PubMed REST API Search
davila7/claude-code-templates
Searches PubMed directly through its E-utilities REST API, with guidance on Boolean and MeSH query syntax, batch retrieval and citation data.
Retrieves comprehensive gene information including PubMed publication counts, NCBI summaries, and Ensembl transcript data.
$ npx skills add aipoch/medical-research-skills --skill gene-info -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills gene-info --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/aipoch/medical-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'scientific-skills/Evidence Insight/gene-info' .claude/skills/gene-info && 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 "gene-info" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Evidence%20Insight/gene-info into .claude/skills/gene-info/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gene-info", 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/aipoch/medical-research-skills/tree/main/scientific-skills/Evidence%20Insight/gene-infoType 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 aipoch/medical-research-skills --skill gene-info -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills gene-info --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'scientific-skills/Evidence Insight/gene-info' .agents/skills/gene-info && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "gene-info" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Evidence%20Insight/gene-info into .agents/skills/gene-info/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gene-info", 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 aipoch/medical-research-skills --skill gene-info -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills gene-info --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'scientific-skills/Evidence Insight/gene-info' .cursor/skills/gene-info && 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 "gene-info" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Evidence%20Insight/gene-info into .cursor/skills/gene-info/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gene-info", 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/aipoch/medical-research-skills.git --path 'scientific-skills/Evidence Insight/gene-info'--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 aipoch/medical-research-skills --skill gene-info -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills gene-info --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'scientific-skills/Evidence Insight/gene-info' .gemini/skills/gene-info && 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 "gene-info" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Evidence%20Insight/gene-info into .gemini/skills/gene-info/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gene-info", 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 aipoch/medical-research-skills gene-infoInstalls 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 aipoch/medical-research-skills --skill gene-info -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/'scientific-skills/Evidence Insight/gene-info' .github/skills/gene-info && 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 "gene-info" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Evidence%20Insight/gene-info into .github/skills/gene-info/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gene-info", 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 aipoch/medical-research-skills --skill gene-info -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aipoch/medical-research-skills gene-info --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'scientific-skills/Evidence Insight/gene-info' .opencode/skills/gene-info && 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 "gene-info" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Evidence%20Insight/gene-info into .opencode/skills/gene-info/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gene-info", 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.
gene-infoRetrieves comprehensive gene information including PubMed publication counts, NCBI summaries, and Ensembl transcript data.
Gene Info is an agent skill from aipoch/medical-research-skills. Retrieves comprehensive gene information including PubMed publication counts, NCBI summaries, and Ensembl transcript data. Supports batch processing and file input. Invoke when the user asks for gene details, publication statistics, or needs to analyze a list of genes.
Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts (for example `gene-info_audit_result_v2.json`, `scripts/fetch_gene_info.py` and `scripts/validate_skill.py`).
It sits in Research & Science, covering Data pipelines and ETL, Academic paper search and Statistics. It works with PubMed, Ensembl and NCBI. The repository describes itself as: Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 686e09d. 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 2 files in scripts/ (Python), 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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
NCBI_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Gene Info loads about 2.3k tokens when it runs. Until then it costs about 70 tokens; SKILL.md has 1,003 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); the scripts in this folder are not scanned.
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 1,003 words, ~2,294 tokens.
.claude/skills/gene-info/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.scripts/fetch_gene_info.py plus 1 additional script(s).See ## Prerequisites above for related details.
Python: 3.10+. Repository baseline for current packaged skills.Third-party packages: not explicitly version-pinned in this skill package. Add pinned versions if this skill needs stricter environment control.See ## Usage above for related details.
cd "20260316/scientific-skills/Evidence Insight/gene-info"
python -m py_compile scripts/fetch_gene_info.py
python scripts/fetch_gene_info.py --helpExample run plan:
CONFIG block or documented parameters if the script uses fixed settings.python scripts/fetch_gene_info.py with the validated inputs.scripts/fetch_gene_info.py with additional helper scripts under scripts/.Run this minimal command first to verify the supported execution path:
python scripts/validate_skill.py --helpThis skill retrieves detailed information for specific genes from authoritative databases (NCBI PubMed, NCBI Gene, Ensembl). It supports single-gene queries, batch processing, and file-based input.
To use this skill, run the provided Python script with gene symbols.
NCBI recommends providing an email address to contact you in case of excessive usage. You can also optionally provide an API key for higher rate limits.
Set the following environment variables (recommended):
NCBI_EMAIL: Your email address (Recommended)NCBI_API_KEY: Your NCBI API Key (Optional)Or provide them via command line arguments:
--email <your_email> (Recommended)--api-key <your_api_key> (Optional)python .trae/skills/gene-info/scripts/fetch_gene_info.py BRCA1python .trae/skills/gene-info/scripts/fetch_gene_info.py BRCA1 --keyword "breast cancer"python .trae/skills/gene-info/scripts/fetch_gene_info.py BRCA1 TP53 EGFR --keyword "mutation"Create a file containing a list of genes (supports multiple formats), then run:
Supported Formats:
Example genes.txt:
BRCA1
TP53
EGFRCommand:
python .trae/skills/gene-info/scripts/fetch_gene_info.py --file genes.txt --keyword "cancer"Save results to a CSV or JSON file:
python .trae/skills/gene-info/scripts/fetch_gene_info.py BRCA1 TP53 --output results.csvThe script outputs a JSON array containing objects with the following fields:
gene: Gene symboltotalPublications: Total PubMed publicationskeywordPublications: Publications matching gene + keyword (if keyword provided)summary: Gene summary texttranscriptCount: Number of transcriptsmaxAminoAcids: Maximum amino acid lengthchromosome: Chromosome locationorganism: Organism namesequence: Genomic sequence (if --include-sequence used)orthologs: List of orthologs (if --include-homology used)Add --include-sequence to fetch the genomic sequence from Ensembl.
python .trae/skills/gene-info/scripts/fetch_gene_info.py BRCA1 --include-sequenceAdd --include-homology to fetch orthologs (e.g., mouse, rat homologs).
python .trae/skills/gene-info/scripts/fetch_gene_info.py BRCA1 --include-homologygene_info_result.md unless the skill documentation defines a better convention.Run this minimal verification path before full execution when possible:
python scripts/fetch_gene_info.py --helpExpected output format:
Result file: gene_info_result.md
Validation summary: PASS/FAIL with brief notes
Assumptions: explicit list if any© aipoch, 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 3 other files (scripts) in scientific-skills/Evidence Insight/gene-info of aipoch/medical-research-skills.
Open the folder on GitHubat commit 686e09d
Gene Info 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 |
|---|---|---|---|---|---|---|
| Gene Info this skillaipoch/medical-research-skills | 1.9k | — | ~2.3k | Automated safety check: Pass | MIT | |
| PubMed REST API Searchdavila7/claude-code-templates | 33k | 14 repos | ~3.9k | Automated safety check: Pass | MIT | |
| Pubmed Databasegoogle-deepmind/science-skills | 3.2k | 2 repos | ~2.1k | Automated safety check: Notes | Apache-2.0 | |
| Ncbi Sequence Fetchgoogle-deepmind/science-skills | 3.2k | 1 repos | ~2.3k | Automated safety check: Notes | Apache-2.0 | |
| Pubmed Databasejaechang-hits/SciAgent-Skills | 374 | 1 repos | ~4.4k | Automated safety check: Pass | CC-BY-4.0 | |
| Scientific DB Pubmed Databaseaffaan-m/ECC | 276k | 1 repos | ~1.2k | Automated safety check: Pass | MIT |
davila7/claude-code-templates
Searches PubMed directly through its E-utilities REST API, with guidance on Boolean and MeSH query syntax, batch retrieval and citation data.
google-deepmind/science-skills
Search PubMed for scientific literature, including published clinical trials.
google-deepmind/science-skills
Retrieve protein and nucleotide sequences from NCBI databases using E-utilities.
jaechang-hits/SciAgent-Skills
Programmatic PubMed access via NCBI E-utilities REST API. An agent skill from jaechang-hits/SciAgent-Skills.
affaan-m/ECC
Direct PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed literature monitoring.
maziyarpanahi/openmed
Searches and fetches PubMed and PMC via NCBI E-utilities (ESearch then EFetch/ESummary) to gather biomedical evidence and build text corpora.
aipoch/medical-research-skills
Complete workflow for generating academic research posters from PDF literature; use when you need to extract paper content from PDFs and produce a LaTeX-based poster…
aipoch/medical-research-skills
Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool.
aipoch/medical-research-skills
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
aipoch/medical-research-skills
A toolkit for preparing ISO 13485:2016 certification documentation for medical device QMS.
aipoch/medical-research-skills
Recommends target journals for manuscript submission by analyzing the paper topic/abstract and the journal distribution of similar PubMed literature; use when users ask for journal…
aipoch/medical-research-skills
Creates academic-poster writing packages for LaTeX using beamerposter, tikzposter, or baposter.
Categories
Retrieves comprehensive gene information including PubMed publication counts, NCBI summaries, and Ensembl transcript data. Gene Info is an agent skill from aipoch/medical-research-skills. Retrieves comprehensive gene information including PubMed publication counts, NCBI summaries, and Ensembl transcript data.
Gene Info fits situations like: asks for gene details; publication statistics; needs to analyze a list of genes.
Run `npx skills add aipoch/medical-research-skills --skill gene-info -a claude-code`. Or copy the skill folder (scientific-skills/Evidence Insight/gene-info in aipoch/medical-research-skills) into .claude/skills/gene-info in your project. Claude Code loads it when a task matches its description.
Run `npx skills add aipoch/medical-research-skills --skill gene-info -a codex`. Or copy the skill folder (scientific-skills/Evidence Insight/gene-info in aipoch/medical-research-skills) into .agents/skills/gene-info 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 aipoch/medical-research-skills --skill gene-info -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/gene-info, .gemini/skills/gene-info, .github/skills/gene-info and .opencode/skills/gene-info in your project.
Going by SKILL.md and its folder, Gene Info needs Python for the scripts in its folder, the command-line tools its instructions call (python) and credentials named NCBI_API_KEY. Our summary lists: Python 3; A credential in NCBI_API_KEY.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Gene Info is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.3k tokens (SKILL.md is roughly 9.2k 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 Gene Info: PubMed REST API Search (davila7/claude-code-templates, 33k stars), Pubmed Database (google-deepmind/science-skills, 3.2k stars), Ncbi Sequence Fetch (google-deepmind/science-skills, 3.2k stars) and Pubmed Database (jaechang-hits/SciAgent-Skills, 374 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,937 GitHub stars. The repository holds 578 skills in this directory. The repository was last updated on September 17, 2026.
Source: aipoch/medical-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.