Agent skill

chemist-analyst

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.

FreedomIntelligencegithub.com/FreedomIntelligenceGitHub ↗
claude-code
Install
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill chemist-analyst --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 4
SKILL.md size: 52 KB
Bundled scripts: none
Version: 1.0.0
Path: skills/chemist-analyst/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 2,909
Language: Python
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

Review
written from the skill's own SKILL.md · Aug 5, 2026

What it does

Analyzes events through a chemistry lens, focusing on molecular structure, reaction mechanisms, thermodynamics, kinetics, and analytical techniques. It aims to give insights into chemical processes, material properties, reaction pathways, synthesis, and analytical methods. The skill is invoked for chemical reactions, material analysis, synthesis planning, process optimization, and environmental chemistry.

How it works

The skill emphasizes core chemistry thinking: structure determines properties; energy governs feasibility via thermodynamics and kinetics; mechanisms explain transformations; analytical rigor through quantitative measurements; and green chemistry with sustainability. It covers foundations in atomic structure and bonding, thermodynamics (enthalpy, entropy, Gibbs energy), chemical kinetics (rate laws, orders, Arrhenius, catalysis, mechanisms), organic chemistry (functional groups, reaction types, stereochemistry), and analytical chemistry (spectroscopy, MS, chromatography, electrochemistry). It enables retrospective synthesis planning (retrosynthetic analysis) and practical application across reaction analysis, synthesis planning, material characterization, process optimization, safety assessment, environmental analysis, drug development, quality control, forensic chemistry, and more. It also references standard analytical techniques and framework concepts, including retrosynthetic analysis and framework-based planning for complex targets.

When to use it

  • Reaction Analysis: Understanding chemical transformations, mechanisms, intermediates, and products
  • Synthesis Planning: Designing multi-step synthetic routes to target molecules
  • Material Characterization: Identifying unknown substances or analyzing material properties
  • Process Optimization: Improving yield, selectivity, purity, or efficiency of chemical processes
  • Safety Assessment: Evaluating chemical hazards, incompatibilities, and safe handling procedures
  • Environmental Analysis: Understanding pollution, degradation pathways, and environmental chemistry
  • Drug Development: Analyzing pharmaceutical compounds, metabolism, and drug-target interactions
  • Quality Control: Ensuring chemical purity, composition, and consistency
  • Forensic Chemistry: Analyzing evidence, identifying substances, tracing origins

What it can touch

The skill mentions tools and techniques related to analytical chemistry, spectroscopy, chromatography, mass spectrometry, and general chemical computation, but it does not specify executable tool commands beyond standard chemical analysis concepts. It references methods like UV-Vis, IR, NMR, MS, GC, LC, HPLC, TLC, and electrochemistry, and discusses Arrhenius, Gibbs energy, and rate laws as theoretical touchpoints.

Caveats

The skill outlines fundamental chemical principles and analytical methods without promising specific results or operational guarantees. It emphasizes empirical testing and quantitative measurements as core to validation, and promotes sustainability and interdisciplinary integration. No licensing or usage limitations are stated beyond the core principles and methods described.

From the SKILL.md

# Chemist Analyst Skill ## Purpose 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 structure, reaction mechanisms, material properties, and chemical transformations. ## When to Use This Skill - **Reaction Analysis**: Understanding chemical transformations, mechanisms, intermediates, and products - **Synthesis Planning**: Designing multi-step synthetic routes to target molecules - **Material Characterization**: Identifying unknown substances or analyzing material properties - **Process Optimization**: Improving yield, selectivity, purity, or efficiency of chemical processes - **Safety Assessment**: Evaluating chemical hazards, incompatibilities, and safe handling procedures - **Environmental Analysis**: Understanding pollution, degradation pathways, and environmental chemistry - **Drug Development**: Analyzing pharmaceutical compounds,

What's inside
Steps it walks through
  1. Purpose
  2. When to Use This Skill
  3. Core Philosophy: Chemical Thinking
  4. Theoretical Foundations (Expandable)
  5. Foundation 1: Atomic Structure and Bonding
  6. Foundation 2: Thermodynamics (Energy and Spontaneity)
  7. Foundation 3: Chemical Kinetics (Reaction Rates)
  8. Foundation 4: Organic Chemistry (Carbon Compounds)
  9. Foundation 5: Analytical Chemistry (Measurement and Characterization)
  10. Core Analytical Frameworks (Expandable)
  11. Framework 1: Retrosynthetic Analysis
  12. Framework 2: Reaction Mechanism Analysis
  13. Framework 3: Structure-Property Relationships
  14. Framework 4: Green Chemistry Principles
Ships with 3 files
  • QUICK_REFERENCE.md
  • README.md
  • tests/quiz.md
More from OpenClaw-Medical-Skills
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About this skill
What does the chemist-analyst skill do?

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.

How do I install it?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill chemist-analyst --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From FreedomIntelligence/OpenClaw-Medical-Skills, a repository with 2,909 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going