Annotating Variants
maziyarpanahi/openmed
Annotates VCF variants and normalizes HGVS nomenclature with public, license-free annotators (Ensembl VEP REST, VEP/SnpEff/ANNOVAR offline) and links variants to gnomAD population frequencies and…
Query PharmGKB (clinPGx) for pharmacogenomic clinical annotations — how a variant affects drug response, dosing, and adverse reactions.
$ npx skills add InternScience/scp --skill variant-pharmacogenomics -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install InternScience/scp variant-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/InternScience/scp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/variant-pharmacogenomics .claude/skills/variant-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 "variant-pharmacogenomics" agent skill from https://github.com/InternScience/scp/tree/main/skills/variant-pharmacogenomics into .claude/skills/variant-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "variant-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/InternScience/scp/tree/main/skills/variant-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 InternScience/scp --skill variant-pharmacogenomics -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install InternScience/scp variant-pharmacogenomics --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/variant-pharmacogenomics .agents/skills/variant-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 "variant-pharmacogenomics" agent skill from https://github.com/InternScience/scp/tree/main/skills/variant-pharmacogenomics into .agents/skills/variant-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "variant-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 InternScience/scp --skill variant-pharmacogenomics -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install InternScience/scp variant-pharmacogenomics --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/variant-pharmacogenomics .cursor/skills/variant-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 "variant-pharmacogenomics" agent skill from https://github.com/InternScience/scp/tree/main/skills/variant-pharmacogenomics into .cursor/skills/variant-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "variant-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/InternScience/scp.git --path skills/variant-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 InternScience/scp --skill variant-pharmacogenomics -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install InternScience/scp variant-pharmacogenomics --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/variant-pharmacogenomics .gemini/skills/variant-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 "variant-pharmacogenomics" agent skill from https://github.com/InternScience/scp/tree/main/skills/variant-pharmacogenomics into .gemini/skills/variant-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "variant-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 InternScience/scp variant-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 InternScience/scp --skill variant-pharmacogenomics -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/variant-pharmacogenomics .github/skills/variant-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 "variant-pharmacogenomics" agent skill from https://github.com/InternScience/scp/tree/main/skills/variant-pharmacogenomics into .github/skills/variant-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "variant-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 InternScience/scp --skill variant-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 InternScience/scp variant-pharmacogenomics --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/InternScience/scp.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/variant-pharmacogenomics .opencode/skills/variant-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 "variant-pharmacogenomics" agent skill from https://github.com/InternScience/scp/tree/main/skills/variant-pharmacogenomics into .opencode/skills/variant-pharmacogenomics/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "variant-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.
variant-pharmacogenomicsQuery PharmGKB (clinPGx) for pharmacogenomic clinical annotations — how a variant affects drug response, dosing, and adverse reactions.
Variant Pharmacogenomics is an agent skill from InternScience/scp. Query PharmGKB (clinPGx) for pharmacogenomic clinical annotations — how a variant affects drug response, dosing, and adverse reactions.
Its SKILL.md is about 560 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The licence is MIT.
Read from SKILL.md and the folder at commit cea5398. 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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are tex and python).
From 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:
api.clinpgx.orgpharmgkb.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.
Variant Pharmacogenomics loads about 564 tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 9 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.
The full file from InternScience/scp at commit cea5398, republished under its MIT licence (© InternScience). 9 words, ~564 tokens.
.claude/skills/variant-pharmacogenomics/SKILL.md (or your agent's skills folder).Query PharmGKB clinical annotations API to find drug-gene-variant interactions.
Database: PharmGKB / clinPGx (https://www.pharmgkb.org/)
API: GET https://api.clinpgx.org/v1/data/clinicalAnnotation?location.fingerprint={rsid}&view=base
Args:
rs_id (str): dbSNP rsID (e.g. "rs7412")
Return:
Clinical annotations: related drugs (chemicals), evidence level (1A/1B/2A/2B/3/4),
related diseases, gene (APOE etc.), phenotype categories (efficacy/toxicity/dosage/PK),
related guidelines and FDA labels.
Return Fields Explanation:
- relatedChemicals: 关联的药物/化合物名称和 PharmGKB ID
- levelOfEvidence.term: 证据级别 (1A=最强, 有CPIC/DPWG指南; 4=最弱, 个案报告)
- location.genes: 变异所在基因
- relatedDiseases: 关联疾病
- types: 注释类型 (Efficacy=疗效, Toxicity=毒性, Dosage=剂量, PK=药代动力学)
- relatedGuidelines: 关联的用药指南 (CPIC, DPWG 等)
- relatedLabels: 关联的 FDA 药品标签import requests
rs_id = "rs7412"
url = f"https://api.clinpgx.org/v1/data/clinicalAnnotation?location.fingerprint={rs_id}&view=base"
resp = requests.get(url, timeout=30).json()
if isinstance(resp, dict) and "data" in resp:
annotations = resp["data"]
elif isinstance(resp, list):
annotations = resp
else:
annotations = []
print(f"[PharmGKB] {rs_id} 药物基因组注释数: {len(annotations)}")
for i, ann in enumerate(annotations):
# 药物
drugs = [c.get("name", "") for c in ann.get("relatedChemicals", [])]
# 证据级别
evidence = ann.get("levelOfEvidence", {}).get("term", "N/A")
# 基因
genes = [g.get("symbol", "") for g in ann.get("location", {}).get("genes", [])]
# 疾病
diseases = [d.get("name", "") for d in ann.get("relatedDiseases", [])]
# 注释类型
ann_types = ann.get("types", [])
print(f"\n [{i+1}] 药物: {drugs}")
print(f" 证据级别: {evidence}")
print(f" 基因: {genes}")
print(f" 类型: {ann_types}")
if diseases:
print(f" 疾病: {diseases}")© InternScience, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/variant-pharmacogenomics of InternScience/scp.
Open the folder on GitHubat commit cea5398
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in InternScience/scp, which our catalogue first saw on October 7, 2026.
Variant 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 |
|---|---|---|---|---|---|---|
| Variant Pharmacogenomics this skillInternScience/scp | 169 | 1 repos | ~564 | Automated safety check: Pass | MIT | |
| Annotating Variantsmaziyarpanahi/openmed | 5.5k | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Variant Annotationaipoch/medical-research-skills | 2k | — | ~3.5k | Automated safety check: Pass | MIT | |
| Bio Variant AnnotationFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | 1 repos | ~2.9k | Automated safety check: Pass | None | |
| Bio Clinical Databases PharmacogenomicsFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | — | ~1.9k | Automated safety check: Pass | None | |
| Variant AnnotationClawBio/ClawBio | 1.2k | 1 repos | ~2.8k | Automated safety check: Pass | MIT |
maziyarpanahi/openmed
Annotates VCF variants and normalizes HGVS nomenclature with public, license-free annotators (Ensembl VEP REST, VEP/SnpEff/ANNOVAR offline) and links variants to gnomAD population frequencies and…
aipoch/medical-research-skills
Query and annotate gene variants from ClinVar and dbSNP databases.
FreedomIntelligence/OpenClaw-Medical-Skills
Comprehensive variant annotation using bcftools annotate/csq, VEP, SnpEff, and ANNOVAR.
FreedomIntelligence/OpenClaw-Medical-Skills
Query PharmGKB and CPIC for drug-gene interactions, pharmacogenomic annotations, and dosing guidelines.
ClawBio/ClawBio
Annotate VCF variants with Ensembl VEP REST, ClinVar significance, gnomAD/population frequency context, and prioritized variant ranking.
davila7/claude-code-templates
Access ClinPGx pharmacogenomics data (successor to PharmGKB).
InternScience/scp
Given an rsID, query multiple databases (dbSNP, FAVOR, GWAS Catalog, ClinVar, gnomAD, PharmGKB, ClinGen) for comprehensive annotation.
InternScience/scp
Calculate atmospheric parameters including Coriolis parameter, geostrophic wind, heat index, potential temperature, and dewpoint for meteorology and climate science.
InternScience/scp
Search biomedical literature and web content using Tavily search engine for research and clinical information.
InternScience/scp
Calculate buoyancy forces and acceleration for fluid mechanics and hydrodynamics analysis.
InternScience/scp
Calculate electrical capacitance from geometric parameters and dielectric properties for circuit design.
InternScience/scp
Search ChEMBL database for molecule information by name to retrieve bioactivity data and chemical structures.
Query PharmGKB (clinPGx) for pharmacogenomic clinical annotations — how a variant affects drug response, dosing, and adverse reactions. Variant Pharmacogenomics is an agent skill from InternScience/scp. Query PharmGKB (clinPGx) for pharmacogenomic clinical annotations — how a variant affects drug response, dosing, and adverse reactions.
Run `npx skills add InternScience/scp --skill variant-pharmacogenomics -a claude-code`. Or copy the skill folder (skills/variant-pharmacogenomics in InternScience/scp) into .claude/skills/variant-pharmacogenomics in your project. Claude Code loads it when a task matches its description.
Run `npx skills add InternScience/scp --skill variant-pharmacogenomics -a codex`. Or copy the skill folder (skills/variant-pharmacogenomics in InternScience/scp) into .agents/skills/variant-pharmacogenomics 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 InternScience/scp --skill variant-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/variant-pharmacogenomics, .gemini/skills/variant-pharmacogenomics, .github/skills/variant-pharmacogenomics and .opencode/skills/variant-pharmacogenomics in your project.
SKILL.md names no scripts, command-line tools or credentials: Variant Pharmacogenomics is instructions for the agent only. Our summary lists: Python 3.
SKILL.md names 2 domains. In commands or code: api.clinpgx.org and pharmgkb.org; the agent is likely to contact these when it follows the instructions. 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.
Variant Pharmacogenomics is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 564 tokens (SKILL.md is roughly 2.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Variant Pharmacogenomics: Annotating Variants (maziyarpanahi/openmed, 5.5k stars), Variant Annotation (aipoch/medical-research-skills, 2k stars), Bio Variant Annotation (FreedomIntelligence/OpenClaw-Medical-Skills, 3.1k stars) and Bio Clinical Databases Pharmacogenomics (FreedomIntelligence/OpenClaw-Medical-Skills, 3.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
InternScience (a GitHub organization) maintains it in InternScience/scp, which has 169 GitHub stars. The repository holds 73 skills in this directory. The repository was last updated on June 3, 2026.
Source: InternScience/scp on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.