Pubchem Api GuideSAFE
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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.
e1ba289846fdOBSERVED · 2026-10-08Host compatibility
What the documentation claims. We have not run a compatibility test.
| Host | Status | Notes |
|---|---|---|
| openclaw | mentioned |
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 endpTrust 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.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (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.
e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__pubchem-api-guide.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-08 | e1ba289846fd | SAFE | B | 89 | first audit |
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.