Refactor high-complexity React components in Dify frontend. Use when `pnpm analyze-component...
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill "agentd-drug-discovery"
Install specific skill from multi-skill repository
# Description
Use the AgentD workflow to mine evidence, design molecules, and rank candidates with SAR plus ADMET annotations for early drug discovery tasks.
# SKILL.md
name: agentd-drug-discovery
description: Use the AgentD workflow to mine evidence, design molecules, and rank candidates with SAR plus ADMET annotations for early drug discovery tasks.
allowed-tools:
- read_file
- run_shell_command
At-a-Glance
- description (10-20 chars): Hypothesis foundry
- keywords: ligand-design, SAR, ADMET, docking, ranking
- measurable_outcome: Generate ≥10 candidate molecules (or requested count) with SMILES, key properties, and rationales per run, all delivered within 15 minutes.
Inputs
target_protein, optionalreference_compound, diseaseindication.constraintsdict (LogP, MW, TPSA, etc.) andnum_candidates.
Outputs
- Ranked candidate list with SMILES + property scores + novelty metrics.
- ADMET/toxicity alerts and SAR rationale per molecule.
- Reproducibility manifest (data source versions, model checkpoints).
Workflow
- Evidence retrieval: Mine literature + databases for known ligands and liabilities.
- Generate candidates: Run AgentD generative step (scaffold hopping/fragment growth) aligned to constraints.
- Score & filter: Apply Lipinski/QED/ADMET heuristics; include docking setup when requested.
- Rank & explain: Combine efficacy, developability, novelty; summarize SAR learnings.
- Deliver outputs: Emit JSON/CSV plus narrative recommendations; mark as in silico.
Guardrails
- Clearly state outputs are hypothetical and need wet-lab validation.
- Flag PAINS/reactive motifs automatically.
- Record data/model versions for audit trails.
References
- Detailed parameter tables and dependencies listed in
README.md.
# Supported AI Coding Agents
This skill is compatible with the SKILL.md standard and works with all major AI coding agents:
Learn more about the SKILL.md standard and how to use these skills with your preferred AI coding agent.