bio-seq-objects

bio-seq-objects is a skill for Claude Code, Codex from thesecondfox/skill. It costs 42 tokens per session (1,781 once invoked), scanned A, original, MIT.

A set of Biopython objects for storing biological sequences and their metadata. It supports read-only sequences, editable sequences, and annotated sequence records.

In plain words
What is it for?
Use it to create sequences, edit bases in place, add metadata, and perform operations such as complementing or translating sequences.
Why use it?
It gives sequence data a consistent structure for manipulation and file input or output.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/thesecondfox/skill/bio-sequence-manipulation-seq-objects
Any agent
npx skills add thesecondfox/skill --skill bio-sequence-manipulation-seq-objects
Clone the repo
git clone --depth 1 https://github.com/thesecondfox/skill

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for bio-seq-objects

README.md
[![agentmods](https://agentmods.dev/badge/skills/thesecondfox/skill/bio-sequence-manipulation-seq-objects.svg)](https://agentmods.dev/skills/thesecondfox/skill/bio-sequence-manipulation-seq-objects)
Your own site
<a href="https://agentmods.dev/skills/thesecondfox/skill/bio-sequence-manipulation-seq-objects"><img src="https://agentmods.dev/badge/skills/thesecondfox/skill/bio-sequence-manipulation-seq-objects.svg" alt="Measured on agentmods" height="20"></a>
Per session 42 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,781 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00042 $0.01781
Opus 5 $0.00021 $0.00890
Sonnet 5 $0.00008 $0.00356
Haiku 4.5 $0.00004 $0.00178

Measured yesterday against content hash 145eeac74854, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

bio-seq-objects scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Common_Skills/bio-sequence-manipulation-seq-objects/SKILL.md · 238 lines

How it starts

The opening of the file, as written. The whole thing — 238 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Version Compatibility

Reference examples tested with: BioPython 1.83+

Before using code patterns, verify installed versions match. If versions differ:

  • Python: pip show <package> then help(module.function) to check signatures

If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying.

Seq Objects

Create and manipulate biological sequence objects using Biopython.

"Create a sequence object" → Wrap a raw string in a typed sequence container for biological operations.

  • Immutable: Seq('ATGC') (BioPython) — string-like, supports complement/translate
  • Mutable: MutableSeq('ATGC') (BioPython) — supports in-place edits
  • Annotated: SeqRecord(Seq(...), id=...) (BioPython) — adds metadata for file I/O

Required Imports

from Bio.Seq import Seq, MutableSeq
from Bio.SeqRecord import SeqRecord

Core Objects

Seq - Immutable Sequence

The basic sequence object. Immutable like Python strings.

seq = Seq('ATGCGATCGATCG')

Seq objects support string-like operations:

len(seq)           # Length
seq[0]             # First base
seq[-1]            # Last base
seq[0:10]          # Slice (returns Seq)
str(seq)           # Convert to string
'ATG' in seq       # Membership test
seq.count('G')     # Count occurrences
seq.find('ATG')    # Find position (-1 if not found)
seq.upper()        # Uppercase
seq.lower()        # Lowercase
seq * 3            # Repeat sequence
seq.strip()        # Remove leading/trailing whitespace

MutableSeq - Mutable Sequence

For in-place modifications when performance matters.

mut_seq = MutableSeq('ATGCGATCG')
mut_seq[0] = 'C'              # Modify single position
mut_seq[0:3] = 'GGG'          # Replace slice
mut_seq.append('A')           # Add to end
mut_seq.insert(0, 'G')        # Insert at position
mut_seq.pop()                 # Remove and return last
mut_seq.remove('G')           # Remove first occurrence
mut_seq.reverse()             # Reverse in place

Read the full file on GitHub · 238 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday First seen · 238 lines · 42 tokens per session scan A 145eeac74854

Subscribe to this mod's changes

bio-seq-objects is a skill published in the GitHub repository thesecondfox/skill (3 stars, last pushed 5mo ago), licensed MIT. It adds 42 tokens to every session and 1,781 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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