Prepare for internal and external audits with SOX 404 control testing, sample selection, workpaper documentation, and deficiency evaluation. Use for SOX compliance, control testing methodology, audit sample selection, audit workpaper preparation, control deficiency classification, material weakness evaluation, ITGC testing, remediation tracking, or audit evidence standards.
Capture experiment provenance with reproducible run metadata, artifact pointers, and decision logs for scientific claims.
Cross-session cognitive persistence via Neural Memory MCP. Captures decisions, patterns, errors, and insights with rich semantic links. Provides recall, hypothesis tracking, and evidence-based reasoning across projects.
Overview of Plutonium resources - what they are and how the pieces fit together
Plutonium model features - has_cents, associations, scopes, and routing
Verify implementation matches change artifacts. Use when the user wants to validate that implementation is complete, correct, and coherent before archiving.
Archive a completed change in the experimental workflow. Use when the user wants to finalize and archive a change after implementation is complete.
Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pipeline: search → generate → analyze → colorize → preview → open BS → user slice → print → monitor. Supports all 9 Bambu Lab printers (A1 Mini, A1, P1S, P2S, X1C, X1E, H2C, H2S, H2D).
Pharmaceutical machine-learning workflow guide for library profiling, molecular featurization, benchmark dataset fetch, medicinal-chemistry filtering, and optional pose-generation handoff. Use when the user asks for datamol, molfeat, PyTDC, medchem, compound-library triage, dataset preparation, or chemistry-ML baselines beyond simple descriptor calculation.
Computational chemistry workflow guide for DeepChem, PySCF, RDKit, assay-table normalization, PDBbind-style structure datasets, QSAR and structure benchmarks, DrugBank lookup, ligand-only and structure-aware affinity prediction, ADMET triage, bioactivity prediction, virtual screening, and docking follow-up.
Detects and intercepts prompt injection attempts in external content before the agent acts on them
Bayesian optimization workflow guide for experiment suggestion, condition tuning, and closed-loop parameter search with Gaussian-process surrogates. Use when the user asks which experiment to try next, how to tune reaction or assay conditions, or how to balance exploration versus exploitation over a bounded numeric search space.
Find reusable skills from the vercel-labs/skills registry (especially by task keywords), evaluate fit, and suggest how to install/adapt them for DrugClaw.
Monitors memory compaction for failures and enforces a three-level fallback chain — normal, aggressive, deterministic truncation — ensuring compaction always makes forward progress.
A Principal Database Engineer interviewer. Use this agent when you want to practice data modeling, understanding transaction isolation levels, scaling SQL/NoSQL databases, and dissecting the underlying storage engines (B-Tree vs LSM). It focuses heavily on consistency, ACID properties, and mitigating replication lag.
Guide agents through structured research including planning, multi-query execution, source analysis, and synthesis. Use for comprehensive topic research, deep investigation, or creating research reports. Keywords: research, investigate, deep dive, comprehensive, analysis, synthesis, report.
Check if medicinal chemistry papers are in ChEMBL database to access curated bioactivity data
Use parallel subagents for large-scale paper screening and deep dive analysis
