DiffDock Molecular Docking
K-Dense-AI/scientific-agent-skills
Predicts how small molecules bind to a protein with DiffDock, covering batch docking, pose ranking by confidence and checks on the results; not for binding affinity.
Parse local DrugBank XML for drug info, interactions, targets, and properties.
$ npx skills add jaechang-hits/SciAgent-Skills --skill drugbank-database-access -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jaechang-hits/SciAgent-Skills drugbank-database-access --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/jaechang-hits/SciAgent-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/structural-biology-drug-discovery/drugbank-database-access .claude/skills/drugbank-database-access && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "drugbank-database-access" agent skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/skills/structural-biology-drug-discovery/drugbank-database-access into .claude/skills/drugbank-database-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drugbank-database-access", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/jaechang-hits/SciAgent-Skills/tree/main/skills/structural-biology-drug-discovery/drugbank-database-accessType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add jaechang-hits/SciAgent-Skills --skill drugbank-database-access -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jaechang-hits/SciAgent-Skills drugbank-database-access --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jaechang-hits/SciAgent-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/structural-biology-drug-discovery/drugbank-database-access .agents/skills/drugbank-database-access && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "drugbank-database-access" agent skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/skills/structural-biology-drug-discovery/drugbank-database-access into .agents/skills/drugbank-database-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drugbank-database-access", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jaechang-hits/SciAgent-Skills --skill drugbank-database-access -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jaechang-hits/SciAgent-Skills drugbank-database-access --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jaechang-hits/SciAgent-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/structural-biology-drug-discovery/drugbank-database-access .cursor/skills/drugbank-database-access && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "drugbank-database-access" agent skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/skills/structural-biology-drug-discovery/drugbank-database-access into .cursor/skills/drugbank-database-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drugbank-database-access", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/jaechang-hits/SciAgent-Skills.git --path skills/structural-biology-drug-discovery/drugbank-database-access--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add jaechang-hits/SciAgent-Skills --skill drugbank-database-access -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jaechang-hits/SciAgent-Skills drugbank-database-access --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jaechang-hits/SciAgent-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/structural-biology-drug-discovery/drugbank-database-access .gemini/skills/drugbank-database-access && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "drugbank-database-access" agent skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/skills/structural-biology-drug-discovery/drugbank-database-access into .gemini/skills/drugbank-database-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drugbank-database-access", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install jaechang-hits/SciAgent-Skills drugbank-database-accessInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add jaechang-hits/SciAgent-Skills --skill drugbank-database-access -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jaechang-hits/SciAgent-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/structural-biology-drug-discovery/drugbank-database-access .github/skills/drugbank-database-access && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "drugbank-database-access" agent skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/skills/structural-biology-drug-discovery/drugbank-database-access into .github/skills/drugbank-database-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drugbank-database-access", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add jaechang-hits/SciAgent-Skills --skill drugbank-database-access -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jaechang-hits/SciAgent-Skills drugbank-database-access --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jaechang-hits/SciAgent-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/structural-biology-drug-discovery/drugbank-database-access .opencode/skills/drugbank-database-access && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "drugbank-database-access" agent skill from https://github.com/jaechang-hits/SciAgent-Skills/tree/main/skills/structural-biology-drug-discovery/drugbank-database-access into .opencode/skills/drugbank-database-access/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drugbank-database-access", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
drugbank-database-accessParse local DrugBank XML for drug info, interactions, targets, and properties.
Drugbank Database Access is an agent skill from jaechang-hits/SciAgent-Skills. Parse local DrugBank XML for drug info, interactions, targets, and properties. Search by ID/name/CAS, extract DDIs with severity, map targets/enzymes/transporters, compute SMILES similarity. Primary via local XML; REST API rate-limited (3k/month dev). For live bioactivity use chembl-database-bioactivity; for compound properties use pubchem-compound-search.
Its SKILL.md is about 5.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/chemical_analysis.md` and `references/interactions_targets.md`).
It sits in Research & Science, covering Drug discovery and cheminformatics, REST APIs and Protein structure and design. The repository describes itself as: 197 bioinformatics & life science skills for Claude Code and AI agents — BixBench 92.0% accuracy. RNA-seq, single-cell, drug discovery, proteomics, and more. Powers OmicsHorizon.
6 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 82c862c. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Shell commands in SKILL.md call:
pipFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
drugbank.caAlso links to:
go.drugbank.comdocs.drugbank.compypi.orgdoi.orgFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Drugbank Database Access loads about 5.8k tokens when it runs, and up to ~13k if it reads all its reference files. Until then it costs about 96 tokens; SKILL.md has 925 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 925 words (~5,804 tokens).
“Query the DrugBank comprehensive drug database (14,000+ drug entries, 5,000+ protein targets, 17,000+ drug interactions) by parsing the locally downloaded XML file with Python's ElementTree. Covers drug lookups, interaction checking, target/pathway extraction, chemical property analysis, and cross-database identifier mapping.”
SKILL.md and 2 other files (references) in skills/structural-biology-drug-discovery/drugbank-database-access of jaechang-hits/SciAgent-Skills.
Open the folder on GitHubat commit 82c862c
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in jaechang-hits/SciAgent-Skills, which our catalogue first saw on October 7, 2026.
Drugbank Database Access next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Drugbank Database Access this skilljaechang-hits/SciAgent-Skills | 374 | 1 repos | ~5.8k | Automated safety check: Pass | Custom licence | |
| DiffDock Molecular DockingK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~3k | Automated safety check: Notes | MIT | |
| Biopipelineslocbp-uzh/biopipelines | 109 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Pubchem Databasedavila7/claude-code-templates | 33k | 11 repos | ~4.1k | Automated safety check: Pass | MIT | |
| Pdb Databasedavila7/claude-code-templates | 33k | 9 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Tooluniverseynulihao/AgentSkillOS | 618 | 2 repos | ~2.5k | Automated safety check: Pass | None |
K-Dense-AI/scientific-agent-skills
Predicts how small molecules bind to a protein with DiffDock, covering batch docking, pose ranking by confidence and checks on the results; not for binding affinity.
locbp-uzh/biopipelines
Design and run computational protein and ligand workflows on a GPU: binder and enzyme design, de novo backbone generation, inverse folding and sequence redesign, structure prediction, protein-ligand…
davila7/claude-code-templates
Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). An agent skill from davila7/claude-code-templates.
davila7/claude-code-templates
Access RCSB PDB for 3D protein/nucleic acid structures. An agent skill from davila7/claude-code-templates.
ynulihao/AgentSkillOS
A skill your agent uses when working with scientific research tools and workflows across bioinformatics, cheminformatics, genomics, structural biology, proteomics, and drug discovery.
JimLiu/science-skills
Structure prediction for protein, nucleic-acid, and small-molecule complexes with the Chai-1 foundation model (Chai Discovery 2024, github.com/chaidiscovery/chai-lab).
jaechang-hits/SciAgent-Skills
NEB-IRC activation energy pipeline for reaction barriers using GFN2-xTB and pysisyphus.
jaechang-hits/SciAgent-Skills
3Dmol.js WebGL molecular visualization emitted as self-contained HTML.
jaechang-hits/SciAgent-Skills
Constraint-based (COBRA) analysis of genome-scale metabolic models: FBA, FVA, knockouts, flux sampling, production envelopes, gapfilling, media optimization.
jaechang-hits/SciAgent-Skills
Read, write, and edit ChemDraw CDX/CDXML files with RDKit's rdkit.Chem.rdChemDraw plus direct XML editing, always paired with a rendered PNG.
jaechang-hits/SciAgent-Skills
Programmatic PubMed access via NCBI E-utilities REST API. An agent skill from jaechang-hits/SciAgent-Skills.
jaechang-hits/SciAgent-Skills
Scaffold a new SciAgent-Skills entry. An agent skill from jaechang-hits/SciAgent-Skills.
Categories
Parse local DrugBank XML for drug info, interactions, targets, and properties. Drugbank Database Access is an agent skill from jaechang-hits/SciAgent-Skills. Parse local DrugBank XML for drug info, interactions, targets, and properties.
Drugbank Database Access fits situations like: tasks that involve Drug discovery and cheminformatics; tasks that involve REST APIs; tasks that involve Protein structure and design.
Run `npx skills add jaechang-hits/SciAgent-Skills --skill drugbank-database-access -a claude-code`. Or copy the skill folder (skills/structural-biology-drug-discovery/drugbank-database-access in jaechang-hits/SciAgent-Skills) into .claude/skills/drugbank-database-access in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jaechang-hits/SciAgent-Skills --skill drugbank-database-access -a codex`. Or copy the skill folder (skills/structural-biology-drug-discovery/drugbank-database-access in jaechang-hits/SciAgent-Skills) into .agents/skills/drugbank-database-access in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add jaechang-hits/SciAgent-Skills --skill drugbank-database-access -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/drugbank-database-access, .gemini/skills/drugbank-database-access, .github/skills/drugbank-database-access and .opencode/skills/drugbank-database-access in your project.
Going by SKILL.md and its folder, Drugbank Database Access needs the command-line tools its instructions call (pip). Our summary lists: Python 3.
SKILL.md names 5 domains. In commands or code: drugbank.ca; the agent is likely to contact it when it follows the instructions. As links in the text: go.drugbank.com, docs.drugbank.com, pypi.org and doi.org. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Drugbank Database Access has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
About 5.8k tokens (SKILL.md is roughly 23k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.8k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Drugbank Database Access: DiffDock Molecular Docking (K-Dense-AI/scientific-agent-skills, 48k stars), Biopipelines (locbp-uzh/biopipelines, 109 stars), Pubchem Database (davila7/claude-code-templates, 33k stars) and Pdb Database (davila7/claude-code-templates, 33k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jaechang-hits (a GitHub user) maintains it in jaechang-hits/SciAgent-Skills, which has 374 GitHub stars. The repository holds 169 skills in this directory. The repository was last updated on September 29, 2026.
Source: jaechang-hits/SciAgent-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.