Agent skill

Bio Ribo Seq Orf Detection

by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills

Detect and quantify translated ORFs from Ribo-seq data including uORFs and novel ORFs using RiboCode and ORFquant.

No licenceAuto-check passedWriting & Content

Install Bio Ribo Seq Orf Detection

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-ribo-seq-orf-detection -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-ribo-seq-orf-detection --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/bio-ribo-seq-orf-detection .claude/skills/bio-ribo-seq-orf-detection && rm -rf skills-src

Use ~/.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/

Facts

Skill name
bio-ribo-seq-orf-detection
GitHub stars
3.1k
Used in
1 other repo
Token cost
~2.2k tokens
SKILL.md length
407 words
Files
3
Skills in repo
279
Repo updated
First seen
Licence
None found

At a glance

Detect and quantify translated ORFs from Ribo-seq data including uORFs and novel ORFs using RiboCode and ORFquant.

  • Identifying translated regions beyond annotated coding sequences
  • SKILL.md covers Version Compatibility, RiboCode Workflow, One-Step RiboCode and RiboCode Output, plus 7 more sections
  • Runs Shell scripts from its folder; calls pip
  • Quantifying ORF-level translation

What it does

Bio Ribo Seq Orf Detection is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Detect and quantify translated ORFs from Ribo-seq data including uORFs and novel ORFs using RiboCode and ORFquant. Use when identifying translated regions beyond annotated coding sequences or quantifying ORF-level translation.

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 `examples/detect_orfs.sh` and `usage-guide.md`).

It sits in Writing & Content, covering Creative writing and fiction and Translation. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • Identifying translated regions beyond annotated coding sequences
  • Quantifying ORF-level translation

Example prompts

  • “/bio-ribo-seq-orf-detection”

Requirements

  • Python 3
  • A Bash shell

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 (Shell), 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 Ribo Seq Orf Detection loads about 2.2k tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 407 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~63
When it runs · the whole SKILL.md, loaded when a task matches
~2.2k

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 407 words (~2,183 tokens).

“Reference examples tested with: BioPython 1.83+, DESeq2 1.42+, pandas 2.2+”

— opening of SKILL.md by FreedomIntelligence
name
bio-ribo-seq-orf-detection
tool_type
mixed
primary_tool
RiboCode

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files in skills/bio-ribo-seq-orf-detection of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • examples/detect_orfs.sh
  • 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 Ribo Seq Orf Detection 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.

Bio Ribo Seq Orf Detection compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bio Ribo Seq Orf Detection this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~2.2kAutomated safety check: PassNone
InkOS Creative HarnessNarcooo/inkos10k1 repos~1.1kAutomated safety check: PassAGPL-3.0
Worldbuildingdanjdewhurst/story-skills2861 repos~3.3kAutomated safety check: NotesMIT
Bio Ribo Seq Orf DetectionGPTomics/bioSkills1.2k1 repos~3.1kAutomated safety check: PassMIT
Media Adaptationjwynia/agent-skills170—~2.5kAutomated safety check: PassMIT
Zhong Lin WangK-Dense-AI/mimeographs129—~1.6kAutomated safety check: PassMIT

Similar skills

  • Drives long-form fiction, scripts, storyboards, interactive films and long-document translation through InkOS, with every change made by a typed action.

    10k GitHub starsUsed in 1 repo~1.1k tokens
    Writing & ContentAuto-check passed
  • Worldbuilding

    danjdewhurst/story-skills

    This skill should be used when the user asks to "create a location", "add a location", "magic system", "political system", "build the world", "add culture", "world history", "technology system"…

    286 GitHub starsUsed in 1 repo~3.3k tokens
    Writing & ContentAuto-check: notes
  • Bio Ribo Seq Orf Detection

    GPTomics/bioSkills

    Detect and quantify translated ORFs from Ribo-seq using 3-nucleotide periodicity, including uORFs, internal ORFs, dORFs, and novel ORFs.

    1.2k GitHub starsUsed in 1 repo~3.1k tokens
    Writing & ContentAuto-check passed
  • Media Adaptation

    jwynia/agent-skills

    Systematically analyze existing media to extract transferable elements for new settings.

    170 GitHub stars~2.5k tokensUpdated 7 mo ago
    Writing & ContentAuto-check passed
  • Zhong Lin Wang

    K-Dense-AI/mimeographs

    Applies the reasoning of Zhong Lin Wang (nanotechnology pioneer, Georgia Tech) to problems involving energy harvesting, IoT power scaling, sensor networks, and fundamental physics applications.

    129 GitHub stars~1.6k tokensUpdated 1 mo ago
    Writing & ContentAuto-check passed
  • Adaptation

    danjdewhurst/story-skills

    This skill should be used when the user asks to "make an audiobook", "narration script", "narrator", "ACX", "Findaway", "pronunciation guide", "how long is the audiobook", "adapt to a screenplay"…

    286 GitHub starsUsed in 1 repo~3.5k tokens
    Media & CreativeAuto-check: notes

More from FreedomIntelligence/OpenClaw-Medical-Skills

All 279 skills in this repo
  • Single Cell Rna Qc

    FreedomIntelligence/OpenClaw-Medical-Skills

    Performs quality control on single-cell RNA-seq data (.h5ad or .h5 files) using scverse best practices with MAD-based filtering and comprehensive visualizations.

    3.1k GitHub starsUsed in 2 repos~2k tokens
    Auto-check passed
  • Differentiation Schemes

    FreedomIntelligence/OpenClaw-Medical-Skills

    Select and apply numerical differentiation schemes for PDE/ODE discretization.

    3.1k GitHub starsUsed in 1 repo~1.4k tokens
    Auto-check: notes
  • Fhir Developer Skill

    FreedomIntelligence/OpenClaw-Medical-Skills

    FHIR API development guide for building healthcare endpoints.

    3.1k GitHub starsUsed in 1 repo~2.5k tokens
    Auto-check passed
  • Linear Solvers

    FreedomIntelligence/OpenClaw-Medical-Skills

    Select and configure linear solvers for systems Ax=b in dense and sparse problems.

    3.1k GitHub starsUsed in 1 repo~1.5k tokens
    Auto-check: notes
  • Medical Research Toolkit

    FreedomIntelligence/OpenClaw-Medical-Skills

    Query 14+ biomedical databases for drug repurposing, target discovery, clinical trials, and literature research.

    3.1k GitHub starsUsed in 1 repo~2.4k tokens
    Auto-check passed
  • Mesh Generation

    FreedomIntelligence/OpenClaw-Medical-Skills

    Plan and evaluate mesh generation for numerical simulations.

    3.1k GitHub starsUsed in 1 repo~1.1k tokens
    Auto-check: notes

Questions about Bio Ribo Seq Orf Detection

What does Bio Ribo Seq Orf Detection do?

Detect and quantify translated ORFs from Ribo-seq data including uORFs and novel ORFs using RiboCode and ORFquant. Bio Ribo Seq Orf Detection is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Detect and quantify translated ORFs from Ribo-seq data including uORFs and novel ORFs using RiboCode and ORFquant.

When should I use Bio Ribo Seq Orf Detection?

Bio Ribo Seq Orf Detection fits situations like: identifying translated regions beyond annotated coding sequences; quantifying ORF-level translation.

How do I install Bio Ribo Seq Orf Detection in Claude Code?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-ribo-seq-orf-detection -a claude-code`. Or copy the skill folder (skills/bio-ribo-seq-orf-detection in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-ribo-seq-orf-detection in your project. Claude Code loads it when a task matches its description.

How do I install Bio Ribo Seq Orf Detection in Codex?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-ribo-seq-orf-detection -a codex`. Or copy the skill folder (skills/bio-ribo-seq-orf-detection in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-ribo-seq-orf-detection in your project. Codex loads it when a task matches its description.

Can I use Bio Ribo Seq Orf Detection 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-ribo-seq-orf-detection -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-ribo-seq-orf-detection, .gemini/skills/bio-ribo-seq-orf-detection, .github/skills/bio-ribo-seq-orf-detection and .opencode/skills/bio-ribo-seq-orf-detection in your project.

What does Bio Ribo Seq Orf Detection need to run?

Going by SKILL.md and its folder, Bio Ribo Seq Orf Detection needs a shell for the scripts in its folder and the command-line tools its instructions call (pip). Our summary lists: Python 3; A Bash shell.

Does Bio Ribo Seq Orf Detection 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 Ribo Seq Orf Detection 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 Ribo Seq Orf Detection use?

No licence was found for Bio Ribo Seq Orf Detection or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Bio Ribo Seq Orf Detection use?

About 2.2k tokens (SKILL.md is roughly 8.7k 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 Ribo Seq Orf Detection?

Skills that share tags, products or a category with Bio Ribo Seq Orf Detection: InkOS Creative Harness (Narcooo/inkos, 10k stars), Worldbuilding (danjdewhurst/story-skills, 286 stars), Bio Ribo Seq Orf Detection (GPTomics/bioSkills, 1.2k stars) and Media Adaptation (jwynia/agent-skills, 170 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bio Ribo Seq Orf Detection?

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.