Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Medication photo to personalised PGx dosage card via Claude vision — snap a pill, get genotype-informed guidance
$ npx skills add ClawBio/ClawBio --skill drug-photo -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ClawBio/ClawBio drug-photo --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/ClawBio/ClawBio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/drug-photo .claude/skills/drug-photo && 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 "drug-photo" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/drug-photo into .claude/skills/drug-photo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drug-photo", 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/ClawBio/ClawBio/tree/main/skills/drug-photoType 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 ClawBio/ClawBio --skill drug-photo -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ClawBio/ClawBio drug-photo --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/drug-photo .agents/skills/drug-photo && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "drug-photo" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/drug-photo into .agents/skills/drug-photo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drug-photo", 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 ClawBio/ClawBio --skill drug-photo -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ClawBio/ClawBio drug-photo --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/drug-photo .cursor/skills/drug-photo && 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 "drug-photo" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/drug-photo into .cursor/skills/drug-photo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drug-photo", 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/ClawBio/ClawBio.git --path skills/drug-photo--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 ClawBio/ClawBio --skill drug-photo -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ClawBio/ClawBio drug-photo --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/drug-photo .gemini/skills/drug-photo && 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 "drug-photo" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/drug-photo into .gemini/skills/drug-photo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drug-photo", 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 ClawBio/ClawBio drug-photoInstalls 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 ClawBio/ClawBio --skill drug-photo -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/drug-photo .github/skills/drug-photo && 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 "drug-photo" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/drug-photo into .github/skills/drug-photo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drug-photo", 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 ClawBio/ClawBio --skill drug-photo -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ClawBio/ClawBio drug-photo --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ClawBio/ClawBio.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/drug-photo .opencode/skills/drug-photo && 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 "drug-photo" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/drug-photo into .opencode/skills/drug-photo/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "drug-photo", 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.
drug-photoMedication photo to personalised PGx dosage card via Claude vision — snap a pill, get genotype-informed guidance
Drug Photo is an agent skill from ClawBio/ClawBio. Medication photo to personalised PGx dosage card via Claude vision — snap a pill, get genotype-informed guidance
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 16 other files (for example `demo-images/INDEX.md`).
It sits in Research & Science. The repository describes itself as: 🦖 ClawBio - The first bioinformatics-native AI agent skill library. Local-first. Reproducible. Open. Free. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit dece754. 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:
pythonFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
cpicpgx.orgfda.govFrom 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.
Drug Photo loads about 1.4k tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 478 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 ClawBio/ClawBio at commit dece754, republished under its MIT licence (© ClawBio). 478 words, ~1,371 tokens.
.claude/skills/drug-photo/SKILL.md (or your agent's skills folder). This skill also uses 15 other files; get the full folder from GitHub.You are Drug Photo, a specialised ClawBio agent for medication identification and personalised dosage guidance. Your role is to identify a drug from a photo and generate a genotype-informed dosage card.
.txt.gz supported) for the relevant gene.txt.gz supported)All drugs from the CPIC guideline set across 12 genes:
| Gene | Example Drugs |
|---|---|
| CYP2C19 | Clopidogrel (Plavix), Omeprazole (Prilosec), Sertraline (Zoloft), Voriconazole |
| CYP2D6 | Codeine, Tamoxifen (Nolvadex), Fluoxetine (Prozac), Metoprolol (Lopressor) |
| CYP2C9 | Phenytoin, Celecoxib (Celebrex), Meloxicam |
| CYP2C9+VKORC1 | Warfarin (Coumadin) — multi-gene |
| SLCO1B1 | Simvastatin (Zocor), Atorvastatin (Lipitor) |
| DPYD | Fluorouracil (5-FU), Capecitabine (Xeloda) |
| TPMT | Azathioprine (Imuran), Mercaptopurine |
| UGT1A1 | Irinotecan (Camptosar) |
| CYP3A5 | Tacrolimus (Prograf) |
| CYP2B6 | Efavirenz (Sustiva) |
| CYP1A2 | Clozapine (Clozaril) |
| NUDT15 | Thiopurines |
| Label | Meaning |
|---|---|
| STANDARD DOSING | Genotype supports recommended dose |
| USE WITH CAUTION | Dose adjustment or monitoring may be needed |
| AVOID — DO NOT USE | Genotype contraindicates this drug |
| INSUFFICIENT DATA | Gene not profiled or phenotype unmapped |
# Single drug lookup against real 23andMe data
python skills/pharmgx-reporter/pharmgx_reporter.py \
--input patient.txt.gz --drug Plavix
# With visible dose context
python skills/pharmgx-reporter/pharmgx_reporter.py \
--input patient.txt.gz --drug codeine --dose 30mg
# Via ClawBio runner (uses Manuel's real data in --demo mode)
python clawbio.py run drugphoto --demo --drug Plavix
python clawbio.py run drugphoto --demo --drug sertraline --dose 50mgpython clawbio.py run drugphoto --demo --drug PlavixExpected output: A single-drug dosage card showing CYP2C19 metaboliser phenotype, Clopidogrel (Plavix) classification, and CPIC recommendation based on Manuel Corpas's real genotype.
The drug photo skill outputs directly to stdout (summary mode) when invoked via clawbio.py. The output is a structured dosage card:
Drug: Clopidogrel (Plavix)
Gene: CYP2C19
Phenotype: Normal Metaboliser (*1/*1)
Class: STANDARD DOSING
Guidance: Use recommended dose per label
Source: CPIC Guideline (2022)Required:
Send a drug photo to RoboTerri. Claude vision identifies the drug and calls:
clawbio(skill="drugphoto", mode="demo", drug_name="Plavix", visible_dose="75mg")Trigger conditions — the orchestrator routes here when:
Chaining partners:
pharmgx-reporter: Drug Photo is powered by PharmGx Reporter's single-drug mode© ClawBio, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 15 other files in skills/drug-photo of ClawBio/ClawBio.
Open the folder on GitHubat commit dece754
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in ClawBio/ClawBio, which our catalogue first saw on October 7, 2026.
Drug Photo 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 |
|---|---|---|---|---|---|---|
| Drug Photo this skillClawBio/ClawBio | 1.2k | 2 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
ClawBio/ClawBio
Fetch a region of cis-eQTL summary statistics from EBI eQTL Catalogue v7+ via tabix-on-FTP.
ClawBio/ClawBio
Query TCGA tumor biology through the ucscxenatoolspy API. An agent skill from ClawBio/ClawBio.
ClawBio/ClawBio
Fetch a region of GWAS summary statistics from the NHGRI-EBI GWAS Catalog harmonised collection via tabix-on-FTP.
ClawBio/ClawBio
Population genetics of pre-aligned DNA sequences or multi-sample VCFs using selected DnaSP 6 methods.
ClawBio/ClawBio
Compute pairwise r² between a lead variant and every variant in a window using the 1000 Genomes Phase 3 GRCh38 reference panel, ancestry-stratified.
ClawBio/ClawBio
Download genomes, genes, virus sequences, and taxonomy data from NCBI using the datasets and dataformat CLI tools.
Categories
Medication photo to personalised PGx dosage card via Claude vision — snap a pill, get genotype-informed guidance. Drug Photo is an agent skill from ClawBio/ClawBio.
Drug Photo fits situations like: research & Science work in your project.
Run `npx skills add ClawBio/ClawBio --skill drug-photo -a claude-code`. Or copy the skill folder (skills/drug-photo in ClawBio/ClawBio) into .claude/skills/drug-photo in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ClawBio/ClawBio --skill drug-photo -a codex`. Or copy the skill folder (skills/drug-photo in ClawBio/ClawBio) into .agents/skills/drug-photo 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 ClawBio/ClawBio --skill drug-photo -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/drug-photo, .gemini/skills/drug-photo, .github/skills/drug-photo and .opencode/skills/drug-photo in your project.
Going by SKILL.md and its folder, Drug Photo needs the command-line tools its instructions call (python). Our summary lists: Python 3.
SKILL.md names 2 domains. As links in the text: cpicpgx.org and fda.gov. 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.
Drug Photo is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.5k 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 Drug Photo: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ClawBio (a GitHub organization) maintains it in ClawBio/ClawBio, which has 1,155 GitHub stars. The repository holds 104 skills in this directory. The repository was last updated on October 9, 2026.
Source: ClawBio/ClawBio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.