporting import and export of MS/MS library spectra from MassBank record files.
Bioconductor Msbackendmassbank fits situations like: tasks that involve SQL; tasks that involve Bioinformatics.
Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-msbackendmassbank -a claude-code`. Or copy the skill folder (skills/proteomics/msbackendmassbank in bioMate-AI/biomate-bioconductor-kb) into .claude/skills/bioconductor-msbackendmassbank in your project. Claude Code loads it when a task matches its description.
Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-msbackendmassbank -a codex`. Or copy the skill folder (skills/proteomics/msbackendmassbank in bioMate-AI/biomate-bioconductor-kb) into .agents/skills/bioconductor-msbackendmassbank 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 bioMate-AI/biomate-bioconductor-kb --skill bioconductor-msbackendmassbank -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-msbackendmassbank, .gemini/skills/bioconductor-msbackendmassbank, .github/skills/bioconductor-msbackendmassbank and .opencode/skills/bioconductor-msbackendmassbank in your project.
SKILL.md names no scripts, command-line tools or credentials: Bioconductor Msbackendmassbank is instructions for the agent only.
SKILL.md names 1 domain. As links in the text: bioconductor.org. 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. Review the folder before installing.
Bioconductor Msbackendmassbank has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 1k tokens (SKILL.md is roughly 4.1k 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 Bioconductor Msbackendmassbank: Biomarker Database Analysis (aws-samples/amazon-bedrock-agents-healthcare-lifesciences, 274 stars), AWS Storage (aws/agent-toolkit-for-aws, 2.8k stars), Evolving The Data Model (TriliumNext/Trilium, 38k stars) and Basin (cloudflare/skills, 3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.
