Protein QC

Protein QC is a Quality skill for Claude Code, published by BioTender-max in awesome-bio-agent-skills.

174 stars30 forkson BioTender-max/awesome-bio-agent-skillsAdded 2026/09/07+1% in starsRepository updated 2026/07/01

agent-skillsai-agentai-agentsawesomeawesome-listbioinformaticsbiomedicalclaudeclaude-codeclaude-skillscomputational-biologydrug-discoverygenomicsllmmcpprotein-designproteomicssingle-cellskillstranscriptomics

Install in seconds

Install Protein QC

Copy Protein QC into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/BioTender-max/awesome-bio-agent-skills/tree/main/skills/adaptyv/protein-qc ~/.claude/skills/protein-qc

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/BioTender-max/awesome-bio-agent-skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/adaptyv/protein-qc/SKILL.md in BioTender-max/awesome-bio-agent-skills
Installs to: ~/.claude/skills/protein-qc
Collection: One of 25 skills cataloged from this repository
Category: Quality — 1817 skills

What Protein QC does

Protein QC filters protein design candidates using structural, binding, expression, and sequence-liability thresholds. Use it to screen designs, build multi-stage pipelines, and rank candidates with composite scores.

Protein QC is cataloged under Quality on DirSkills. Protein QC comes from a repository tagged agent-skills, ai-agent, ai-agents, awesome and awesome-list.

Documentation

README

Excerpt

Protein Design Quality Control

Critical Limitation

Individual metrics have weak predictive power for binding. Research shows:

Individual metric ROC AUC: 0.64-0.66 (slightly better than random)
Metrics are pre-screening filters, not affinity predictors
Composite scoring is essential for meaningful ranking

These thresholds filter out poor designs but do NOT predict binding affinity.

QC Organization

QC is organized by purpose and level:

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Protein QC

What else does BioTender-max publish alongside Protein QC?
Protein QC is one of 25 skills that DirSkills catalogs from BioTender-max/awesome-bio-agent-skills, the repository it ships in. Its siblings there include ATAC Seq, AlphaFold and BindCraft Binder Design. Each one is a separate skill with its own page in this directory, installs the same way Protein QC does, and is maintained by BioTender-max in that same repository. The rest of the collection is listed on the BioTender-max/awesome-bio-agent-skills page.
How does Protein QC compare to other Quality skills?
Protein QC ranks #1722 by stars among the 1817 Quality skills in this catalog. The most-starred ones next to it are Benchmark, Benchmark Optimization Loop and API Design Patterns. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Protein QC against them. Open each page to compare what they document and how they install.