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AlphaFold Protein Structure Validation

A skill for validating designed protein sequences and binder–target complexes with AlphaFold2/ColabFold and interpreting confidence metrics.

Data & AnalyticsAdvanced14627AI score 9/10Last updated: Jul 1, 2026

What it does

  • Predicts whether designed sequences fold as intended using AlphaFold2.
  • Predicts multi-chain binder–target complexes with ColabFold / AlphaFold-Multimer.
  • Extracts and interprets confidence metrics (pLDDT, pTM, ipTM, PAE) against pass thresholds: pLDDT > 85, pTM > 0.70, ipTM > 0.50, interface PAE < 10.
  • Provides a decision tree for choosing local install vs. ColabFold vs. Modal GPU, runtime/cost estimates per campaign size, and an error→fix table (CUDA OOM, missing MSA databases, timeouts).

Who it's for

  • Computational biologists doing protein design and binder screening.
  • Teams needing self-consistency validation of de novo designs.
  • Anyone batch-predicting hundreds to thousands of sequences on cloud GPUs (Modal).

Example uses

  1. "Run these 100 binder sequences through ColabFold multimer and keep only hits with ipTM > 0.5."
  2. "Parse result_model_1.pkl and summarize mean pLDDT and interface PAE in a table."
  3. "I hit CUDA out of memory — what now?" → switch to A100 or use ColabFold's MSA server.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/BioTender-max/awesome-bio-agent-skills/HEAD/skills/adaptyv/alphafold/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the skills/adaptyv/alphafold folder from the GitHub repo BioTender-max/awesome-bio-agent-skills into my ~/.claude/skills/alphafold/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/BioTender-max/awesome-bio-agent-skills.git && mkdir -p ~/.claude/skills && cp -r awesome-bio-agent-skills/skills/adaptyv/alphafold ~/.claude/skills/

This is a third-party skill. Check the source repository before installing.

  1. Clone the skills repository: git clone https://github.com/BioTender-max/awesome-bio-agent-skills.git
  2. Create the skills folder: mkdir -p ~/.claude/skills
  3. Copy just this skill: cp -r awesome-bio-agent-skills/skills/adaptyv/alphafold ~/.claude/skills/
  4. Restart Claude Code and test with a prompt like "use the alphafold skill to validate this sequence."
  5. For real runs, prepare the environment: Python 3.10+, CUDA 11+, a 32GB+ GPU (A100 recommended), a Modal account, and the biomodals repo (for modal run modal_colabfold.py).
  6. For local execution, git clone https://github.com/deepmind/alphafold.git and download the MSA databases (hundreds of GB). If disk is limited, prefer ColabFold's hosted MSA server.
View source on GitHubLicense: NOASSERTION