find-topk-similiar-chemicals-pubchem-databaseQuery PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, fo...
Install via ClawdBot CLI:
clawdbot install wu-uk/find-topk-similiar-chemicals-pubchem-databaseGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/cid/{cid}/PNG?image_size=largUses known external API (expected, informational)
ncbi.nlm.nih.govAudited Apr 17, 2026 · audit v1.0
Generated May 21, 2026
A pharmaceutical company uses similarity search to find compounds structurally related to a promising lead, enabling rapid hit expansion for drug discovery.
Researchers batch-retrieve molecular properties like LogP and TPSA for hundreds of compounds to filter drug-like candidates based on Lipinski's Rule of Five.
University labs perform substructure searches to identify compounds with specific functional groups for synthetic chemistry or mechanistic studies.
A CRO retrieves bioactivity assay data for a target protein, supporting assay validation and compound prioritization.
A chemical informatics team converts proprietary compound lists to standardized identifiers (CID, SMILES, InChI) for internal database integration.
Integrate PubChem data into a SaaS platform that provides rapid compound profiling and hit identification services for biotech firms.
Offer a high-throughput wrapper API around PubChem PUG-REST for enterprises requiring batch property retrieval and similarity searches.
Provide consultancy services leveraging PubChem to perform custom cheminformatics analyses, including virtual screening and library design.
💬 Integration Tip
Start with pubchempy for simple lookups and properties; for large-scale batch queries, implement caching and respect rate limits (5 requests/second).
Scored May 21, 2026
Database Designer - POWERFUL Tier Skill
Skill Oracle — Curated documentation of quality ClawHub skills. Markdown tables telling agents which tools work and which are empty. Not an API or code library.
Database Schema Designer
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Data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in Python, SQL, Spark, Airflow, dbt, Kafka,...
Verify claims, statements, and information against reliable sources. Use when user asks to fact-check, verify, confirm, validate, or check the accuracy of an...