Bio Chipseq Differential Binding
GPTomics/bioSkills
Identifies differentially bound ChIP-seq regions between conditions using DiffBind, csaw (sliding windows), DESeq2/edgeR/PyDESeq2 on count matrices, NormR (control-aware), or MAnorm2.
Agent skill
Bio Crispr Screens Batch Correction
by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills
Batch effect correction for CRISPR screens. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.
Install Bio Crispr Screens Batch Correction
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-crispr-screens-batch-correction -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-crispr-screens-batch-correction --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-crispr-screens-batch-correction .claude/skills/bio-crispr-screens-batch-correction && 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-crispr-screens-batch-correction" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-crispr-screens-batch-correction into .claude/skills/bio-crispr-screens-batch-correction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-crispr-screens-batch-correction", 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-crispr-screens-batch-correctionType 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-crispr-screens-batch-correction -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-crispr-screens-batch-correction --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-crispr-screens-batch-correction .agents/skills/bio-crispr-screens-batch-correction && 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-crispr-screens-batch-correction" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-crispr-screens-batch-correction into .agents/skills/bio-crispr-screens-batch-correction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-crispr-screens-batch-correction", 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-crispr-screens-batch-correction -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-crispr-screens-batch-correction --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-crispr-screens-batch-correction .cursor/skills/bio-crispr-screens-batch-correction && 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-crispr-screens-batch-correction" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-crispr-screens-batch-correction into .cursor/skills/bio-crispr-screens-batch-correction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-crispr-screens-batch-correction", 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-crispr-screens-batch-correction--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-crispr-screens-batch-correction -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-crispr-screens-batch-correction --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-crispr-screens-batch-correction .gemini/skills/bio-crispr-screens-batch-correction && 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-crispr-screens-batch-correction" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-crispr-screens-batch-correction into .gemini/skills/bio-crispr-screens-batch-correction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-crispr-screens-batch-correction", 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-crispr-screens-batch-correctionInstalls 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-crispr-screens-batch-correction -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-crispr-screens-batch-correction .github/skills/bio-crispr-screens-batch-correction && 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-crispr-screens-batch-correction" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-crispr-screens-batch-correction into .github/skills/bio-crispr-screens-batch-correction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-crispr-screens-batch-correction", 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-crispr-screens-batch-correction -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-crispr-screens-batch-correction --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-crispr-screens-batch-correction .opencode/skills/bio-crispr-screens-batch-correction && 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-crispr-screens-batch-correction" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-crispr-screens-batch-correction into .opencode/skills/bio-crispr-screens-batch-correction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-crispr-screens-batch-correction", 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-crispr-screens-batch-correction- GitHub stars
- 3.1k
- Token cost
- ~2.6k tokens
- SKILL.md length
- 234 words
- Files
- 3
- Skills in repo
- 279
- Repo updated
- First seen
- Licence
- None found
At a glance
Batch effect correction for CRISPR screens. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.
- Combining screens from multiple batches
- SKILL.md covers Version Compatibility, Median Normalization, Size Factor Normalization and Quantile Normalization, plus 7 more sections
- Runs Python scripts from its folder; calls pip
- Correcting systematic technical variation
What it does
Bio Crispr Screens Batch Correction is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Batch effect correction for CRISPR screens. Covers normalization across batches, technical replicate handling, and batch-aware analysis. Use when combining screens from multiple batches or correcting systematic technical variation.
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `examples/batch_correct.py` and `usage-guide.md`).
It sits in Research & Science, covering Bioinformatics and Database schema design. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Combining screens from multiple batches
- Correcting systematic technical variation
Example prompts
- “/bio-crispr-screens-batch-correction”
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 (Python), which the agent can run.
Shell commands in SKILL.md call:
pip
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 Crispr Screens Batch Correction loads about 2.6k tokens when it runs. Until then it costs about 67 tokens; SKILL.md has 234 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 234 words (~2,645 tokens).
“Reference examples tested with: DESeq2 1.42+, MAGeCK 0.5+, matplotlib 3.8+, numpy 1.26+, pandas 2.2+, scikit-learn 1.4+, scipy 1.12+”
- name
- bio-crispr-screens-batch-correction
- tool_type
- python
- primary_tool
- scipy
Files
SKILL.md and 2 other files in skills/bio-crispr-screens-batch-correction of FreedomIntelligence/OpenClaw-Medical-Skills.
- SKILL.md
- examples/batch_correct.py
- usage-guide.md
Open the folder on GitHubat commit b1f9b6e
Compare with similar skills
Bio Crispr Screens Batch Correction 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 Crispr Screens Batch Correction this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | — | ~2.6k | Automated safety check: Pass | None | |
| Bio Chipseq Differential BindingGPTomics/bioSkills | 1.2k | 2 repos | ~5.1k | Automated safety check: Pass | MIT | |
| Bio Geo DataGPTomics/bioSkills | 1.2k | 2 repos | ~4.4k | Automated safety check: Pass | MIT | |
| Tooluniverse Metabolomics Analysiswu-yc/LabClaw | 1.1k | 2 repos | ~5.9k | Automated safety check: Pass | None | |
| Gene Protein Expression Matrix Normalizationaipoch/medical-research-skills | 1.9k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Bio Expression Matrix NormalizationGPTomics/bioSkills | 1.2k | 1 repos | ~6.2k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Bio Crispr Screens Batch Correction
What does Bio Crispr Screens Batch Correction do?
Batch effect correction for CRISPR screens. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Bio Crispr Screens Batch Correction is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Batch effect correction for CRISPR screens.
When should I use Bio Crispr Screens Batch Correction?
Bio Crispr Screens Batch Correction fits situations like: combining screens from multiple batches; correcting systematic technical variation.
How do I install Bio Crispr Screens Batch Correction in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-crispr-screens-batch-correction -a claude-code`. Or copy the skill folder (skills/bio-crispr-screens-batch-correction in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-crispr-screens-batch-correction in your project. Claude Code loads it when a task matches its description.
How do I install Bio Crispr Screens Batch Correction in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-crispr-screens-batch-correction -a codex`. Or copy the skill folder (skills/bio-crispr-screens-batch-correction in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-crispr-screens-batch-correction in your project. Codex loads it when a task matches its description.
Can I use Bio Crispr Screens Batch Correction 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-crispr-screens-batch-correction -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-crispr-screens-batch-correction, .gemini/skills/bio-crispr-screens-batch-correction, .github/skills/bio-crispr-screens-batch-correction and .opencode/skills/bio-crispr-screens-batch-correction in your project.
What does Bio Crispr Screens Batch Correction need to run?
Going by SKILL.md and its folder, Bio Crispr Screens Batch Correction needs Python for the scripts in its folder and the command-line tools its instructions call (pip). Our summary lists: Python 3.
Does Bio Crispr Screens Batch Correction 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 Crispr Screens Batch Correction 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 Crispr Screens Batch Correction use?
No licence was found for Bio Crispr Screens Batch Correction or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Bio Crispr Screens Batch Correction use?
About 2.6k tokens (SKILL.md is roughly 11k 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 Crispr Screens Batch Correction?
Skills that share tags, products or a category with Bio Crispr Screens Batch Correction: Bio Chipseq Differential Binding (GPTomics/bioSkills, 1.2k stars), Bio Geo Data (GPTomics/bioSkills, 1.2k stars), Tooluniverse Metabolomics Analysis (wu-yc/LabClaw, 1.1k stars) and Gene Protein Expression Matrix Normalization (aipoch/medical-research-skills, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bio Crispr Screens Batch Correction?
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.