Tooluniverse Drug Drug Interaction
wu-yc/LabClaw
Comprehensive drug-drug interaction (DDI) prediction and risk assessment.
Agent skill
Bio Clinical Databases Pharmacogenomics
by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills
Query PharmGKB and CPIC for drug-gene interactions, pharmacogenomic annotations, and dosing guidelines.
No licenceAuto-check passed
Install Bio Clinical Databases Pharmacogenomics
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clinical-databases-pharmacogenomics -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-clinical-databases-pharmacogenomics --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/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/bio-clinical-databases-pharmacogenomics .claude/skills/bio-clinical-databases-pharmacogenomics && 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 "bio-clinical-databases-pharmacogenomics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-clinical-databases-pharmacogenomics into .claude/skills/bio-clinical-databases-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-clinical-databases-pharmacogenomics", 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/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-clinical-databases-pharmacogenomicsType 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clinical-databases-pharmacogenomics -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-clinical-databases-pharmacogenomics --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/bio-clinical-databases-pharmacogenomics .agents/skills/bio-clinical-databases-pharmacogenomics && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bio-clinical-databases-pharmacogenomics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-clinical-databases-pharmacogenomics into .agents/skills/bio-clinical-databases-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-clinical-databases-pharmacogenomics", 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clinical-databases-pharmacogenomics -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-clinical-databases-pharmacogenomics --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/bio-clinical-databases-pharmacogenomics .cursor/skills/bio-clinical-databases-pharmacogenomics && 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 "bio-clinical-databases-pharmacogenomics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-clinical-databases-pharmacogenomics into .cursor/skills/bio-clinical-databases-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-clinical-databases-pharmacogenomics", 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/FreedomIntelligence/OpenClaw-Medical-Skills.git --path skills/bio-clinical-databases-pharmacogenomics--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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clinical-databases-pharmacogenomics -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-clinical-databases-pharmacogenomics --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/bio-clinical-databases-pharmacogenomics .gemini/skills/bio-clinical-databases-pharmacogenomics && 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 "bio-clinical-databases-pharmacogenomics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-clinical-databases-pharmacogenomics into .gemini/skills/bio-clinical-databases-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-clinical-databases-pharmacogenomics", 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 FreedomIntelligence/OpenClaw-Medical-Skills bio-clinical-databases-pharmacogenomicsInstalls 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clinical-databases-pharmacogenomics -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/bio-clinical-databases-pharmacogenomics .github/skills/bio-clinical-databases-pharmacogenomics && 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 "bio-clinical-databases-pharmacogenomics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-clinical-databases-pharmacogenomics into .github/skills/bio-clinical-databases-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-clinical-databases-pharmacogenomics", 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clinical-databases-pharmacogenomics -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-clinical-databases-pharmacogenomics --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/bio-clinical-databases-pharmacogenomics .opencode/skills/bio-clinical-databases-pharmacogenomics && 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 "bio-clinical-databases-pharmacogenomics" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-clinical-databases-pharmacogenomics into .opencode/skills/bio-clinical-databases-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-clinical-databases-pharmacogenomics", 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.
Facts
- Skill name
bio-clinical-databases-pharmacogenomics- GitHub stars
- 3.1k
- Token cost
- ~1.9k tokens
- SKILL.md length
- 276 words
- Files
- 3
- Skills in repo
- 279
- Repo updated
- First seen
- Licence
- None found
At a glance
Query PharmGKB and CPIC for drug-gene interactions, pharmacogenomic annotations, and dosing guidelines.
- Predicting drug response from genetic variants
- SKILL.md covers Version Compatibility, PharmGKB REST API, Star Allele Interpretation and Drug Interaction Lookup, plus 3 more sections
- Runs Python scripts from its folder; calls pip; reaches api.pharmgkb.org
- Implementing clinical pharmacogenomics
What it does
Bio Clinical Databases Pharmacogenomics is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Query PharmGKB and CPIC for drug-gene interactions, pharmacogenomic annotations, and dosing guidelines. Use when predicting drug response from genetic variants or implementing clinical pharmacogenomics.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `examples/pharmgkb_query.py` and `usage-guide.md`).
The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Predicting drug response from genetic variants
- Implementing clinical pharmacogenomics
Example prompts
- “/bio-clinical-databases-pharmacogenomics”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit b1f9b6e. 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.
Shell commands in SKILL.md call:
pip
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
api.pharmgkb.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
Bio Clinical Databases Pharmacogenomics loads about 1.9k tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 276 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.
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 276 words (~1,932 tokens).
“Reference examples tested with: pandas 2.2+”
- name
- bio-clinical-databases-pharmacogenomics
- tool_type
- python
- primary_tool
- requests
Files
SKILL.md and 2 other files in skills/bio-clinical-databases-pharmacogenomics of FreedomIntelligence/OpenClaw-Medical-Skills.
- SKILL.md
- examples/pharmgkb_query.py
- usage-guide.md
Open the folder on GitHubat commit b1f9b6e
Compare with similar skills
Bio Clinical Databases Pharmacogenomics 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 |
|---|---|---|---|---|---|---|
| Bio Clinical Databases Pharmacogenomics this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | — | ~1.9k | Automated safety check: Pass | None | |
| Tooluniverse Drug Drug Interactionwu-yc/LabClaw | 1.1k | 2 repos | ~813 | Automated safety check: Pass | None | |
| Drug Interaction Checkeraipoch/medical-research-skills | 1.9k | — | ~2.5k | Automated safety check: Pass | MIT | |
| Wireframe Annotatednexu-io/open-design | 100k | — | ~960 | Automated safety check: Pass | Apache-2.0 | |
| Drug Interaction Interventionmohitagw15856/pm-claude-skills | 1.4k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Drug Target Interactionwentorai/research-plugins | 298 | 1 repos | ~2.2k | Automated safety check: Pass | MIT |
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Questions about Bio Clinical Databases Pharmacogenomics
What does Bio Clinical Databases Pharmacogenomics do?
Query PharmGKB and CPIC for drug-gene interactions, pharmacogenomic annotations, and dosing guidelines. Bio Clinical Databases Pharmacogenomics is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Query PharmGKB and CPIC for drug-gene interactions, pharmacogenomic annotations, and dosing guidelines.
When should I use Bio Clinical Databases Pharmacogenomics?
Bio Clinical Databases Pharmacogenomics fits situations like: predicting drug response from genetic variants; implementing clinical pharmacogenomics.
How do I install Bio Clinical Databases Pharmacogenomics in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clinical-databases-pharmacogenomics -a claude-code`. Or copy the skill folder (skills/bio-clinical-databases-pharmacogenomics in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-clinical-databases-pharmacogenomics in your project. Claude Code loads it when a task matches its description.
How do I install Bio Clinical Databases Pharmacogenomics in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clinical-databases-pharmacogenomics -a codex`. Or copy the skill folder (skills/bio-clinical-databases-pharmacogenomics in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-clinical-databases-pharmacogenomics in your project. Codex loads it when a task matches its description.
Can I use Bio Clinical Databases Pharmacogenomics 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-clinical-databases-pharmacogenomics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bio-clinical-databases-pharmacogenomics, .gemini/skills/bio-clinical-databases-pharmacogenomics, .github/skills/bio-clinical-databases-pharmacogenomics and .opencode/skills/bio-clinical-databases-pharmacogenomics in your project.
What does Bio Clinical Databases Pharmacogenomics need to run?
Going by SKILL.md and its folder, Bio Clinical Databases Pharmacogenomics needs Python for the scripts in its folder and the command-line tools its instructions call (pip). Our summary lists: Python 3.
Does Bio Clinical Databases Pharmacogenomics access the network?
SKILL.md names 1 domain. In commands or code: api.pharmgkb.org; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Bio Clinical Databases Pharmacogenomics 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 Bio Clinical Databases Pharmacogenomics use?
No licence was found for Bio Clinical Databases Pharmacogenomics or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Bio Clinical Databases Pharmacogenomics use?
About 1.9k tokens (SKILL.md is roughly 7.7k 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 Bio Clinical Databases Pharmacogenomics?
Skills that share tags, products or a category with Bio Clinical Databases Pharmacogenomics: Tooluniverse Drug Drug Interaction (wu-yc/LabClaw, 1.1k stars), Drug Interaction Checker (aipoch/medical-research-skills, 1.9k stars), Wireframe Annotated (nexu-io/open-design, 100k stars) and Drug Interaction Intervention (mohitagw15856/pm-claude-skills, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bio Clinical Databases Pharmacogenomics?
FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,053 GitHub stars. The repository holds 279 skills in this directory. The repository was last updated on July 21, 2026.
Source: FreedomIntelligence/OpenClaw-Medical-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.