Analyzes events through chemistry lens using molecular structure, reaction mechanisms, thermodynamics, kinetics, and analytical techniques (spectroscopy, chromatography, mass spectrometry).

No licenceAuto-check passed

Install Chemist Analyst

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill chemist-analyst -a claude-code

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

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills chemist-analyst --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/chemist-analyst .claude/skills/chemist-analyst && 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
chemist-analyst
GitHub stars
3.1k
Used in
1 other repo
Token cost
~13k tokens
SKILL.md length
5,752 words
Files
4
Skills in repo
170
Repo updated
First seen
Licence
None found

At a glance

Analyzes events through chemistry lens using molecular structure, reaction mechanisms, thermodynamics, kinetics, and analytical techniques (spectroscopy, chromatography, mass spectrometry).

  • Works in 10 steps: Define the Chemical Problem → Gather Structural and Compositional… → Analyze Bonding and Electronic Structure → …
  • : Chemical reactions
  • SKILL.md covers Purpose, When to Use This Skill, Core Philosophy: Chemical… and Theoretical Foundations…, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Chemist Analyst is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Analyzes events through chemistry lens using molecular structure, reaction mechanisms, thermodynamics, kinetics, and analytical techniques (spectroscopy, chromatography, mass spectrometry). Provides insights on chemical processes, material properties, reaction pathways, synthesis, and analytical methods. Use when: Chemical reactions, material analysis, synthesis planning, process optimization, environmental chemistry. Evaluates: Molecular structure, reaction mechanisms, yield, selectivity, safety, environmental…

Its SKILL.md is about 13k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `QUICK_REFERENCE.md`, `README.md` and `tests/quiz.md`).

The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • : Chemical reactions
  • Material analysis
  • Synthesis planning
  • Process optimization

Example prompts

  • “Use the chemist-analyst skill to analyz events through chemistry lens using molecular structure, reaction mechanisms, thermodynamics, kinetics, and…”
  • “/chemist-analyst”

Workflow steps

10 steps, taken from the step headings in SKILL.md.

  1. Define the Chemical Problem
  2. Gather Structural and Compositional Information
  3. Analyze Bonding and Electronic Structure
  4. Evaluate Thermodynamics
  5. Analyze Kinetics and Mechanism
  6. Consider Reaction Conditions and Optimization
  7. Apply Analytical Methods
  8. Evaluate Synthetic Approaches (if applicable)
  9. Assess Safety and Environmental Impact
  10. Synthesize Findings and Communicate

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.

    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):

    • chem.libretexts.org
    • khanacademy.org
    • masterorganicchemistry.com
    • acs.org
    • epa.gov
    • bio.libretexts.org
    • rsc.org
    • iupac.org
    • pubchem.ncbi.nlm.nih.gov
    • chemspider.com
    • chemguide.co.uk

    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

Chemist Analyst loads about 13k tokens when it runs. Until then it costs about 135 tokens; SKILL.md has 5,752 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~135
When it runs · the whole SKILL.md, loaded when a task matches
~13k

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 5,752 words (~13,366 tokens).

“Analyze events through the disciplinary lens of chemistry, applying rigorous chemical principles (atomic theory, bonding, thermodynamics, kinetics), analytical methods (spectroscopy, chromatography, mass spectrometry), synthetic methodologies (organic, inorganic, organometallic synthesis), and subdiscipline frameworks (physical, organic, inorganic, analytical, biochemistry) to understand molecular…”

— opening of SKILL.md by FreedomIntelligence
name
chemist-analyst
version
1.0.0

Read the full SKILL.md on GitHub

Files

SKILL.md and 3 other files in skills/chemist-analyst of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • QUICK_REFERENCE.md
  • README.md
  • tests/quiz.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 7, 2026.

Compare with similar skills

Chemist Analyst 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.

Chemist Analyst compared with similar skills
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Eventscoreyhaines31/marketingskills54k—~3kAutomated safety check: PassMIT
Molecular DynamicsK-Dense-AI/scientific-agent-skills48k1 repos~4.7kAutomated safety check: PassMIT
Event Sourcing Architectdavila7/claude-code-templates32k4 repos~659Automated safety check: PassMIT
Event Store Designwshobson/agents40k9 repos~828Automated safety check: PassMIT

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Questions about Chemist Analyst

What does Chemist Analyst do?

Analyzes events through chemistry lens using molecular structure, reaction mechanisms, thermodynamics, kinetics, and analytical techniques (spectroscopy, chromatography, mass spectrometry). Chemist Analyst is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Analyzes events through chemistry lens using molecular structure, reaction mechanisms, thermodynamics, kinetics, and analytical techniques (spectroscopy, chromatography, mass spectrometry).

When should I use Chemist Analyst?

Chemist Analyst fits situations like: : Chemical reactions; material analysis; synthesis planning; process optimization.

How do I install Chemist Analyst in Claude Code?

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

How do I install Chemist Analyst in Codex?

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

Can I use Chemist Analyst 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 chemist-analyst -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/chemist-analyst, .gemini/skills/chemist-analyst, .github/skills/chemist-analyst and .opencode/skills/chemist-analyst in your project.

What does Chemist Analyst need to run?

SKILL.md names no scripts, command-line tools or credentials: Chemist Analyst is instructions for the agent only.

Does Chemist Analyst access the network?

SKILL.md names 11 domains. As links in the text: chem.libretexts.org, khanacademy.org, masterorganicchemistry.com, acs.org, epa.gov, bio.libretexts.org, rsc.org, iupac.org, pubchem.ncbi.nlm.nih.gov, chemspider.com and chemguide.co.uk. This is read from the text; nothing was executed.

Is Chemist Analyst 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 Chemist Analyst use?

No licence was found for Chemist Analyst or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Chemist Analyst use?

About 13k tokens (SKILL.md is roughly 53k 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 Chemist Analyst?

Skills that share tags, products or a category with Chemist Analyst: Analyzing Windows Event Logs In Splunk (mukul975/Anthropic-Cybersecurity-Skills, 34k stars), Events (coreyhaines31/marketingskills, 54k stars), Molecular Dynamics (K-Dense-AI/scientific-agent-skills, 48k stars) and Event Sourcing Architect (davila7/claude-code-templates, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Chemist Analyst?

FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,052 GitHub stars. The repository holds 170 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.