Work with FASTQ quality scores using Biopython. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.

No licenceAuto-check passedResearch & Science

Install Bio Fastq Quality

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-fastq-quality -a claude-code

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

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-fastq-quality --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-fastq-quality .claude/skills/bio-fastq-quality && 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-fastq-quality
GitHub stars
3.1k
Used in
1 other repo
Token cost
~2.2k tokens
SKILL.md length
417 words
Files
3
Skills in repo
279
Repo updated
First seen
Licence
None found

At a glance

Work with FASTQ quality scores using Biopython. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.

  • Analyzing read quality
  • SKILL.md covers Version Compatibility, Required Imports, Accessing Quality Scores and Quality Score Basics, plus 5 more sections
  • Runs Python scripts from its folder; calls pip
  • Filtering by quality

What it does

Bio Fastq Quality is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Work with FASTQ quality scores using Biopython. Use when analyzing read quality, filtering by quality, trimming low-quality bases, or generating quality reports.

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/fastq_quality.py` and `usage-guide.md`).

It sits in Research & Science, covering Bioinformatics. It works with Biopython. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • Analyzing read quality
  • Filtering by quality
  • Trimming low-quality bases
  • Generating quality reports

Example prompts

  • “/bio-fastq-quality”

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 Fastq Quality loads about 2.2k tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 417 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~45
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 417 words (~2,187 tokens).

“Reference examples tested with: BioPython 1.83+”

— opening of SKILL.md by FreedomIntelligence
name
bio-fastq-quality
tool_type
python
primary_tool
Bio.SeqIO

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files in skills/bio-fastq-quality of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • examples/fastq_quality.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 9, 2026.

Compare with similar skills

Bio Fastq Quality 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 Fastq Quality compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bio Fastq Quality this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~2.2kAutomated safety check: PassNone
Bio Alignment IoGPTomics/bioSkills1.2k3 repos~4.9kAutomated safety check: PassMIT
Biopython Bioinformaticsaiming-lab/AutoResearchClaw15k—~810Automated safety check: PassMIT
Bio Write SequencesGPTomics/bioSkills1.2k3 repos~2.1kAutomated safety check: PassMIT
Biopythondavila7/claude-code-templates32k12 repos~3.4kAutomated safety check: PassMIT
Ggetdavila7/claude-code-templates32k10 repos~6.3kAutomated safety check: PassMIT

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Works with

Questions about Bio Fastq Quality

What does Bio Fastq Quality do?

Work with FASTQ quality scores using Biopython. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Bio Fastq Quality is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Work with FASTQ quality scores using Biopython.

When should I use Bio Fastq Quality?

Bio Fastq Quality fits situations like: analyzing read quality; filtering by quality; trimming low-quality bases; generating quality reports.

How do I install Bio Fastq Quality in Claude Code?

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

How do I install Bio Fastq Quality in Codex?

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

Can I use Bio Fastq Quality 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-fastq-quality -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-fastq-quality, .gemini/skills/bio-fastq-quality, .github/skills/bio-fastq-quality and .opencode/skills/bio-fastq-quality in your project.

What does Bio Fastq Quality need to run?

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

Does Bio Fastq Quality 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 Fastq Quality 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 Fastq Quality use?

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

How many tokens does Bio Fastq Quality 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 Fastq Quality?

Skills that share tags, products or a category with Bio Fastq Quality: Bio Alignment Io (GPTomics/bioSkills, 1.2k stars), Biopython Bioinformatics (aiming-lab/AutoResearchClaw, 15k stars), Bio Write Sequences (GPTomics/bioSkills, 1.2k stars) and Biopython (davila7/claude-code-templates, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bio Fastq Quality?

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