Agent skill

Bio Ribo Seq Translation Efficiency

by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills

Calculate translation efficiency (TE) as the ratio of ribosome occupancy to mRNA abundance.

No licenceAuto-check passedWriting & Content

Install Bio Ribo Seq Translation Efficiency

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

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

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-ribo-seq-translation-efficiency --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-translation-efficiency .claude/skills/bio-ribo-seq-translation-efficiency && 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-translation-efficiency
GitHub stars
3.1k
Used in
1 other repo
Token cost
~1.4k tokens
SKILL.md length
231 words
Files
3
Skills in repo
170
Repo updated
First seen
Licence
None found

At a glance

Calculate translation efficiency (TE) as the ratio of ribosome occupancy to mRNA abundance.

  • Comparing translational regulation between conditions
  • SKILL.md covers Version Compatibility, Concept, Calculate TE with Plastid and Differential TE with riborex, plus 4 more sections
  • Runs Python scripts from its folder; calls pip
  • Identifying genes with altered translation independent of transcription

What it does

Bio Ribo Seq Translation Efficiency is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Calculate translation efficiency (TE) as the ratio of ribosome occupancy to mRNA abundance. Use when comparing translational regulation between conditions or identifying genes with altered translation independent of transcription.

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `examples/calculate_te.py` and `usage-guide.md`).

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

When your agent uses it

  • Comparing translational regulation between conditions
  • Identifying genes with altered translation independent of transcription

Example prompts

  • “/bio-ribo-seq-translation-efficiency”

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 Ribo Seq Translation Efficiency loads about 1.4k tokens when it runs. Until then it costs about 67 tokens; SKILL.md has 231 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~67
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

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 231 words (~1,379 tokens).

“Reference examples tested with: DESeq2 1.42+, numpy 1.26+, pandas 2.2+”

— opening of SKILL.md by FreedomIntelligence
name
bio-ribo-seq-translation-efficiency
tool_type
mixed
primary_tool
riborex

Read the full SKILL.md on GitHub

Files

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

  • SKILL.md
  • examples/calculate_te.py
  • 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 7, 2026.

Compare with similar skills

Bio Ribo Seq Translation Efficiency 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 Translation Efficiency compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bio Ribo Seq Translation Efficiency this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~1.4kAutomated safety check: PassNone
Aliyun Mps Video Translationcinience/alicloud-skills397—~503Automated safety check: PassMIT
Srt Translatornicepkg/ai-workflow285—~1.8kAutomated safety check: PassMIT
Asc Localize MetadataCamilleScholtz/swmpc2395 repos~2.8kAutomated safety check: PassEUPL-1.2
Youtube PublishAndonywang123/Epost197—~3.4kAutomated safety check: WarnNone
Video TranslationNoizAI/skills526—~1.3kAutomated safety check: NotesNone

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Questions about Bio Ribo Seq Translation Efficiency

What does Bio Ribo Seq Translation Efficiency do?

Calculate translation efficiency (TE) as the ratio of ribosome occupancy to mRNA abundance. Bio Ribo Seq Translation Efficiency is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Calculate translation efficiency (TE) as the ratio of ribosome occupancy to mRNA abundance.

When should I use Bio Ribo Seq Translation Efficiency?

Bio Ribo Seq Translation Efficiency fits situations like: comparing translational regulation between conditions; identifying genes with altered translation independent of transcription.

How do I install Bio Ribo Seq Translation Efficiency in Claude Code?

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

How do I install Bio Ribo Seq Translation Efficiency in Codex?

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

Can I use Bio Ribo Seq Translation Efficiency 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-translation-efficiency -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-translation-efficiency, .gemini/skills/bio-ribo-seq-translation-efficiency, .github/skills/bio-ribo-seq-translation-efficiency and .opencode/skills/bio-ribo-seq-translation-efficiency in your project.

What does Bio Ribo Seq Translation Efficiency need to run?

Going by SKILL.md and its folder, Bio Ribo Seq Translation Efficiency needs Python for the scripts in its folder and the command-line tools its instructions call (pip). Our summary lists: Python 3.

Does Bio Ribo Seq Translation Efficiency 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 Translation Efficiency 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 Translation Efficiency use?

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

How many tokens does Bio Ribo Seq Translation Efficiency use?

About 1.4k tokens (SKILL.md is roughly 5.5k 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 Translation Efficiency?

Skills that share tags, products or a category with Bio Ribo Seq Translation Efficiency: Aliyun Mps Video Translation (cinience/alicloud-skills, 397 stars), Srt Translator (nicepkg/ai-workflow, 285 stars), Asc Localize Metadata (CamilleScholtz/swmpc, 239 stars) and Youtube Publish (Andonywang123/Epost, 197 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 Translation Efficiency?

FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,052 GitHub stars. The repository holds 170 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.