pubchem-database
Query PubChem via PUG-REST API/PubChemPy (110M+ compounds).
Skill by lamm-mit
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
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About
Use cases: backend
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What's inside
- Skill name
pubchem-database- Description
- Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.
- License
- Apache-2.0
- Metadata
- skill-author: K-Dense Inc.
- Instructions
- 567 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
- Instructions call the network
Agent Skills spec issues
- body: 567 lines (spec recommends under 500)
Files (6)
- SKILL.md
- api_reference.md · references/
- bioactivity_query.cpython-313.pyc · scripts/__pycache__/
- compound_search.cpython-313.pyc · scripts/__pycache__/
- bioactivity_query.py · scripts/
- compound_search.py · scripts/
SKILL.md (first lines)
# PubChem Database
## 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, access bioactivity data using 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
### 1. Chemical Structure Search
Search for compounds using multiple identifier types:
**By Chemical Name**:
```python
import pubchempy as pcp
compounds = pcp.get_compounds('aspirin', 'name')
compound = compounds[0]
```
**By CID (Compound ID)**:
```python
compound = pcp.Compound.from_cid(2244) # Aspirin
```
**By SMILES**:
```python
compound = pcp.get_compounds('CC(=O)OC1=CC=CC=C1C(=O)O', 'smiles')[0]
```
**By InChI**:
```python
compound = pcp.get_compounds('InChI=1S/C9H8O4/...', 'inchi')[0]
```
**By Molecular Formula**:
```python
compounds = pcp.get_compounds('C9H8O4', 'formula')
# Returns all compounds matching this formula
```
### 2. Property Retrieval
Retrieve molecular properties for compounds using either high-level or low-level approaches:
**Using PubChemPy (Recommended)**:
```python
import pubchempy as pcp
# Get compound object with all properties
compound = pcp.get_compounds('caffeine', 'name')[0]
# Access individual properties
molecular_formula = compound.molecular_formula
molecular_weight = compound.molecular_weight
iupac_name = compound.iupac_name
smiles = compound.canonical_smiles
inchi = compound.inchi
xlogp = compound.xlogp # Partition coefficient
tpsa = compound.tpsa # Topological polar surface area
```
**Get Specific Properties**:
```python
# Request only specific properties
properties = pcp.get_properties(
['MolecularFormula', 'MolecularWeight', 'CanonicalSMILES', 'XLogP'],
'aspirin',
'name'
)
# Returns list of dictionaries
```
**Batch Property Retrieval**:
```python
import pandas as pd
compound_names = ['aspirin', 'ibuprofen', 'paracetamol']
all_properties = []
for name in compound_names:
props = pcp.get_properties(
['MolecularFormula', 'MolecularWeight', 'XLogP'],
name,
'name'
)
all_properties.extend(props)
df = pd.DataFrame(all_properties)
```
**Available Properties**: MolecularFormula, MolecularWeight, CanonicalSMILES, IsomericSMILES, InChI, InChIKey, IUPACName, XLogP, TPSA, HBondDonorCount, HBondAcceptorCount, RotatableBondCount, Complexity, Charge, and many more (see `references/api_reference.md` for complete list).
### 3. Similarity Search
Find structurally similar compounds using Tanimoto similarity:
```python
import pubchempy as pcp
# Start with a query compound
query_compound = pcp.get_compounds('gefitinib', 'name')[0]
query_smiles = query_compound.canonical_smiles
# Perform similarity search
similar_compounds = pcp.get_compounds(
query_smiles,
'smiles',
searchtype='similarity',From lamm-mit/scienceclaw, Apache-2.0.
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Signals
- Stars
- 250
- Forks
- 47
- Open issues
- 1
- Last commit (this folder)
- Mar 14, 2026 (7 months ago)
- Last release
- Jun 23, 2026 (4 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/lamm-mit/scienceclaw
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Cite this page
pubchem-database skill. Agent Mart. https://agentmart.dev/skills/lamm-mit-pubchem-database (last updated 2026-10-24)