asb-skill-collections copilot-instructions.md

A set of evidence-based skills for computational LC-MS/MS metabolomics, a method for measuring and identifying small molecules in biological samples. Each skill is based on a peer-reviewed research paper and covers a software tool or analysis method.

In plain words
What is it for?
Use it to find metabolomics skills by scientific topic, software tool, or EDAM identifier, then follow the linked method instructions and source-paper checks.
Why use it?
It helps agents locate relevant analysis methods and verify technical claims against scientific sources instead of guessing.

Instructions file for GitHub Copilot

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 instructions/holobiomicslab/asb-skill-collections/copilot-instructions
Clone the repo
git clone --depth 1 https://github.com/HolobiomicsLab/asb-skill-collections

Made for: GitHub Copilot.

Per session 379 This file is loaded in full into every session.
When invoked 379 The same file — it is already loaded in full.
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 $0.00379 $0.00379
Opus 5 $0.00189 $0.00189
Sonnet 5 $0.00076 $0.00076
Haiku 4.5 $0.00038 $0.00038

Measured yesterday against content hash e25b8700b891, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

asb-skill-collections copilot-instructions.md 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.

.github/copilot-instructions.md · 26 lines

What it actually says

GitHub Copilot — ASB Metabolomics skills

This repository publishes the ASB Metabolomics Skill Collection (collections/metabolomics/v2/): 5,859 evidence-grounded skills over 909 software tools for computational LC-MS/MS metabolomics, each derived from a peer-reviewed method paper.

Read AGENTS.md for the full install + use protocol. In short:

  • Skills are plain Markdown at collections/metabolomics/v2/leaves/<slug>/SKILL.md (only skills/_router and the licence-gate skill sit under skills/, because a plugin host advertises everything there into the session prompt) (YAML frontmatter + body). The entry point is skills/_router/SKILL.md.
  • To find a skill, search the indexes at collections/metabolomics/v2/: skills_index.json (by EDAM IRI, tool name, or keyword over name/description) and tools_index.json. Prefer EDAM/tool matches over keyword.
  • To apply a skill, open its SKILL.md and follow the procedure; the frontmatter tools + tools_index.json give canonical install URLs.
  • To verify a claim/parameter, ground it against the source paper with scripts/perspicacite_kb_bind.py query --collection collections/metabolomics/v2 --skill <slug> --question "..." (the skill→paper KB map is in kb_bundle.json).

When suggesting metabolomics analysis code, prefer the tools and procedures these skills describe, and cite the skill's derived_from DOI. The public release is metabolomics only; ignore other domains under collections/.

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 · 26 lines · 379 tokens per session scan A e25b8700b891

Subscribe to this mod's changes

asb-skill-collections copilot-instructions.md is an instructions file published in the GitHub repository HolobiomicsLab/asb-skill-collections (15 stars, last pushed 10d ago), licensed Apache-2.0. It adds 379 tokens to every session, about $0.0019 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 2026-08-30.

Related

Other instructions, from other repositories

cryocore AGENTS.md

Instructions for BioSymphony/cryocore, covering biosymphony cryocore agent guide, operating rules, ownership boundary, dev commands and key patterns and conventions.

BioSymphony/cryocore · 945 tokens

bioinformatics-agent-skills AGENTS.md

Instructions for YuliaNuzhnenko/bioinformatics-agent-skills, covering agent integration & specification guide 🤖, 📌 supported agent host architectures, 🧪 skill frontmatter specification and 🔒 security & sandboxing.

YuliaNuzhnenko/bioinformatics-agent-skills · 307 tokens

bioinformatics-agent-skills CLAUDE.md

Instructions for YuliaNuzhnenko/bioinformatics-agent-skills, covering claude code project guidelines, project overview, development & validation commands and skill conventions.

YuliaNuzhnenko/bioinformatics-agent-skills · 128 tokens

structure-factory AGENTS.md

Instructions for BioSymphony/structure-factory, covering biosymphony structure factory agent guide, mission, how to drive a mission, compute available and orchestrators supported.

BioSymphony/structure-factory · 1,610 tokens

mgi-link CLAUDE.md

Claude Code instructions for berntpopp/mgi-link, covering claude.md, tl;dr, common commands and layout.

berntpopp/mgi-link · 409 tokens

gnomad-genetics-mcp-server CLAUDE.md

Claude Code instructions for cyanheads/gnomad-genetics-mcp-server, covering developer protocol, core rules, patterns, server config (src/config/server-config.ts) and server identity and instructions.

cyanheads/gnomad-genetics-mcp-server · 6,274 tokens