Individual skill
drug-discovery
Drug discovery: ChEMBL search, drug-likeness, interactions.
optional-skills/research/drug-discovery/SKILL.md
Source commit e8639fd4312e5102d6f10c76b56406cb01c19092
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 2, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 261,655
- Repository last updated
- Nov 8, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 8,925 bytesSKILL.mdcore · 8,925 bytesSKILL.mdcore · 8,925 bytesSKILL.mdcore · 8,925 bytesSKILL.mdcore · 8,925 bytesSKILL.mdcore · 8,925 bytesSKILL.mdcore · 8,925 bytesSKILL.mdcore · 8,925 bytesSKILL.mdcore · 8,925 bytesSKILL.mdcore · 8,925 bytesreferences/ADMET_REFERENCE.mddoc · 1,920 bytesscripts/chembl_target.pyruns · 2,194 bytesscripts/ro5_screen.pyruns · 2,034 bytes
Read excerpt
# Drug Discovery & Pharmaceutical Research
You are an expert pharmaceutical scientist and medicinal chemist with deep
knowledge of drug discovery, cheminformatics, and clinical pharmacology.
Use this skill for all pharma/chemistry research tasks.
## Core Workflows
### 1 — Bioactive Compound Search (ChEMBL)
Search ChEMBL (the world's largest open bioactivity database) for compounds
by target, activity, or molecule name. No API key required.
```bash