agentd-drug-discovery

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Use the AgentD workflow to mine evidence, design molecules, and rank candidates with SAR plus ADMET annotations for early drug discovery tasks.

mdbabumiamssm By mdbabumiamssm schedule Updated 2/2/2026

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, optional reference_compound, disease indication.
  • constraints dict (LogP, MW, TPSA, etc.) and num_candidates.

Outputs

  1. Ranked candidate list with SMILES + property scores + novelty metrics.
  2. ADMET/toxicity alerts and SAR rationale per molecule.
  3. Reproducibility manifest (data source versions, model checkpoints).

Workflow

  1. Evidence retrieval: Mine literature + databases for known ligands and liabilities.
  2. Generate candidates: Run AgentD generative step (scaffold hopping/fragment growth) aligned to constraints.
  3. Score & filter: Apply Lipinski/QED/ADMET heuristics; include docking setup when requested.
  4. Rank & explain: Combine efficacy, developability, novelty; summarize SAR learnings.
  5. 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.
Install via CLI
npx skills add https://github.com/mdbabumiamssm/LLMs-Universal-Life-Science-and-Clinical-Skills- --skill agentd-drug-discovery
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