pharmaclaw-catalyst-designOrganometallic catalyst recommendation and novel ligand design for drug synthesis reactions. Recommends catalysts (Pd, Ru, Rh, Ir, Ni, Cu, Zr, Fe) for reacti...
Install via ClawdBot CLI:
clawdbot install Cheminem/pharmaclaw-catalyst-designGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 20, 2026
Medicinal chemists use the skill to identify optimal organometallic catalysts for cross-coupling reactions like Suzuki or Buchwald-Hartwig during drug candidate synthesis. It scores catalysts based on reaction match, cost, and earth-abundance, streamlining early-stage route scouting and reducing experimental trial-and-error.
Agrochemical researchers apply the skill to recommend cost-effective catalysts (e.g., Cu, Fe) for large-scale synthesis of active ingredients. By inputting reaction types and constraints like low cost, they accelerate process development and improve sustainability in manufacturing.
Academic labs leverage the ligand designer to generate novel ligand variants from common scaffolds like PPh3 for exploratory research. Using strategies like steric or electronic modifications, they create new compounds for testing in catalysis studies, aiding publication and grant proposals.
Fine chemical companies use the skill to design novel ligands via bioisosteric modifications, then feed results into IP expansion for patentability analysis. This supports creating proprietary catalysts for niche reactions, enhancing competitive advantage in custom synthesis markets.
CMOs employ the skill to quickly select catalysts and conditions for client projects involving diverse reactions like metathesis or hydrogenation. By chaining from retrosynthesis inputs, they ensure efficient scale-up and reduce development time for contract manufacturing services.
Offer the skill as a cloud-based API with tiered subscriptions for pharmaceutical and chemical companies. Revenue comes from monthly fees based on usage volume, such as number of catalyst recommendations or ligand designs processed, with premium tiers for advanced features like custom database integration.
License the software package to large corporations for on-premise deployment, including full access to scripts and database. Revenue is generated through one-time licensing fees plus annual maintenance and support contracts, tailored for industries with strict data security needs like pharmaceuticals.
Provide expert consulting services using the skill to assist clients in catalyst selection and ligand design for specific projects. Revenue is project-based, with fees for analysis, custom modifications, and integration into existing workflows, targeting R&D teams lacking in-house expertise.
💬 Integration Tip
Integrate the skill by using the chain_entry.py script as a modular endpoint in existing chemistry platforms, ensuring input JSON matches required keys like reaction and scaffold for seamless workflow automation.
Scored Apr 19, 2026
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