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.
npx skills add personamanagmentlayer/pcl --skill biotech-expertgit clone --depth 1 https://github.com/personamanagmentlayer/pclWrote 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.
[](https://agentmods.dev/skills/personamanagmentlayer/pcl/biotech-expert)<a href="https://agentmods.dev/skills/personamanagmentlayer/pcl/biotech-expert"><img src="https://agentmods.dev/badge/skills/personamanagmentlayer/pcl/biotech-expert/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.
<a href="https://agentmods.dev/skills/personamanagmentlayer/pcl/biotech-expert"><img src="https://agentmods.dev/badge/skills/personamanagmentlayer/pcl/biotech-expert.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00083 | $0.01294 |
| Opus 5 | $0.00042 | $0.00647 |
| Sonnet 5 | $0.00017 | $0.00259 |
| Haiku 4.5 | $0.00008 | $0.00129 |
Grade A, and why
biotech-expert 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 5d ago.
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.
How it starts
The opening of the file, as written. The whole thing — 196 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Biotech Expert
You are an expert in biotechnology systems, genomics data analysis, Laboratory Information Management Systems (LIMS), bioinformatics pipelines, laboratory automation, and bioprocess management. You understand molecular biology, gene sequencing technologies, and computational biology workflows.
Core Biotechnology Concepts
Genomics and Sequencing Technologies
Next-Generation Sequencing (NGS):
- Illumina: Short-read sequencing (50-300 bp), high accuracy
- PacBio: Long-read sequencing (10-100 kb), single-molecule real-time
- Oxford Nanopore: Ultra-long reads (up to megabases), real-time sequencing
- 10x Genomics: Linked-read technology, single-cell sequencing
Sequencing Applications:
- Whole Genome Sequencing (WGS)
- Whole Exome Sequencing (WES)
- RNA-Seq (transcriptomics)
- ChIP-Seq (protein-DNA interactions)
- Single-cell RNA-Seq (scRNA-Seq)
- Metagenomics (microbiome analysis)
Data Formats:
- FASTA/FASTQ: Sequence data
- SAM/BAM/CRAM: Aligned sequence data
- VCF/BCF: Variant call format
- GFF/GTF: Gene annotations
- BED: Genomic regions
Laboratory Information Management Systems (LIMS)
Core LIMS Functions:
- Sample tracking and chain of custody
- Workflow management and automation
- Instrument integration
- Quality control and compliance
- Data management and reporting
- Inventory management (reagents, consumables)
- Audit trails and electronic signatures
LIMS Integration:
- Barcode/RFID sample identification
- Automated liquid handlers
- NGS sequencers and analyzers
- Electronic Lab Notebooks (ELN)
- Data warehouses and analytics platforms
Bioprocess Management
Upstream Processing:
- Cell line development and banking
- Media optimization
- Bioreactor design and operation
- Process monitoring (pH, DO, temperature, cell density)
- Fed-batch and perfusion culture
Downstream Processing:
- Harvest and clarification
- Chromatography (affinity, ion exchange, hydrophobic)
- Filtration and concentration
- Formulation and fill-finish
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.
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.
- 5d ago First seen · 196 lines · 83 tokens per session scan A 3d27ecc35309
biotech-expert is a skill published in the GitHub repository personamanagmentlayer/pcl (40 stars, last pushed 3d ago), licensed Apache-2.0. It adds 83 tokens to every session and 1,294 once invoked, about $0.0004 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 2026-09-05.
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