bio-epidemiological-genomics-variant-surveillance

bio-epidemiological-genomics-variant-surveillance is a skill for Claude Code, Codex from FreedomIntelligence/OpenClaw-Medical-Skills. It costs 59 tokens per session (2,008 once invoked), scanned A, original, no licence file.

A scientific tool for assigning viral sequences to named lineages and tracking how common those lineages are. It uses genetic sequence data to monitor variants, including variants that may need closer public-health attention.

In plain words
What is it for?
It is used to classify viral sequences, follow lineage prevalence, and monitor emerging variants of concern.
Why use it?
It helps surveillance teams classify changing viruses consistently and spot important lineage trends.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit It is used to classify viral sequences, follow lineage prevalence, and monitor emerging variants of concern.

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Install with agentmods
npx agentmods add skills/freedomintelligence/openclaw-medical-skills/bio-epidemiological-genomics-variant-surveillance
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.

Any agent
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-epidemiological-genomics-variant-surveillance
Clone the repo
git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills

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-epidemiological-genomics-variant-surveillance

README.md
[![agentmods](https://agentmods.dev/badge/skills/freedomintelligence/openclaw-medical-skills/bio-epidemiological-genomics-variant-surveillance/github.svg)](https://agentmods.dev/skills/freedomintelligence/openclaw-medical-skills/bio-epidemiological-genomics-variant-surveillance)
Your own site
<a href="https://agentmods.dev/skills/freedomintelligence/openclaw-medical-skills/bio-epidemiological-genomics-variant-surveillance"><img src="https://agentmods.dev/badge/skills/freedomintelligence/openclaw-medical-skills/bio-epidemiological-genomics-variant-surveillance/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for bio-epidemiological-genomics-variant-surveillance

Your own site · 80×15
<a href="https://agentmods.dev/skills/freedomintelligence/openclaw-medical-skills/bio-epidemiological-genomics-variant-surveillance"><img src="https://agentmods.dev/badge/skills/freedomintelligence/openclaw-medical-skills/bio-epidemiological-genomics-variant-surveillance.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 59 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,008 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown 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 5.1 $0.00059 $0.02008
Opus 5 $0.00030 $0.01004
Sonnet 5 $0.00012 $0.00402
Haiku 4.5 $0.00006 $0.00201

Measured 9d ago against content hash 95f0daf9703c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

bio-epidemiological-genomics-variant-surveillance scanned grade A with 1 finding 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 9d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (examples/variant_surveillance.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -fsSL "https://github.com/nextstrain/nextclade/releases/latest/download/nextclade-x86_64-unknown-linux-gnu" -o nextclade
skills/bio-epidemiological-genomics-variant-surveillance/SKILL.md · 238 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Files

What ships with it

2 files 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. 9d ago First seen · 238 lines · 59 tokens per session scan A 95f0daf9703c

Subscribe to this mod's changes

bio-epidemiological-genomics-variant-surveillance is a skill published in the GitHub repository FreedomIntelligence/OpenClaw-Medical-Skills (3,004 stars, last pushed 1mo ago), with no licence file. It adds 59 tokens to every session and 2,008 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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