Dbsnp Database
google-deepmind/science-skills
A skill your agent uses when you want to look up, map, and search for short genetic variants (SNPs, indels) in NCBI's dbSNP database.
Agent skill
Bio Pathway Reactome
by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills
Reactome pathway enrichment using ReactomePA package. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.
Install Bio Pathway Reactome
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-pathway-reactome -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-pathway-reactome --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-pathway-reactome .claude/skills/bio-pathway-reactome && 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-pathway-reactome" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-pathway-reactome into .claude/skills/bio-pathway-reactome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-pathway-reactome", 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-pathway-reactomeType 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-pathway-reactome -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-pathway-reactome --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-pathway-reactome .agents/skills/bio-pathway-reactome && 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-pathway-reactome" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-pathway-reactome into .agents/skills/bio-pathway-reactome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-pathway-reactome", 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-pathway-reactome -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-pathway-reactome --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-pathway-reactome .cursor/skills/bio-pathway-reactome && 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-pathway-reactome" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-pathway-reactome into .cursor/skills/bio-pathway-reactome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-pathway-reactome", 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-pathway-reactome--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-pathway-reactome -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-pathway-reactome --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-pathway-reactome .gemini/skills/bio-pathway-reactome && 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-pathway-reactome" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-pathway-reactome into .gemini/skills/bio-pathway-reactome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-pathway-reactome", 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-pathway-reactomeInstalls 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-pathway-reactome -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-pathway-reactome .github/skills/bio-pathway-reactome && 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-pathway-reactome" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-pathway-reactome into .github/skills/bio-pathway-reactome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-pathway-reactome", 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-pathway-reactome -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-pathway-reactome --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-pathway-reactome .opencode/skills/bio-pathway-reactome && 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-pathway-reactome" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-pathway-reactome into .opencode/skills/bio-pathway-reactome/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-pathway-reactome", 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-pathway-reactome- GitHub stars
- 3.1k
- Used in
- 1 other repo
- Token cost
- ~1.6k tokens
- SKILL.md length
- 357 words
- Files
- 4
- Skills in repo
- 279
- Repo updated
- First seen
- Licence
- None found
At a glance
Reactome pathway enrichment using ReactomePA package. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.
- Analyzing gene lists against Reactomes curated peer-reviewed pathway database
- SKILL.md covers Version Compatibility, Core Pattern -…, Prepare Gene List from DE… and GSEA on Reactome Pathways, plus 9 more sections
- Runs R scripts from its folder
What it does
Bio Pathway Reactome is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Reactome pathway enrichment using ReactomePA package. Use when analyzing gene lists against Reactome's curated peer-reviewed pathway database. Performs over-representation analysis and GSEA with visualization and pathway hierarchy exploration.
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files (for example `usage-guide.md`).
It sits in Research & Science. It works with NCBI. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Analyzing gene lists against Reactomes curated peer-reviewed pathway database
Example prompts
- “/bio-pathway-reactome”
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 (R), which the agent can run.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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 Pathway Reactome loads about 1.6k tokens when it runs. Until then it costs about 66 tokens; SKILL.md has 357 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 357 words (~1,572 tokens).
“Reference examples tested with: R stats (base), ReactomePA 1.46+, clusterProfiler 4.10+”
- name
- bio-pathway-reactome
- tool_type
- r
- primary_tool
- ReactomePA
Files
SKILL.md and 3 other files in skills/bio-pathway-reactome of FreedomIntelligence/OpenClaw-Medical-Skills.
- SKILL.md
- examples/reactome_gsea.R
- examples/reactome_ora.R
- usage-guide.md
Open the folder on GitHubat commit b1f9b6e
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in FreedomIntelligence/OpenClaw-Medical-Skills, which our catalogue first saw on October 9, 2026.
Compare with similar skills
Bio Pathway Reactome 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 Pathway Reactome this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | 1 repos | ~1.6k | Automated safety check: Pass | None | |
| Dbsnp Databasegoogle-deepmind/science-skills | 3.2k | 2 repos | ~3.4k | Automated safety check: Notes | Apache-2.0 | |
| Biopython Bioinformaticsaiming-lab/AutoResearchClaw | 15k | — | ~810 | Automated safety check: Pass | MIT | |
| Bio Write SequencesGPTomics/bioSkills | 1.2k | 3 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Mako Loreliebaojun/MakoCode | 155 | — | ~692 | Automated safety check: Pass | Custom licence | |
| PubMed REST API Searchdavila7/claude-code-templates | 33k | 14 repos | ~3.9k | Automated safety check: Pass | MIT |
Similar skills
Biopython Bioinformatics
aiming-lab/AutoResearchClaw
Quick reference for Biopython work: sequence operations, SeqIO file parsing, BLAST searches, Entrez queries, phylogenetic trees and PDB structure analysis.
Bio Write Sequences
GPTomics/bioSkills
Write biological sequences to files (FASTA, FASTQ, GenBank, EMBL) using Biopython Bio.SeqIO.
Mako Lore
liebaojun/MakoCode
穗织世界观、神话与诅咒、身边人物、API速查表——常陆茉子的背景知识库，自动加载. An agent skill from liebaojun/MakoCode.
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.
ETE Toolkit for Phylogenetic Trees
davila7/claude-code-templates
Guides your agent through building, editing, comparing and drawing phylogenetic trees with the ETE Python toolkit, including orthology calls and NCBI taxonomy lookups.
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Related
Works with
Categories
Questions about Bio Pathway Reactome
What does Bio Pathway Reactome do?
Reactome pathway enrichment using ReactomePA package. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Bio Pathway Reactome is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Reactome pathway enrichment using ReactomePA package.
When should I use Bio Pathway Reactome?
Bio Pathway Reactome fits situations like: analyzing gene lists against Reactomes curated peer-reviewed pathway database.
How do I install Bio Pathway Reactome in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-pathway-reactome -a claude-code`. Or copy the skill folder (skills/bio-pathway-reactome in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-pathway-reactome in your project. Claude Code loads it when a task matches its description.
How do I install Bio Pathway Reactome in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-pathway-reactome -a codex`. Or copy the skill folder (skills/bio-pathway-reactome in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-pathway-reactome in your project. Codex loads it when a task matches its description.
Can I use Bio Pathway Reactome 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-pathway-reactome -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-pathway-reactome, .gemini/skills/bio-pathway-reactome, .github/skills/bio-pathway-reactome and .opencode/skills/bio-pathway-reactome in your project.
What does Bio Pathway Reactome need to run?
Going by SKILL.md and its folder, Bio Pathway Reactome needs R for the scripts in its folder.
Does Bio Pathway Reactome access the network?
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.
Is Bio Pathway Reactome 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 Pathway Reactome use?
No licence was found for Bio Pathway Reactome or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Bio Pathway Reactome use?
About 1.6k tokens (SKILL.md is roughly 6.3k 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 Pathway Reactome?
Skills that share tags, products or a category with Bio Pathway Reactome: Dbsnp Database (google-deepmind/science-skills, 3.2k stars), Biopython Bioinformatics (aiming-lab/AutoResearchClaw, 15k stars), Bio Write Sequences (GPTomics/bioSkills, 1.2k stars) and Mako Lore (liebaojun/MakoCode, 155 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bio Pathway Reactome?
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.