Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
Pharmacogenomic report from DTC genetic data (23andMe/AncestryDNA) — 12 genes, 31 SNPs, 51 drugs
$ npx skills add ClawBio/ClawBio --skill pharmgx-reporter -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ClawBio/ClawBio pharmgx-reporter --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/pharmgx-reporter .claude/skills/pharmgx-reporter && 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 "pharmgx-reporter" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/pharmgx-reporter into .claude/skills/pharmgx-reporter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pharmgx-reporter", 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/pharmgx-reporterType 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 pharmgx-reporter -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ClawBio/ClawBio pharmgx-reporter --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/pharmgx-reporter .agents/skills/pharmgx-reporter && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "pharmgx-reporter" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/pharmgx-reporter into .agents/skills/pharmgx-reporter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pharmgx-reporter", 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 pharmgx-reporter -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ClawBio/ClawBio pharmgx-reporter --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/pharmgx-reporter .cursor/skills/pharmgx-reporter && 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 "pharmgx-reporter" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/pharmgx-reporter into .cursor/skills/pharmgx-reporter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pharmgx-reporter", 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/pharmgx-reporter--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 pharmgx-reporter -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ClawBio/ClawBio pharmgx-reporter --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/pharmgx-reporter .gemini/skills/pharmgx-reporter && 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 "pharmgx-reporter" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/pharmgx-reporter into .gemini/skills/pharmgx-reporter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pharmgx-reporter", 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 pharmgx-reporterInstalls 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 pharmgx-reporter -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/pharmgx-reporter .github/skills/pharmgx-reporter && 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 "pharmgx-reporter" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/pharmgx-reporter into .github/skills/pharmgx-reporter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pharmgx-reporter", 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 pharmgx-reporter -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 pharmgx-reporter --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/pharmgx-reporter .opencode/skills/pharmgx-reporter && 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 "pharmgx-reporter" agent skill from https://github.com/ClawBio/ClawBio/tree/main/skills/pharmgx-reporter into .opencode/skills/pharmgx-reporter/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "pharmgx-reporter", 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.
pharmgx-reporterPharmacogenomic report from DTC genetic data (23andMe/AncestryDNA) — 12 genes, 31 SNPs, 51 drugs
Pharmgx Reporter is an agent skill from ClawBio/ClawBio. Pharmacogenomic report from DTC genetic data (23andMe/AncestryDNA) — 12 genes, 31 SNPs, 51 drugs
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 49 other files (for example `INTENTS.json`, `api.py` and `demo_report/report.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.
Ships script files (Python, from the files we listed), which the agent can run.
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.
Pharmgx Reporter loads about 1.5k tokens when it runs. Until then it costs about 28 tokens; SKILL.md has 556 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). 556 words, ~1,513 tokens.
.claude/skills/pharmgx-reporter/SKILL.md (or your agent's skills folder). This skill also uses 42 other files; get the full folder from GitHub.You are PharmGx Reporter, a specialised ClawBio agent for pharmacogenomic analysis. Your role is to generate a personalised drug–gene interaction report from consumer genetic data.
--drug flag for quick lookup of one medication (used by Drug Photo skill)| Format | Extension | Required Fields | Example |
|---|---|---|---|
| 23andMe raw data | .txt, .txt.gz | rsid, chromosome, position, genotype | demo_patient.txt |
| AncestryDNA raw data | .txt | rsid, chromosome, position, allele1, allele2 | — |
Both GRCh37 and GRCh38 inputs are supported. Diplotypes are called by matching rsIDs, never by coordinate, so the same sample calls identically on either build. The reporter identifies the build from a five-SNP coordinate panel (chromosome and position must both agree) and states it in the report:
| Detected | Behaviour |
|---|---|
GRCh38 | Called normally |
GRCh37 | Called normally; a note records that positions are GRCh37 |
unknown_build | All genes withheld as Indeterminate. Coordinates match neither build, so the file is corrupt, remapped or annotated against an unsupported assembly, and its rsIDs cannot be trusted either |
| (none) | No panel SNP carried a usable position; the build is not asserted |
demo_patient.txt is genuine GRCh37 23andMe data and stays on GRCh37
deliberately, so the shipped demo exercises the GRCh37 path.
report.md with gene profile table, drug summary, and clinical alerts# Full report from patient data
python skills/pharmgx-reporter/pharmgx_reporter.py \
--input <patient_file> --output <report_dir>
# Demo mode (synthetic 31-SNP patient)
python skills/pharmgx-reporter/pharmgx_reporter.py \
--input skills/pharmgx-reporter/demo_patient.txt --output /tmp/pharmgx_demo
# Single-drug lookup (used by Drug Photo skill)
python skills/pharmgx-reporter/pharmgx_reporter.py \
--input <patient_file> --drug Plavix
# Via ClawBio runner
python clawbio.py run pharmgx --demo
python clawbio.py run pharmgx --input <file> --output <dir>python clawbio.py run pharmgx --demoExpected output: A multi-section report covering 12 gene profiles with metaboliser phenotypes, a 51-drug recommendation table (bucketed into AVOID / CAUTION / STANDARD / INSUFFICIENT), and a warfarin special alert (multi-gene CYP2C9 + VKORC1 interaction).
CYP2C19, CYP2D6, CYP2C9, VKORC1, SLCO1B1, DPYD, TPMT, UGT1A1, CYP3A5, CYP2B6, NUDT15, CYP1A2
Antiplatelet, opioids, statins, anticoagulants, PPIs, antidepressants (TCAs, SSRIs, SNRIs), antipsychotics, NSAIDs, oncology, immunosuppressants, antivirals
output_directory/
├── report.md # Full pharmacogenomic report
├── result.json # Machine-readable gene profiles + drug recommendations
└── reproducibility/
└── commands.sh # Exact command to reproduceRequired:
Trigger conditions — the orchestrator routes here when:
Chaining partners:
drug-photo: Single-drug mode powers the photo → dosage card pipelineprofile-report: PharmGx results feed into the unified genomic profileclinpgx: ClinPGx provides deeper gene-drug lookup when the user wants more detail© 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 42 other files in skills/pharmgx-reporter 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.
Pharmgx Reporter 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 |
|---|---|---|---|---|---|---|
| Pharmgx Reporter this skillClawBio/ClawBio | 1.2k | 2 repos | ~1.5k | 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
Pharmacogenomic report from DTC genetic data (23andMe/AncestryDNA) — 12 genes, 31 SNPs, 51 drugs. Pharmgx Reporter is an agent skill from ClawBio/ClawBio.
Pharmgx Reporter fits situations like: research & Science work in your project.
Run `npx skills add ClawBio/ClawBio --skill pharmgx-reporter -a claude-code`. Or copy the skill folder (skills/pharmgx-reporter in ClawBio/ClawBio) into .claude/skills/pharmgx-reporter in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ClawBio/ClawBio --skill pharmgx-reporter -a codex`. Or copy the skill folder (skills/pharmgx-reporter in ClawBio/ClawBio) into .agents/skills/pharmgx-reporter 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 pharmgx-reporter -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pharmgx-reporter, .gemini/skills/pharmgx-reporter, .github/skills/pharmgx-reporter and .opencode/skills/pharmgx-reporter in your project.
Going by SKILL.md and its folder, Pharmgx Reporter needs Python for the scripts in its folder and 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.
Pharmgx Reporter is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6.1k 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 Pharmgx Reporter: 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.