pgdh-design

Orchestrate an end-to-end protein binder design pipeline for 15-PGDH.

Updated Feb 27, 2026
One-click install
npx skills add https://github.com/alex-hh/in-silico-pgdh --skill pgdh-design
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: pgdh-design
Source: https://github.com/alex-hh/in-silico-pgdh/tree/main/.claude/skills/pgdh-design
Command: npx skills add https://github.com/alex-hh/in-silico-pgdh --skill pgdh-design

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill automates the complex, multi-step process of designing and evaluating protein binders for the 15-PGDH target, ensuring all results are standardized and tracked.

Core Features & Use Cases

  • End-to-End Orchestration: Manages the full pipeline from design generation (BoltzGen, RFdiffusion3) to validation (Boltz-2) and scoring (ipSAE).
  • Standardized Output: Ensures all design outputs are consistently stored in a central "source of truth" directory on S3.
  • Use Case: Initiate a complete binder design campaign for 15-PGDH, from initial sequence generation through to final scoring and ranking, with a single command.

Quick Start

Run the complete PGDH binder design, validation, and scoring pipeline.

Frequently Asked Questions about pgdh-design

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate a protein binder design pipeline for 15-PGDH?

You can automate the 15-PGDH protein binder design pipeline by orchestrating design generation, validation, and scoring into a single command. This coordinates BoltzGen, RFdiffusion3, Boltz-2, and ipSAE sequentially to produce standardized final results.

What is the best way to manage S3 directory structures for computational biology design campaigns?

Managing S3 directory structures for computational biology campaigns is handled by standardizing all design outputs into a central source of truth directory. This ensures consistent data management and synchronized tracking across generation and evaluation phases.

Can I use Boltz-2 and RFdiffusion3 together for protein design validation?

Yes, Boltz-2 and RFdiffusion3 are used together within the orchestrated pipeline. RFdiffusion3 handles the initial design generation, while Boltz-2 performs the GPU-based validation and evaluation of the generated protein binders.

How do I coordinate GPU-based evaluation jobs in a binder design workflow?

GPU-based evaluation jobs in a binder design workflow are coordinated by the pipeline's orchestration logic. It manages the sequential execution of validation tools like Boltz-2 and synchronizes the scoring results into a master campaign tracker.

Does the 15-PGDH binder design pipeline require manual intervention between generation and scoring?

No, the 15-PGDH binder design pipeline requires no manual intervention between generation and scoring. It orchestrates the end-to-end flow from sequence generation through to final scoring and ranking automatically with a single command.