Santa Method
affaan-m/ECC
Multi-agent adversarial verification: two independent reviewers with the same rubric must both pass before output ships, with a fix-and-re-review convergence loop and human escalation cap.
This package is a implementation of biclustering ensemble method MoSBi (Molecular signature Identification from Biclustering).
Custom licenceAuto-check passed
Install Bioconductor Mosbi
$ npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-mosbi -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-mosbi --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/general/mosbi .claude/skills/bioconductor-mosbi && 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-mosbi" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/general/mosbi into .claude/skills/bioconductor-mosbi/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-mosbi", 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/general/mosbiType 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-mosbi -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-mosbi --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/general/mosbi .agents/skills/bioconductor-mosbi && 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-mosbi" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/general/mosbi into .agents/skills/bioconductor-mosbi/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-mosbi", 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-mosbi -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-mosbi --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/general/mosbi .cursor/skills/bioconductor-mosbi && 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-mosbi" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/general/mosbi into .cursor/skills/bioconductor-mosbi/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-mosbi", 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/general/mosbi--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-mosbi -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-mosbi --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/general/mosbi .gemini/skills/bioconductor-mosbi && 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-mosbi" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/general/mosbi into .gemini/skills/bioconductor-mosbi/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-mosbi", 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-mosbiInstalls 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-mosbi -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/general/mosbi .github/skills/bioconductor-mosbi && 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-mosbi" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/general/mosbi into .github/skills/bioconductor-mosbi/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-mosbi", 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-mosbi -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-mosbi --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/general/mosbi .opencode/skills/bioconductor-mosbi && 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-mosbi" agent skill from https://github.com/bioMate-AI/biomate-bioconductor-kb/tree/main/skills/general/mosbi into .opencode/skills/bioconductor-mosbi/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bioconductor-mosbi", 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-mosbi- GitHub stars
- 804
- Token cost
- ~1.4k tokens
- SKILL.md length
- 440 words
- Files
- 1
- Skills in repo
- 112
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
This package is a implementation of biclustering ensemble method MoSBi (Molecular signature Identification from Biclustering).
- 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
What it does
Bioconductor Mosbi is an agent skill from bioMate-AI/biomate-bioconductor-kb. This package is a implementation of biclustering ensemble method MoSBi (Molecular signature Identification from Biclustering). MoSBi provides standardized interfaces for biclustering results and can combine their results with a multi-algorithm ensemble approach to compute robust ensemble biclusters on molecular omics data. This is done by computing similarity networks of biclusters and filtering for overlaps using a custom error model. After that, the louvain modularity it used to extract biclus
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
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.
Example prompts
- “/bioconductor-mosbi”
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 Mosbi loads about 1.4k tokens when it runs. Until then it costs about 130 tokens; SKILL.md has 440 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 440 words (~1,366 tokens).
“Run multiple biclustering algorithms on a data matrix, construct a similarity network with an error model, extract robust communities, and generate consensus ensemble biclusters.”
- name
- bioconductor-mosbi
- when_to_use
- Use when: This package is a implementation of biclustering ensemble method MoSBi (Molecular signature Identification from Bicluste; example-workflow…
- user-invocable
- false
Files
Just SKILL.md in skills/general/mosbi of bioMate-AI/biomate-bioconductor-kb.
Open the folder on GitHubat commit c9bd4d8
Compare with similar skills
Bioconductor Mosbi 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 Mosbi this skillbioMate-AI/biomate-bioconductor-kb | 804 | — | ~1.4k | Automated safety check: Pass | Custom licence | |
| Santa Methodaffaan-m/ECC | 277k | 3 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Santa Methodaffaan-m/ECC | 276k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Santa Methodaffaan-m/ECC | 276k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Ensembl Databasedavila7/claude-code-templates | 33k | 10 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Modern Array Methodsthedaviddias/Front-End-Checklist | 74k | — | ~494 | Automated safety check: Pass | MIT |
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収束ループを持つマルチエージェント敵対的検証。2つの独立したレビューエージェントが両方合格して初めて出力を出荷できます。
Santa Method
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具有收敛循环的多智能体对抗验证。两个独立的审查代理必须都通过，输出才能发送。
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Questions about Bioconductor Mosbi
What does Bioconductor Mosbi do?
This package is a implementation of biclustering ensemble method MoSBi (Molecular signature Identification from Biclustering). Bioconductor Mosbi is an agent skill from bioMate-AI/biomate-bioconductor-kb. This package is a implementation of biclustering ensemble method MoSBi (Molecular signature Identification from Biclustering).
How do I install Bioconductor Mosbi in Claude Code?
Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-mosbi -a claude-code`. Or copy the skill folder (skills/general/mosbi in bioMate-AI/biomate-bioconductor-kb) into .claude/skills/bioconductor-mosbi in your project. Claude Code loads it when a task matches its description.
How do I install Bioconductor Mosbi in Codex?
Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-mosbi -a codex`. Or copy the skill folder (skills/general/mosbi in bioMate-AI/biomate-bioconductor-kb) into .agents/skills/bioconductor-mosbi in your project. Codex loads it when a task matches its description.
Can I use Bioconductor Mosbi 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-mosbi -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-mosbi, .gemini/skills/bioconductor-mosbi, .github/skills/bioconductor-mosbi and .opencode/skills/bioconductor-mosbi in your project.
What does Bioconductor Mosbi need to run?
SKILL.md names no scripts, command-line tools or credentials: Bioconductor Mosbi is instructions for the agent only.
Does Bioconductor Mosbi 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 Mosbi 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 Mosbi use?
Bioconductor Mosbi 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 Mosbi use?
About 1.4k tokens (SKILL.md is roughly 5.5k 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 Mosbi?
Skills that share tags, products or a category with Bioconductor Mosbi: Santa Method (affaan-m/ECC, 277k stars), Santa Method (affaan-m/ECC, 276k stars), Santa Method (affaan-m/ECC, 276k stars) and Ensembl Database (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.
Who maintains Bioconductor Mosbi?
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.