mat-db-nist-janaf

SkillDev tools

Query the NIST Chemistry WebBook (which includes JANAF thermochemical tables) for standard experimental thermochemistry properties.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the mat-db-nist-janaf skill

What this skill tells your AI

The instructions your AI receives, as published by learningmatter-mit/atomisticskills in .agents/skills/mat-db-nist-janaf/SKILL.md and read by ahel’s review.

Goal

To query experimental temperature-dependent thermodynamic properties and standard states (e.g. Standard Enthalpy of Formation $\Delta_f H^\circ_{298}$, Standard Entropy $S^\circ_{298}$, and $C_p$) from the NIST Chemistry WebBook and JANAF tables for benchmarking against DFT/MLIP calculations.

Instructions

Step 1. Query Thermochemistry Data

Use the query_janaf.py script to fetch thermodynamic data for a given chemical formula. The script automatically searches the WebBook for the closest matching standard element or compound and parses the HTML tables to extract the gas-phase or condensed-phase standard thermochemistry values.

# Env: base-agent
python .agents/skills/mat-db-nist-janaf/scripts/query_janaf.py <formula> <output_json>

Parameters:

  • formula: The chemical formula to query (e.g., CH4, CO2, H2O).
  • output_json: Path to the output JSON file where results will be stored.

Constraints

  • Environments: The scripts require the base-agent Conda environment.
  • Scraping Dependability: This script utilizes HTML scraping (beautifulsoup4). If the NIST WebBook layout changes in the future, the table selectors may need to be updated.
  • Isotopes: By default, the script skips explicitly isotopically-labelled variants (unless it's the only match) to return the standard natural-abundance compound.

References

  • Linstrom, P.J. and Mallard, W.G., Eds., NIST Chemistry WebBook, NIST Standard Reference Database Number 69, National Institute of Standards and Technology, Gaithersburg MD. URL
  • Chase, M.W., Jr., NIST-JANAF Thermochemical Tables, Fourth Edition, J. Phys. Chem. Ref. Data, Monograph 9, 1998, 1-1951.

Author: Bowen Deng Contact: GitHub @learningmatter-mit

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Sep 2026
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github.com/learningmatter-mit/atomisticskills