Search

PythonReactSEOPDF
OpenClaw

pharmaclaw-alphafold-agent

Compliant AlphaFold Agent for protein structure retrieval, ESMFold prediction, binding site detection, and RDKit ligand docking. Fetches public PDB/AlphaFold DB structures, predicts folds via ESMFold (HuggingFace), identifies binding pockets, and performs basic molecular docking. Chains from Chemistry Query (receives SMILES for docking) and feeds into IP Expansion and Catalyst Design. Triggers on alphafold, fold, PDB, docking, structure, protein, binding site, pocket, UniProt, KRAS, target.

cheminem0 source installs☆ 0 Repository stars

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

SkillHub CLI

skillhub install cheminem/pharmaclaw-alphafold-agent

Inspect the source and compatibility requirements, then follow its installation steps.

Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.

View source ↗Guides

Skill instructions

PharmaClaw AlphaFold Agent

Overview

Protein structure retrieval and ligand docking agent for the PharmaClaw drug discovery pipeline. Fetches experimental structures from RCSB PDB and predicted structures from AlphaFold DB, detects binding sites, and performs conformer-based docking with RDKit.

Quick Start

# Fetch structure and dock a ligand
python scripts/alphafold_agent.py '{"uniprot": "P01116", "smiles": "CC(=O)Nc1ccc(O)cc1"}'

# Structure retrieval only
python scripts/alphafold_agent.py '{"uniprot": "P01116"}'

Capabilities

Feature Method Source
Structure Fetch RCSB Search API + AlphaFold DB Public PDB files
Fold Prediction ESMFold via HuggingFace Sequence → 3D structure
Binding Sites Pocket detection Residue-level pockets
Ligand Docking RDKit conformer generation SMILES → affinity score

Decision Tree

  • UniProt ID provided? → Fetch from RCSB PDB / AlphaFold DB
  • FASTA sequence provided? → Predict fold via ESMFold
  • SMILES provided? → Dock ligand into detected binding pocket
  • No structure found? → Fall back to ESMFold prediction

Input Format

{
  "uniprot": "P01116",
  "smiles": "CC(=O)Nc1ccc(O)cc1",
  "fasta": "path/to/sequence.fasta"
}

Output Format

{
  "pdb": "1abc.pdb",
  "sites": [{"res": "G12", "pocket_vol": 150}],
  "docking": {"affinity": -15.2, "viz": "docked.png"},
  "compliance": "Public AlphaFold 2 DB/ESMFold (commercial OK)"
}

Chain Integration

  • Receives from: Chemistry Query (SMILES for docking), Literature (target proteins)
  • Feeds into: IP Expansion (novel binding modes), Catalyst Design (structure-guided synthesis)

Dependencies

  • rdkit-pypi — Conformer generation and molecular descriptors
  • biopython — PDB parsing and FASTA sequence handling
  • requests — API calls to RCSB and AlphaFold DB

Compliance

Uses only publicly available protein structures (RCSB PDB, AlphaFold DB) a...

Source information

Source
github
Repository
openclaw/skills
Path
skills/cheminem/pharmaclaw-alphafold-agent
Version
—
Commit
9913285bde69e3434f973ac7765adda782b2c860
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

Extracted content

SKILL.md
# PharmaClaw AlphaFold Agent

## Overview
Protein structure retrieval and ligand docking agent for the PharmaClaw drug discovery pipeline. Fetches experimental structures from RCSB PDB and predicted structures from AlphaFold DB, detects binding sites, and performs conformer-based docking with RDKit.

## Quick Start

```bash
# Fetch structure and dock a ligand
python scripts/alphafold_agent.py '{"uniprot": "P01116", "smiles": "CC(=O)Nc1ccc(O)cc1"}'

# Structure retrieval only
python scripts/alphafold_agent.py '{"uniprot": "P01116"}'
```

## Capabilities

| Feature | Method | Source |
|---------|--------|--------|
| Structure Fetch | RCSB Search API + AlphaFold DB | Public PDB files |
| Fold Prediction | ESMFold via HuggingFace | Sequence → 3D structure |
| Binding Sites | Pocket detection | Residue-level pockets |
| Ligand Docking | RDKit conformer generation | SMILES → affinity score |

## Decision Tree
- **UniProt ID provided?** → Fetch from RCSB PDB / AlphaFold DB
- **FASTA sequence provided?** → Predict fold via ESMFold
- **SMILES provided?** → Dock ligand into detected binding pocket
- **No structure found?** → Fall back to ESMFold prediction

## Input Format

```json
{
  "uniprot": "P01116",
  "smiles": "CC(=O)Nc1ccc(O)cc1",
  "fasta": "path/to/sequence.fasta"
}
```

## Output Format

```json
{
  "pdb": "1abc.pdb",
  "sites": [{"res": "G12", "pocket_vol": 150}],
  "docking": {"affinity": -15.2, "viz": "docked.png"},
  "compliance": "Public AlphaFold 2 DB/ESMFold (commercial OK)"
}
```

## Chain Integration
- **Receives from:** Chemistry Query (SMILES for docking), Literature (target proteins)
- **Feeds into:** IP Expansion (novel binding modes), Catalyst Design (structure-guided synthesis)

## Dependencies
- `rdkit-pypi` — Conformer generation and molecular descriptors
- `biopython` — PDB parsing and FASTA sequence handling
- `requests` — API calls to RCSB and AlphaFold DB

## Compliance
Uses only publicly available protein structures (RCSB PDB, AlphaFold DB) a...

Related skills

OpenClaw

ai-maestro

23blocks-os

AI Agent Orchestrator with Skills System - Give AI Agents superpowers: memory search, code graph queries, agent-to-agent messaging. Manage Claude, Codex or any AI Agent from one dashboard. Move Agents between c...

OpenClaw

registry-broker-skills

hashgraph-online

AI agent skills for the Universal Registry - search, chat, and register 72,000+ agents across 14+ protocols. Works with Claude, Codex, Cursor, OpenClaw, and any AI assistant.

OpenClaw

skills-manager

rito-w

A cross-platform skills manager for AI IDEs. Search marketplace, download locally, and install to Claude, Cursor, Windsurf, and more with one click.