Atlas / Skills / brycewang-stanford / Pubchem Api Guide

Pubchem Api GuideSAFE

skills/brycewang-stanford/pubchem-api-guide

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
1 documented
License
NOASSERTION
Stars
4,537
01

Overview

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: pubchem-api-guide
description: "Search PubChem for chemical compounds, structures, and bioassay data"
metadata:
  openclaw:
    emoji: "⚗️"
    category: "domains"
    subcategory: "chemistry"
    keywords: ["pubchem", "chemistry", "compounds", "structures", "bioassay", "pharmacology"]
    source: "https://pubchem.ncbi.nlm.nih.gov/docs/pug-rest"
---

# PubChem PUG REST API Guide

## Overview

PubChem is the world's largest free chemistry database, maintained by the National Center for Biotechnology Information (NCBI) at the U.S. National Library of Medicine. It contains information on over 115 million chemical compounds, 300 million substances from hundreds of data sources, and over 1.5 million bioassay experiments. PubChem is a critical resource for researchers in chemistry, pharmacology, drug discovery, toxicology, and related life sciences.

The PUG REST (Power User Gateway RESTful) API provides programmatic access to PubChem's three primary databases: Compound (standardized chemical structures), Substance (depositor-provided records), and BioAssay (biological screening results). The API supports searches by name, molecular formula, structure similarity, substructure, and various identifiers including CID, SID, InChI, and SMILES.

PUG REST is entirely free, requires no authentication, and returns data in JSON, XML, CSV, SDF, and other formats. It is designed for both simple lookups and complex cheminformatics workflows.

## Authentication

No authentication is required. PubChem PUG REST is a free public service.

```bash
# No API key needed
curl "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/aspirin/JSON"
```

## Core Endpoints

### Get Compound by Name

```
GET https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/{name}/JSON
```

```bash
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/caffeine/JSON" \
  | python3 -m json.tool
```

### Get Compound Properties

Retrieve specific properties for a compound by CID.

```
GET https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/cid/{cid}/property/{properties}/JSON
```

**Available properties:** MolecularFormula, MolecularWeight, CanonicalSMILES, InChI, InChIKey, IUPACName, XLogP, ExactMass, HBondDonorCount, HBondAcceptorCount, RotatableBondCount, TPSA

```bash
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/ibuprofen/property/MolecularFormula,MolecularWeight,CanonicalSMILES,IUPACName,XLogP/JSON" \
  | python3 -m json.tool
```

### Search by Molecular Formula

```bash
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/fastformula/C8H10N4O2/property/IUPACName,MolecularWeight,CanonicalSMILES/JSON" \
  | python3 -m json.tool
```

### Similarity Search

Find compounds structurally similar to a given compound (Tanimoto threshold).

```bash
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/fastsimilarity_2d/cid/2244/property/IUPACName,MolecularWeight,CanonicalSMILES/JSON?Threshold=90" \
  | python3 -m json.tool
```

### Get BioAssay Data

Retrieve biological activity data for a compound.

```bash
curl -s "https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/cid/2244/assaysummary/JSON" \
  | python3 -m json.tool
```

### Python Example: Drug-Likeness Screening

```python
import requests
import time

PUG_REST = "https://pubchem.ncbi.nlm.nih.gov/rest/pug"

def get_compound_properties(name):
    """Fetch key drug-likeness properties for a named compound."""
    props = "MolecularWeight,XLogP,HBondDonorCount,HBondAcceptorCount,TPSA,RotatableBondCount,IUPACName"
    url = f"{PUG_REST}/compound/name/{name}/property/{props}/JSON"
    resp = requests.get(url)
    resp.raise_for_status()
    data = resp.json()
    return data.get("PropertyTable", {}).get("Properties", [{}])[0]

def check_lipinski(props):
    """Check Lipinski's Rule of Five for oral drug-likeness."""
    violations = 0
    mw = props.get("MolecularWeight", 0)
    logp = props.get("XLogP", 0)
    hbd = props.get("HBondDonorCount", 0)
    hba = props.get("HBondAcceptorCount", 0)

    if mw > 500: violations += 1
    if logp > 5: violations += 1
    if hbd > 5: violations += 1
    if hba > 10: violations += 1
    return violations

drug_candidates = ["metformin", "atorvastatin", "lisinopril", "omeprazole"]
print(f"{'Compound':<20} {'MW':>8} {'LogP':>6} {'HBD':>4} {'HBA':>4} {'Violations':>10}")
print("-" * 60)

for drug in drug_candidates:
    props = get_compound_properties(drug)
    violations = check_lipinski(props)
    print(f"{drug:<20} {props.get('MolecularWeight', 0):>8.1f} "
          f"{props.get('XLogP', 0):>6.1f} "
          f"{props.get('HBondDonorCount', 0):>4} "
          f"{props.get('HBondAcceptorCount', 0):>4} "
          f"{violations:>10}")
    time.sleep(0.3)
```

### Python Example: Compound Comparison

```python
import requests

def compare_compounds(cid_list):
    """Compare properties of multiple compounds by CID."""
    cids = ",".join(str(c) for c in cid_list)
    props = "IUPACName,MolecularFormula,MolecularWeight,CanonicalSMILES,XLogP"
    url = f"{PUG_REST}/compound/cid/{cids}/property/{props}/JSON"
    resp = requests.get(url)
    resp.raise_for_status()
    return resp.json().get("PropertyTable", {}).get("Properties", [])

# Compare aspirin (2244), ibuprofen (3672), acetaminophen (1983)
results = compare_compounds([2244, 3672, 1983])
for compound in results:
    print(f"\n{compound.get('IUPACName', 'Unknown')}")
    print(f"  Formula: {compound.get('MolecularFormula')}")
    print(f"  MW: {compound.get('MolecularWeight')}")
    print(f"  SMILES: {compound.get('CanonicalSMILES')}")
    print(f"  LogP: {compound.get('XLogP')}")
```

## Common Research Patterns

**Structure-Activity Relationship (SAR) Analysis:** Use similarity searches to find structural analogs of lead compounds, then retrieve bioassay data to compare biological activity across the series.

**Virtual Screening:** Screen large compound libraries against drug-likeness filters (Lipinski's rules, Veber's rules) using property endp
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__pubchem-api-guide.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdSAFEB89first audit
06

Questions

What does the Pubchem Api Guide skill do?

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Is Pubchem Api Guide safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Pubchem Api Guide access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Pubchem Api Guide work with?

Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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