Alphagenome Single Variant Analysis
google-deepmind/science-skills
Analyzes genetic variant effects on gene expression (RNA-seq), chromatin accessibility (DNASE), histone marks (ChIP), and transcription factors using the AlphaGenome API.
Agent skill
Bio Atac Seq Atac Qc
by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills
Quality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity.
Install Bio Atac Seq Atac Qc
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-atac-seq-atac-qc -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-atac-seq-atac-qc --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-atac-seq-atac-qc .claude/skills/bio-atac-seq-atac-qc && 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-atac-seq-atac-qc" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-atac-seq-atac-qc into .claude/skills/bio-atac-seq-atac-qc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-atac-seq-atac-qc", 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-atac-seq-atac-qcType 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-atac-seq-atac-qc -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-atac-seq-atac-qc --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-atac-seq-atac-qc .agents/skills/bio-atac-seq-atac-qc && 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-atac-seq-atac-qc" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-atac-seq-atac-qc into .agents/skills/bio-atac-seq-atac-qc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-atac-seq-atac-qc", 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-atac-seq-atac-qc -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-atac-seq-atac-qc --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-atac-seq-atac-qc .cursor/skills/bio-atac-seq-atac-qc && 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-atac-seq-atac-qc" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-atac-seq-atac-qc into .cursor/skills/bio-atac-seq-atac-qc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-atac-seq-atac-qc", 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-atac-seq-atac-qc--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-atac-seq-atac-qc -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-atac-seq-atac-qc --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-atac-seq-atac-qc .gemini/skills/bio-atac-seq-atac-qc && 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-atac-seq-atac-qc" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-atac-seq-atac-qc into .gemini/skills/bio-atac-seq-atac-qc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-atac-seq-atac-qc", 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-atac-seq-atac-qcInstalls 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-atac-seq-atac-qc -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-atac-seq-atac-qc .github/skills/bio-atac-seq-atac-qc && 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-atac-seq-atac-qc" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-atac-seq-atac-qc into .github/skills/bio-atac-seq-atac-qc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-atac-seq-atac-qc", 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-atac-seq-atac-qc -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-atac-seq-atac-qc --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-atac-seq-atac-qc .opencode/skills/bio-atac-seq-atac-qc && 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-atac-seq-atac-qc" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-atac-seq-atac-qc into .opencode/skills/bio-atac-seq-atac-qc/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-atac-seq-atac-qc", 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-atac-seq-atac-qc- GitHub stars
- 3.1k
- Token cost
- ~2.2k tokens
- SKILL.md length
- 361 words
- Files
- 3
- Skills in repo
- 279
- Repo updated
- First seen
- Licence
- None found
At a glance
Quality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity.
- Assessing ATAC-seq library quality before
- SKILL.md covers Version Compatibility, Fragment Size Distribution, TSS Enrichment Score and Calculate TSS Enrichment Score, plus 8 more sections
- Runs R scripts from its folder; calls java and pip
- After peak calling to identify problematic samples
What it does
Bio Atac Seq Atac Qc is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Quality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity. Use when assessing ATAC-seq library quality before or after peak calling to identify problematic samples.
Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `usage-guide.md`).
It sits in Research & Science, covering Bioinformatics. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Assessing ATAC-seq library quality before
- After peak calling to identify problematic samples
Example prompts
- “/bio-atac-seq-atac-qc”
Requirements
- Python 3
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.
Shell commands in SKILL.md call:
javapip
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
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 Atac Seq Atac Qc loads about 2.2k tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 361 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 361 words (~2,230 tokens).
“Reference examples tested with: bedtools 2.31+, deepTools 3.5+, numpy 1.26+, pandas 2.2+, picard 3.1+, pyBigWig 0.3+, pysam 0.22+, samtools 1.19+”
- name
- bio-atac-seq-atac-qc
- tool_type
- mixed
- primary_tool
- deeptools
Files
SKILL.md and 2 other files in skills/bio-atac-seq-atac-qc of FreedomIntelligence/OpenClaw-Medical-Skills.
- SKILL.md
- examples/atac_qc_metrics.R
- usage-guide.md
Open the folder on GitHubat commit b1f9b6e
Compare with similar skills
Bio Atac Seq Atac Qc 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 Atac Seq Atac Qc this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | — | ~2.2k | Automated safety check: Pass | None | |
| Alphagenome Single Variant Analysisgoogle-deepmind/science-skills | 3.2k | 2 repos | ~3k | Automated safety check: Notes | Apache-2.0 | |
| 13C Metabolic Flux AnalysisK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~3.2k | Automated safety check: Pass | MIT | |
| Clinvar Databasegoogle-deepmind/science-skills | 3.2k | 2 repos | ~3.9k | Automated safety check: Notes | Apache-2.0 | |
| Metabolic Study Planneraiming-lab/AutoResearchClaw | 15k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Dbsnp Databasegoogle-deepmind/science-skills | 3.2k | 2 repos | ~3.4k | Automated safety check: Notes | Apache-2.0 |
Similar skills
13C Metabolic Flux Analysis
K-Dense-AI/scientific-agent-skills
Estimates reaction fluxes inside cells from steady-state carbon-13 labeling data with a bundled mfapy-based solver, and reports which fluxes the data pin down.
Clinvar Database
google-deepmind/science-skills
A skill your agent uses when needing clinical significance, pathogenicity classifications (e.g., Pathogenic, Benign, VUS), clinical evidence rationales, or finding "hard positive" benchmark controls…
Metabolic Study Planner
aiming-lab/AutoResearchClaw
Turns a broad metabolic modelling topic into a concrete, paper-shaped plan with organism, model, perturbations, metrics and figures before any FBA code is written.
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.
MFA Pipeline Orchestrator
aiming-lab/AutoResearchClaw
Runs a metabolic flux analysis from model loading to phenotype prediction and figures by handing work to four sub-agents in sequence.
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Related
Categories
Questions about Bio Atac Seq Atac Qc
What does Bio Atac Seq Atac Qc do?
Quality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity. Bio Atac Seq Atac Qc is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Quality control metrics for ATAC-seq data including fragment size distribution, TSS enrichment, FRiP, and library complexity.
When should I use Bio Atac Seq Atac Qc?
Bio Atac Seq Atac Qc fits situations like: assessing ATAC-seq library quality before; after peak calling to identify problematic samples.
How do I install Bio Atac Seq Atac Qc in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-atac-seq-atac-qc -a claude-code`. Or copy the skill folder (skills/bio-atac-seq-atac-qc in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-atac-seq-atac-qc in your project. Claude Code loads it when a task matches its description.
How do I install Bio Atac Seq Atac Qc in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-atac-seq-atac-qc -a codex`. Or copy the skill folder (skills/bio-atac-seq-atac-qc in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-atac-seq-atac-qc in your project. Codex loads it when a task matches its description.
Can I use Bio Atac Seq Atac Qc 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-atac-seq-atac-qc -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-atac-seq-atac-qc, .gemini/skills/bio-atac-seq-atac-qc, .github/skills/bio-atac-seq-atac-qc and .opencode/skills/bio-atac-seq-atac-qc in your project.
What does Bio Atac Seq Atac Qc need to run?
Going by SKILL.md and its folder, Bio Atac Seq Atac Qc needs R for the scripts in its folder and the command-line tools its instructions call (java and pip). Our summary lists: Python 3.
Does Bio Atac Seq Atac Qc access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Bio Atac Seq Atac Qc 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 Atac Seq Atac Qc use?
No licence was found for Bio Atac Seq Atac Qc or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Bio Atac Seq Atac Qc use?
About 2.2k tokens (SKILL.md is roughly 8.9k 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 Atac Seq Atac Qc?
Skills that share tags, products or a category with Bio Atac Seq Atac Qc: Alphagenome Single Variant Analysis (google-deepmind/science-skills, 3.2k stars), 13C Metabolic Flux Analysis (K-Dense-AI/scientific-agent-skills, 48k stars), Clinvar Database (google-deepmind/science-skills, 3.2k stars) and Metabolic Study Planner (aiming-lab/AutoResearchClaw, 15k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bio Atac Seq Atac Qc?
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.