Pharmaclaw Catalyst Design

Other

Organometallic catalyst recommendation and novel ligand design for drug synthesis reactions. Recommends catalysts (Pd, Ru, Rh, Ir, Ni, Cu, Zr, Fe) for reaction types (Suzuki, Heck, Buchwald-Hartwig, metathesis, hydrogenation, click, etc.) from curated database with scoring. Designs novel ligand variants via RDKit (steric, electronic, bioisosteric modifications). Chains from chemistry-query/retrosynthesis (receives reaction type + substrate) and feeds into IP Expansion (novel ligands as patentable inventions). Triggers on catalyst, ligand, organometallic, cross-coupling catalyst, reaction conditions, catalyst selection, ligand design, cone angle, bite angle, phosphine, NHC, palladium catalyst, ruthenium catalyst.

Install

openclaw skills install pharmaclaw-catalyst-design

Catalyst Design Agent v1.0.0

Overview

Recommends organometallic catalysts for drug synthesis steps and designs novel ligand modifications. Two core workflows: recommend (find the right catalyst) and design (create novel ligand variants).

Quick Start

# Recommend catalysts for a Suzuki coupling
python scripts/catalyst_recommend.py --reaction suzuki

# Recommend with constraints (prefer cheap, earth-abundant)
python scripts/catalyst_recommend.py --reaction "C-N coupling" --constraints '{"prefer_earth_abundant": true, "max_cost": "medium"}'

# Design novel ligand variants from PPh3
python scripts/ligand_designer.py --scaffold PPh3 --strategy all --draw

# Full chain: reaction → catalyst → ligand optimization
python scripts/chain_entry.py --input-json '{"reaction": "suzuki", "context": "retrosynthesis"}'

Scripts

scripts/catalyst_recommend.py

Scores and ranks catalysts from curated database (12 catalysts, 28 reaction types).

--reaction <type>              Required. e.g., suzuki, metathesis, C-N coupling, hydrogenation
--substrate <SMILES>           Optional. Substrate context
--constraints <JSON>           Optional. {prefer_metal, max_cost, prefer_earth_abundant}
--enantioselective             Flag. Prioritize chiral catalysts

Scoring (0-100): reaction match (50), cost (15), metal preference (10), enantioselectivity (10), loading efficiency (5), advantages (5), earth-abundance (5).

scripts/ligand_designer.py

Generates novel ligand variants via three strategies:

StrategyMethodOutput
stericAdd methyl/iPr/tBu to aromatic ringsModified SMILES + properties
electronicAdd OMe/F/CF3 substituentsModified SMILES + properties
bioisostericP→NHC, phenyl→pyridyl, phosphine→phosphiteConceptual suggestions + rationale
--scaffold <SMILES|name>       Required. PPh3, NHC_IMes, NHC_IPr, PCy3, dppe, dppp, or raw SMILES
--strategy <type>              steric|electronic|bioisosteric|all (default: all)
--draw                         Generate 2D grid PNG of variants
--output <path>                Save JSON results to file

scripts/chain_entry.py

Standard PharmaClaw chain interface. Accepts JSON, routes to recommend/design/both.

Input keys: reaction, scaffold/ligand, substrate/smiles, constraints, enantioselective, strategy, draw, context

If only reaction is given, also auto-runs ligand optimization on the top recommended catalyst's ligand.

Chaining

FromInputToOutput
Chemistry Query / RetrosynthesisReaction type needed for a synthesis stepCatalyst DesignRanked catalysts + conditions
Catalyst DesignTop catalyst ligand SMILESLigand DesignerNovel ligand variants
Catalyst DesignNovel ligand SMILESIP ExpansionPatent landscape check
Catalyst DesignRecommended conditionsChemistry QueryForward reaction simulation

Database

references/catalyst_database.json — 12 catalysts, 8 metals, 28 reaction types. Includes SMILES, conditions, loading ranges, cost ratings, advantages/limitations, and literature DOIs.

Expandable: add entries following the existing schema.

Ligand Aliases

PPh3, PCy3, dppe, dppp, NHC_IMes, NHC_IPr — resolved automatically to SMILES.