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Agent skill

Bio Spatial Transcriptomics Spatial Statistics

by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills

Compute spatial statistics for spatial transcriptomics data using Squidpy.

No licenceAuto-check passedData & Analytics

Install Bio Spatial Transcriptomics Spatial Statistics

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-spatial-transcriptomics-spatial-statistics -a claude-code

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

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-spatial-transcriptomics-spatial-statistics --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/bio-spatial-transcriptomics-spatial-statistics .claude/skills/bio-spatial-transcriptomics-spatial-statistics && 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
bio-spatial-transcriptomics-spatial-statistics
GitHub stars
3.1k
Used in
1 other repo
Token cost
~1.8k tokens
SKILL.md length
278 words
Files
3
Skills in repo
279
Repo updated
First seen
Licence
None found

At a glance

Compute spatial statistics for spatial transcriptomics data using Squidpy.

  • Computing spatial autocorrelation
  • SKILL.md covers Version Compatibility, Required Imports, Compute Spatial… and Interpret Moran's I, plus 12 more sections
  • Runs Python scripts from its folder; calls pip
  • Co-occurrence statistics

What it does

Bio Spatial Transcriptomics Spatial Statistics is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Compute spatial statistics for spatial transcriptomics data using Squidpy. Calculate Moran's I, Geary's C, spatial autocorrelation, co-occurrence analysis, and neighborhood enrichment. Use when computing spatial autocorrelation or co-occurrence statistics.

Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `examples/spatial_autocorr.py` and `usage-guide.md`).

It sits in Data & Analytics, covering Statistics and Bioinformatics. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • Computing spatial autocorrelation
  • Co-occurrence statistics

Example prompts

  • “s I, Geary”
  • “/bio-spatial-transcriptomics-spatial-statistics”

Requirements

  • Python 3

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

    Ships script files (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • pip

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

  • Network

    No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.

    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

Bio Spatial Transcriptomics Spatial Statistics loads about 1.8k tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 278 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~1.8k

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 278 words (~1,777 tokens).

“Reference examples tested with: numpy 1.26+, pandas 2.2+, scanpy 1.10+, scipy 1.12+, squidpy 1.3+”

— opening of SKILL.md by FreedomIntelligence
name
bio-spatial-transcriptomics-spatial-statistics
tool_type
python
primary_tool
squidpy

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files in skills/bio-spatial-transcriptomics-spatial-statistics of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • examples/spatial_autocorr.py
  • usage-guide.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

Bio Spatial Transcriptomics Spatial Statistics 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.

Bio Spatial Transcriptomics Spatial Statistics compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bio Spatial Transcriptomics Spatial Statistics this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~1.8kAutomated safety check: PassNone
Gwas Databasedavila7/claude-code-templates32k10 repos~5kAutomated safety check: PassMIT
Bio Metagenomics VisualizationGPTomics/bioSkills1.2k1 repos~3.7kAutomated safety check: PassMIT
Bio Sequence StatisticsGPTomics/bioSkills1.2k1 repos~3.2kAutomated safety check: PassMIT
Bio Spatial Transcriptomics Spatial StatisticsGPTomics/bioSkills1.2k1 repos~4.7kAutomated safety check: PassMIT
Bio Vcf StatisticsGPTomics/bioSkills1.2k1 repos~4.9kAutomated safety check: PassMIT

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Categories

Questions about Bio Spatial Transcriptomics Spatial Statistics

What does Bio Spatial Transcriptomics Spatial Statistics do?

Compute spatial statistics for spatial transcriptomics data using Squidpy. Bio Spatial Transcriptomics Spatial Statistics is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Compute spatial statistics for spatial transcriptomics data using Squidpy.

When should I use Bio Spatial Transcriptomics Spatial Statistics?

Bio Spatial Transcriptomics Spatial Statistics fits situations like: computing spatial autocorrelation; co-occurrence statistics.

How do I install Bio Spatial Transcriptomics Spatial Statistics in Claude Code?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-spatial-transcriptomics-spatial-statistics -a claude-code`. Or copy the skill folder (skills/bio-spatial-transcriptomics-spatial-statistics in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-spatial-transcriptomics-spatial-statistics in your project. Claude Code loads it when a task matches its description.

How do I install Bio Spatial Transcriptomics Spatial Statistics in Codex?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-spatial-transcriptomics-spatial-statistics -a codex`. Or copy the skill folder (skills/bio-spatial-transcriptomics-spatial-statistics in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-spatial-transcriptomics-spatial-statistics in your project. Codex loads it when a task matches its description.

Can I use Bio Spatial Transcriptomics Spatial Statistics 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 bio-spatial-transcriptomics-spatial-statistics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bio-spatial-transcriptomics-spatial-statistics, .gemini/skills/bio-spatial-transcriptomics-spatial-statistics, .github/skills/bio-spatial-transcriptomics-spatial-statistics and .opencode/skills/bio-spatial-transcriptomics-spatial-statistics in your project.

What does Bio Spatial Transcriptomics Spatial Statistics need to run?

Going by SKILL.md and its folder, Bio Spatial Transcriptomics Spatial Statistics needs Python for the scripts in its folder and the command-line tools its instructions call (pip). Our summary lists: Python 3.

Does Bio Spatial Transcriptomics Spatial Statistics access the network?

SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Bio Spatial Transcriptomics Spatial Statistics 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 Bio Spatial Transcriptomics Spatial Statistics use?

No licence was found for Bio Spatial Transcriptomics Spatial Statistics or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Bio Spatial Transcriptomics Spatial Statistics use?

About 1.8k tokens (SKILL.md is roughly 7.1k 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 Bio Spatial Transcriptomics Spatial Statistics?

Skills that share tags, products or a category with Bio Spatial Transcriptomics Spatial Statistics: Gwas Database (davila7/claude-code-templates, 32k stars), Bio Metagenomics Visualization (GPTomics/bioSkills, 1.2k stars), Bio Sequence Statistics (GPTomics/bioSkills, 1.2k stars) and Bio Spatial Transcriptomics Spatial Statistics (GPTomics/bioSkills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bio Spatial Transcriptomics Spatial Statistics?

FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,052 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.