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Agent skill

Bio Metabolomics Targeted Analysis

by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills

Targeted metabolomics analysis using MRM/SRM with standard curves.

No licenceAuto-check passedBusiness, Finance & HR

Install Bio Metabolomics Targeted Analysis

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-targeted-analysis -a claude-code

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

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-metabolomics-targeted-analysis --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-metabolomics-targeted-analysis .claude/skills/bio-metabolomics-targeted-analysis && 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-metabolomics-targeted-analysis
GitHub stars
3.1k
Used in
1 other repo
Token cost
~2.5k tokens
SKILL.md length
185 words
Files
3
Skills in repo
279
Repo updated
First seen
Licence
None found

At a glance

Targeted metabolomics analysis using MRM/SRM with standard curves.

  • Quantifying specific metabolites using calibration curves and internal standards
  • SKILL.md covers Version Compatibility, Skyline Data Export Processing, Standard Curve Fitting and Calculate Concentrations, plus 8 more sections
  • Runs R scripts from its folder; calls pip
  • Tasks that involve Performance reviews

What it does

Bio Metabolomics Targeted Analysis is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Targeted metabolomics analysis using MRM/SRM with standard curves. Covers absolute quantification, method validation, and quality assessment. Use when quantifying specific metabolites using calibration curves and internal standards.

Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `usage-guide.md`).

It sits in Business, Finance & HR, covering Performance reviews. It works with Python. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • Quantifying specific metabolites using calibration curves and internal standards
  • Tasks that involve Performance reviews

Example prompts

  • “/bio-metabolomics-targeted-analysis”

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 (R), 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 Metabolomics Targeted Analysis loads about 2.5k tokens when it runs. Until then it costs about 67 tokens; SKILL.md has 185 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~67
When it runs · the whole SKILL.md, loaded when a task matches
~2.5k

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 185 words (~2,482 tokens).

“Reference examples tested with: ggplot2 3.5+, matplotlib 3.8+, numpy 1.26+, pandas 2.2+, scikit-learn 1.4+, scipy 1.12+, xcms 4.0+”

— opening of SKILL.md by FreedomIntelligence
name
bio-metabolomics-targeted-analysis
tool_type
mixed
primary_tool
skyline

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files in skills/bio-metabolomics-targeted-analysis of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • examples/targeted_quantification.R
  • 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 Metabolomics Targeted Analysis 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 Metabolomics Targeted Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bio Metabolomics Targeted Analysis this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~2.5kAutomated safety check: PassNone
Performance Reviewathola/claude-night-market341—~2.7kAutomated safety check: PassMIT
Geomlitalo-goncalves/geoML109—~4.9kAutomated safety check: PassGPL-3.0
Amc Run Sample CalibrationNVIDIA/skills3.6k—~3.5kAutomated safety check: PassApache-2.0
Bio Proteomics Spectral LibrariesGPTomics/bioSkills1.2k1 repos~4.6kAutomated safety check: PassMIT
Data Cleaningmagnus919/agent-skills115—~2.1kAutomated safety check: PassMIT

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Works with

Categories

Questions about Bio Metabolomics Targeted Analysis

What does Bio Metabolomics Targeted Analysis do?

Targeted metabolomics analysis using MRM/SRM with standard curves. Bio Metabolomics Targeted Analysis is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Targeted metabolomics analysis using MRM/SRM with standard curves.

When should I use Bio Metabolomics Targeted Analysis?

Bio Metabolomics Targeted Analysis fits situations like: quantifying specific metabolites using calibration curves and internal standards; tasks that involve Performance reviews.

How do I install Bio Metabolomics Targeted Analysis in Claude Code?

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

How do I install Bio Metabolomics Targeted Analysis in Codex?

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

Can I use Bio Metabolomics Targeted Analysis 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-metabolomics-targeted-analysis -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-metabolomics-targeted-analysis, .gemini/skills/bio-metabolomics-targeted-analysis, .github/skills/bio-metabolomics-targeted-analysis and .opencode/skills/bio-metabolomics-targeted-analysis in your project.

What does Bio Metabolomics Targeted Analysis need to run?

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

Does Bio Metabolomics Targeted Analysis 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 Metabolomics Targeted Analysis 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 Metabolomics Targeted Analysis use?

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

How many tokens does Bio Metabolomics Targeted Analysis use?

About 2.5k tokens (SKILL.md is roughly 9.9k 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 Metabolomics Targeted Analysis?

Skills that share tags, products or a category with Bio Metabolomics Targeted Analysis: Performance Review (athola/claude-night-market, 341 stars), Geoml (italo-goncalves/geoML, 109 stars), Amc Run Sample Calibration (NVIDIA/skills, 3.6k stars) and Bio Proteomics Spectral Libraries (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 Metabolomics Targeted Analysis?

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.