MUKI asset fingerprinting tool for red team reconnaissance. Use when performing authorized penetration testing, asset discovery, service fingerprinting, vulnerability scanning, and attack surface mapping. Supports active/passive fingerprinting with 30,000+ signatures, sensitive path detection, and sensitive information extraction. Requires explicit authorization for target systems.
Harden agent sessions against prompt injection from untrusted content. Use when the agent reads web search results, emails, downloaded files, PDFs, or any external text that could contain adversarial instructions. Provides content scanning, memory write guardrails (scan → lint → accept or quarantine), untrusted content tagging, and canary detection. Also use when setting up new tools that ingest external content (email checkers, RSS readers, web scrapers).
Generate photorealistic rendering scripts for PyMOL and UCSF ChimeraX.
Predict which early-stage biotechnology platforms (PROTAC, mRNA, gene editing, etc.) have the highest potential to become blockbuster therapies. Analyzes clinical trial progression, patent landscape maturity, and venture capital funding trends to generate investment and R&D prioritization scores. Trigger when: User asks about technology investment potential, platform selection, or therapeutic modality comparison.
Calculate complex buffer recipes with precise measurements for molecular biology and biochemistry applications. Provides accurate mass/volume calculations, pH considerations, and step-by-step preparation instructions.
Process CRISPR screening data to identify essential genes and hit candidates. Performs quality control, statistical analysis (RRA), and hit calling for pooled CRISPR screens including viability screens and drug resistance/sensitivity studies.
Build digital twin patient models to test drug efficacy and toxicity in virtual environments
Check for drug-drug interactions between multiple medications. Trigger when user asks about medication compatibility, "can I take X with Y", drug interactions, contraindications, or safety of combining pharmaceuticals.
Evidence-Based Medicine calculator for sensitivity, specificity, PPV, NPV, NNT, and likelihood ratios. Essential for clinical decision making and biostatistics education.
Design multicolor flow cytometry panels minimizing spectral overlap
Detect image duplication and tampering in manuscript figures using computer vision algorithms
Virtual gene knockout simulation using foundation models to predict transcriptional changes
Filter compound libraries based on Lipinski's Rule of Five for drug-likeness.
Convert medical laboratory values between units (mg/dL to mmol/L, etc.) with formula transparency and clinical reference ranges. Supports glucose, cholesterol, creatinine, and hemoglobin conversions.
Compare patient pre-admission medication lists with inpatient orders to automatically identify omitted or duplicated medications and improve medication safety.
Create memory aids for anatomy and pharmacology
Check if referenced bioinformatics software/code licenses allow commercial use (GPL vs MIT, etc.).
Use when mapping patent claims to products, analyzing patent infringement, or preparing freedom-to-operate analyses. Compares patent claims against product features for biotech and pharmaceutical IP assessment.
Prepare input files for molecular docking software, automatically determine Grid Box center and size. Supports AutoDock Vina, AutoDock4, and other mainstream docking tools.
Generate PyMOL scripts to highlight specific protein residues in PDB structures. Use this skill when the user needs to visualize specific amino acid residues, create publication-quality protein images, or highlight functional sites in protein structures.
Scan reagent barcodes or IDs, log expiration dates, and generate multi-level alerts before reagent expiry to support laboratory inventory management.
Generate qPCR/ELISA dilution protocols with precise pipetting steps
Integrate REVEL, CADD, PolyPhen scores to predict variant pathogenicity.
