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---
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
---
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# COPYRIGHT NOTICE
# This file is part of the "Universal Biomedical Skills" project.
# Copyright (c) 2026 MD BABU MIA, PhD <md.babu.mia@mssm.edu>
# All Rights Reserved.
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# This code is proprietary and confidential.
# Unauthorized copying of this file, via any medium is strictly prohibited.
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## 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`.
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