Agent skill

Single Cell Annotation Skills With Omicverse

by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills

Guide Claude through SCSA, MetaTiME, CellVote, CellMatch, GPTAnno, and weighted KNN transfer workflows for annotating single-cell modalities.

No licenceAuto-check passedResearch & Science

Install Single Cell Annotation Skills With Omicverse

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill single-cell-annotation-skills-with-omicverse -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills single-cell-annotation-skills-with-omicverse --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/single-annotation .claude/skills/single-cell-annotation-skills-with-omicverse && rm -rf skills-src

Use ~/.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/

Facts

Skill name
single-cell-annotation-skills-with-omicverse
GitHub stars
3.1k
Used in
1 other repo
Token cost
~3.1k tokens
SKILL.md length
936 words
Files
2
Skills in repo
279
Repo updated
First seen
Licence
None found

At a glance

Guide Claude through SCSA, MetaTiME, CellVote, CellMatch, GPTAnno, and weighted KNN transfer workflows for annotating single-cell modalities.

  • Works in 6 steps: SCSA automated cluster annotation → MetaTiME tumour microenvironment states → CellVote consensus labelling → …
  • Tasks that involve Bioinformatics
  • SKILL.md covers Overview, Instructions, Critical API Reference - EXACT… and Examples, plus 1 more section
  • Reaches figshare.com; needs AGI_API_KEY

What it does

Single Cell Annotation Skills With Omicverse is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Guide Claude through SCSA, MetaTiME, CellVote, CellMatch, GPTAnno, and weighted KNN transfer workflows for annotating single-cell modalities.

Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `reference.md`).

It sits in Research & Science, covering Bioinformatics. It works with Jupyter. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • Tasks that involve Bioinformatics

Example prompts

  • “/single-cell-annotation-skills-with-omicverse”

Requirements

  • Python 3
  • A credential in AGI_API_KEY

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. SCSA automated cluster annotation
  2. MetaTiME tumour microenvironment states
  3. CellVote consensus labelling
  4. CellMatch ontology mapping
  5. GPTAnno LLM-powered annotation
  6. Weighted KNN annotation transfer

What it can do on your machine

Read from SKILL.md and the folder at commit b1f9b6e. 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 python).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • figshare.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • AGI_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Single Cell Annotation Skills With Omicverse loads about 3.1k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 936 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~47
When it runs · the whole SKILL.md, loaded when a task matches
~3.1k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 936 words (~3,106 tokens).

“Use this skill to reproduce and adapt the single-cell annotation playbook captured in omicverse tutorials: SCSA t_cellanno.ipynb, MetaTiME t_metatime.ipynb, CellVote t_cellvote.md & t_cellvote_pbmc3k.ipynb, CellMatch t_cellmatch.ipynb, GPTAnno t_gptanno.ipynb, and label transfer t_anno_trans.ipynb. Each section below highlights required inputs, training/inference steps, and…”

— opening of SKILL.md by FreedomIntelligence
name
single-cell-annotation-skills-with-omicverse
title
Single-cell annotation skills with omicverse

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in skills/single-annotation of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • reference.md

Open the folder on GitHubat commit b1f9b6e

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in FreedomIntelligence/OpenClaw-Medical-Skills, which our catalogue first saw on October 9, 2026.

Compare with similar skills

Single Cell Annotation Skills With Omicverse 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.

Single Cell Annotation Skills With Omicverse compared with similar skills
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13C Metabolic Flux AnalysisK-Dense-AI/scientific-agent-skills48k1 repos~3.2kAutomated safety check: PassMIT
Clinvar Databasegoogle-deepmind/science-skills3.2k2 repos~3.9kAutomated safety check: NotesApache-2.0
Metabolic Study Planneraiming-lab/AutoResearchClaw15k—~1.9kAutomated safety check: PassMIT

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Works with

Questions about Single Cell Annotation Skills With Omicverse

What does Single Cell Annotation Skills With Omicverse do?

Guide Claude through SCSA, MetaTiME, CellVote, CellMatch, GPTAnno, and weighted KNN transfer workflows for annotating single-cell modalities. Single Cell Annotation Skills With Omicverse is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Guide Claude through SCSA, MetaTiME, CellVote, CellMatch, GPTAnno, and weighted KNN transfer workflows for annotating single-cell modalities.

When should I use Single Cell Annotation Skills With Omicverse?

Single Cell Annotation Skills With Omicverse fits situations like: tasks that involve Bioinformatics.

How do I install Single Cell Annotation Skills With Omicverse in Claude Code?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill single-cell-annotation-skills-with-omicverse -a claude-code`. Or copy the skill folder (skills/single-annotation in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/single-cell-annotation-skills-with-omicverse in your project. Claude Code loads it when a task matches its description.

How do I install Single Cell Annotation Skills With Omicverse in Codex?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill single-cell-annotation-skills-with-omicverse -a codex`. Or copy the skill folder (skills/single-annotation in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/single-cell-annotation-skills-with-omicverse in your project. Codex loads it when a task matches its description.

Can I use Single Cell Annotation Skills With Omicverse 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill single-cell-annotation-skills-with-omicverse -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/single-cell-annotation-skills-with-omicverse, .gemini/skills/single-cell-annotation-skills-with-omicverse, .github/skills/single-cell-annotation-skills-with-omicverse and .opencode/skills/single-cell-annotation-skills-with-omicverse in your project.

What does Single Cell Annotation Skills With Omicverse need to run?

Going by SKILL.md and its folder, Single Cell Annotation Skills With Omicverse needs credentials named AGI_API_KEY. Our summary lists: Python 3; A credential in AGI_API_KEY.

Does Single Cell Annotation Skills With Omicverse access the network?

SKILL.md names 1 domain. In commands or code: figshare.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Single Cell Annotation Skills With Omicverse 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 Single Cell Annotation Skills With Omicverse use?

No licence was found for Single Cell Annotation Skills With Omicverse or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Single Cell Annotation Skills With Omicverse use?

About 3.1k tokens (SKILL.md is roughly 12k 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 Single Cell Annotation Skills With Omicverse?

Skills that share tags, products or a category with Single Cell Annotation Skills With Omicverse: Pixi Environment Builder (xuzhougeng/wisp-science, 1k stars), Alphagenome Single Variant Analysis (google-deepmind/science-skills, 3.2k stars), 13C Metabolic Flux Analysis (K-Dense-AI/scientific-agent-skills, 48k stars) and Clinvar Database (google-deepmind/science-skills, 3.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Single Cell Annotation Skills With Omicverse?

FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,053 GitHub stars. The repository holds 279 skills in this directory. The repository was last updated on July 21, 2026.

Source: FreedomIntelligence/OpenClaw-Medical-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.