Agent skill

Drugcentral Query

by QSong-github in QSong-github/DrugClaw

Query the DrugCentral drug pharmacology database. An agent skill from QSong-github/DrugClaw.

No licenceAuto-check passed

Install Drugcentral Query

skills CLI
$ npx skills add QSong-github/DrugClaw --skill drugcentral-query -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install QSong-github/DrugClaw drugcentral-query --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/QSong-github/DrugClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/drug_knowledgebase/drugcentral .claude/skills/drugcentral-query && rm -rf skills-src

Use ~/.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/

Facts

Skill name
drugcentral-query
GitHub stars
116
Used in
1 other repo
Token cost
~710 tokens
SKILL.md length
203 words
Files
6
Skills in repo
31
Repo updated
First seen
Licence
None found

At a glance

Query the DrugCentral drug pharmacology database. An agent skill from QSong-github/DrugClaw.

  • The user asks about approved drug structures
  • SKILL.md covers Data, API, Key Fields and Usage, plus 1 more section
  • Runs Python scripts from its folder
  • Pharmacological actions

What it does

Drugcentral Query is an agent skill from QSong-github/DrugClaw. Query the DrugCentral drug pharmacology database. Use whenever the user asks about approved drug structures, drug targets, pharmacological actions, or wants to look up any entity (drug name, DrugCentral ID, CAS number, InChIKey) in DrugCentral.

Its SKILL.md is about 710 tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files (for example `README.md`, `__init__.py` and `drugcentral_skill.py`).

The repository describes itself as: 🦀 Agentic RAG for drug intelligence · 57 skills · 15 task categories · DTI · ADR · DDI · PGx · Repurposing · Powered by LangGraph.

When your agent uses it

  • The user asks about approved drug structures
  • Pharmacological actions
  • Wants to look up any entity (drug name
  • InChIKey) in DrugCentral

Example prompts

  • “/drugcentral-query”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit bc7b93e. It shows what the files ask for, not the result of running them.

  • Tool permissions

    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.

  • Runs code

    Ships script files (Python), which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • drugcentral.org
    • doi.org

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Drugcentral Query loads about 710 tokens when it runs. Until then it costs about 66 tokens; SKILL.md has 203 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~66
When it runs · the whole SKILL.md, loaded when a task matches
~710

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.

Safety

Auto-check passed

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.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 203 words (~710 tokens).

“Search local DrugCentral flat files by any entity. Auto-detects query type:”

— opening of SKILL.md by QSong-github
name
drugcentral-query

Read the full SKILL.md on GitHub

Files

SKILL.md and 5 other files in skills/drug_knowledgebase/drugcentral of QSong-github/DrugClaw.

  • SKILL.md
  • README.md
  • __init__.py
  • drugcentral_skill.py
  • example.py
  • retrieve.py

Open the folder on GitHubat commit bc7b93e

Used in 1 other repository

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 QSong-github/DrugClaw, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Drugcentral Query 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.

Drugcentral Query compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Drugcentral Query this skillQSong-github/DrugClaw1161 repos~710Automated safety check: PassNone
Tooluniverse Drug Drug Interactionwu-yc/LabClaw1.1k2 repos~813Automated safety check: PassNone
Tooluniverse Drug Target Validationwu-yc/LabClaw1.1k2 repos~9.9kAutomated safety check: PassNone
Drug Discovery PipelineNVIDIA/skills3.5k1 repos~1.8kAutomated safety check: NotesApache-2.0
Drug Discovery Searchwu-yc/LabClaw1.1k2 repos~1.4kAutomated safety check: PassMIT
Drug DiscoveryTommy-yw/RunbookHermes5461 repos~2.3kAutomated safety check: PassMIT

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Questions about Drugcentral Query

What does Drugcentral Query do?

Query the DrugCentral drug pharmacology database. An agent skill from QSong-github/DrugClaw. Drugcentral Query is an agent skill from QSong-github/DrugClaw. Query the DrugCentral drug pharmacology database.

When should I use Drugcentral Query?

Drugcentral Query fits situations like: the user asks about approved drug structures; pharmacological actions; wants to look up any entity (drug name; inChIKey) in DrugCentral.

How do I install Drugcentral Query in Claude Code?

Run `npx skills add QSong-github/DrugClaw --skill drugcentral-query -a claude-code`. Or copy the skill folder (skills/drug_knowledgebase/drugcentral in QSong-github/DrugClaw) into .claude/skills/drugcentral-query in your project. Claude Code loads it when a task matches its description.

How do I install Drugcentral Query in Codex?

Run `npx skills add QSong-github/DrugClaw --skill drugcentral-query -a codex`. Or copy the skill folder (skills/drug_knowledgebase/drugcentral in QSong-github/DrugClaw) into .agents/skills/drugcentral-query in your project. Codex loads it when a task matches its description.

Can I use Drugcentral Query in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add QSong-github/DrugClaw --skill drugcentral-query -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/drugcentral-query, .gemini/skills/drugcentral-query, .github/skills/drugcentral-query and .opencode/skills/drugcentral-query in your project.

What does Drugcentral Query need to run?

Going by SKILL.md and its folder, Drugcentral Query needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Drugcentral Query access the network?

SKILL.md names 2 domains. As links in the text: drugcentral.org and doi.org. This is read from the text; nothing was executed.

Is Drugcentral Query safe to install?

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.

What licence does Drugcentral Query use?

No licence was found for Drugcentral Query or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Drugcentral Query use?

About 710 tokens (SKILL.md is roughly 2.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Drugcentral Query?

Skills that share tags, products or a category with Drugcentral Query: Tooluniverse Drug Drug Interaction (wu-yc/LabClaw, 1.1k stars), Tooluniverse Drug Target Validation (wu-yc/LabClaw, 1.1k stars), Drug Discovery Pipeline (NVIDIA/skills, 3.5k stars) and Drug Discovery Search (wu-yc/LabClaw, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Drugcentral Query?

QSong-github (a GitHub user) maintains it in QSong-github/DrugClaw, which has 116 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on August 25, 2026.

Source: QSong-github/DrugClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.