PubChem Database
SkillDev toolsQuery PubChem via the PUG-REST API and PubChemPy across 110M+ compounds, searching by name, CID, or SMILES and retrieving molecular properties, bioactivity, and similarity/substructure matches. Use when looking up a chemical compound, converting names/SMILES to CIDs, fetching physicochemical properties, or running cheminformatics structure searches. Part of the AlterLab Academic Skills suite.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the PubChem Database skill
What this skill tells your AI
The instructions your AI receives, as published by alterlab-ieu/alterlab-academic-skills in skills/databases/alterlab-pubchem/SKILL.md and read by ahel’s review.
Overview
PubChem is the world's largest freely available chemical database with 110M+ compounds and 270M+ bioactivities. Query chemical structures by name, CID, or SMILES, retrieve molecular properties, perform similarity and substructure searches, and access bioactivity data using the PUG-REST API and PubChemPy.
When to Use This Skill
This skill should be used when:
- Searching for chemical compounds by name, structure (SMILES/InChI), or molecular formula
- Retrieving molecular properties (MW, LogP, TPSA, hydrogen bonding descriptors)
- Performing similarity searches to find structurally related compounds
- Conducting substructure searches for specific chemical motifs
- Accessing bioactivity data from screening assays
- Converting between chemical identifier formats (CID, SMILES, InChI)
- Batch processing multiple compounds for drug-likeness screening or property analysis
Core Capabilities
PubChem access is organized into nine capability areas. Copy-ready snippets for each live in
references/capabilities.md.
- Chemical structure search — by name, CID, SMILES, InChI, or molecular formula.
- Property retrieval — single, specific-list, or batch molecular properties.
- Similarity search — Tanimoto similarity with threshold/MaxRecords.
- Substructure search — find compounds containing a structural motif.
- Format conversion — CID/SMILES/InChI/InChIKey and structure-file download.
- Structure visualization — 2D PNG images via PubChemPy or direct URL.
- Synonym retrieval — all known names for a compound.
- Bioactivity data access — assay summaries via PUG-REST and helper script.
- Comprehensive annotations — full PUG-View records (properties, drug info, safety, toxicity).
Core Workflow
The canonical entry point resolves an identifier to a compound, then reads properties:
import pubchempy as pcp
compound = pcp.get_compounds('aspirin', 'name')[0]
print(compound.cid, compound.molecular_formula, compound.molecular_weight)
print(compound.smiles, compound.xlogp, compound.tpsa)
Prefer CIDs for repeated queries (more efficient than names/structures). Similarity and
substructure searches run asynchronously and may take 15-30 seconds; PubChemPy polls
automatically. See references/best_practices.md for rate limits and error handling.
Installation Requirements
uv pip install 'pubchempy>=1.0.5' # Python-based access (1.0.5 = current SMILES property names)
uv pip install requests # direct API / bioactivity queries
uv pip install pandas # optional, for data analysis
SMILES property naming (PubChem changed this in 2025): the PUG-REST CanonicalSMILES
and IsomericSMILES properties are deprecated. Use SMILES (full SMILES with
stereo/isotope info, replaces IsomericSMILES) and ConnectivitySMILES (connectivity-only,
replaces CanonicalSMILES). In PubChemPy 1.0.5 the matching Compound attributes are
compound.smiles and compound.connectivity_smiles (the old canonical_smiles /
isomeric_smiles attributes still resolve but are deprecated).
Helper Scripts
This skill ships two Python helper scripts under scripts/:
scripts/compound_search.py— search, property retrieval, similarity/substructure search, synonyms, batch search, and structure download.scripts/bioactivity_query.py— bioassay summaries, target identification, target-based compound search, and PUG-View annotations.
Full function inventories and usage are in references/helper_scripts.md.
Reference Index
references/api_reference.md— Complete PUG-REST endpoint docs, full molecular property list, asynchronous request handling, PubChemPy API, PUG-View API, and official doc links.references/capabilities.md— Copy-ready code for all nine capability areas.references/workflows.md— Five end-to-end workflows (identifier conversion, drug-likeness screening, similar-candidate search, batch property comparison, substructure virtual screening).references/helper_scripts.md— Function inventory and usage for the two helper scripts.references/best_practices.md— Rate limits, best practices, error handling, troubleshooting, and additional resources.
Signals
- GitHub stars
- 66
- Forks
- 13
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
alterlab-pubchem- Source
- github.com/alterlab-ieu/alterlab-academic-skills