lab-tools
12
conductor-validator
Validates Conductor project artifacts for completeness, consistency, and correctness. Use after setup, when diagnosing issues, or before implementation to verify project context.
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lab-tools
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msa
Conduct Gage R&R studies and validate measurement systems per AIAG MSA manual. Covers variable and attribute studies, acceptance criteria, and calculation methods. USE WHEN user says 'MSA', 'gage R&R', 'GR&R', 'measurement system', 'repeatability', 'reproducibility', 'attribute agreement', or 'ndc'. Integrates with ControlPlan, SPC, and AutomotiveManufacturing skills.
Supraforge
research
lab-tools
12
hand-gesture-recognition
Computer vision expert specializing in real-time hand tracking and gesture interface designUse when "hand tracking, gesture recognition, mediapipe, hand gestures, touchless interface, sign language, hand pose, finger tracking, mediapipe, hand-tracking, gesture-recognition, computer-vision, hci, touchless, ml" mentioned.
Supraforge
research
lab-tools
12
quest-diagnostics
Access lab results with Quest Diagnostics - view test results, schedule appointments, and manage MyQuest portal
Supraforge
research
lab-tools
12
snapmaker
Monitor and control Snapmaker 3D printers (U1 with Moonraker/Klipper). Use when checking print status, temperatures, progress, or controlling prints (pause/resume/cancel). Triggers on "printer", "3D print", "Snapmaker", "print status", "nozzle temp", "bed temp".
Supraforge
research
lab-tools
12
correlation-analysis
Measure relationships between variables using correlation coefficients, correlation matrices, and association tests for correlation measurement, relationship analysis, and multicollinearity detection
Supraforge
research
lab-tools
12
bambu-cli
Operate and troubleshoot BambuLab printers with the bambu-cli (status/watch, print start/pause/resume/stop, files, camera, gcode, AMS, calibration, motion, fans, light, config, doctor). Use when a user asks to control or monitor a BambuLab printer, set up profiles or access codes, or translate a task into safe bambu-cli commands with correct flags, output format, and confirmations.
Supraforge
research
lab-tools
12
mdr-745-specialist
EU MDR 2017/745 regulation specialist and consultant for medical device requirement management. Provides comprehensive MDR compliance expertise, gap analysis, technical documentation guidance, clinical evidence requirements, and post-market surveillance implementation. Use for MDR compliance assessment, classification decisions, technical file preparation, and regulatory requirement interpretation.
Supraforge
research
lab-tools
12
pylabrobot
Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrifuges, and analytical equipment. Use this skill when automating laboratory workflows, programming liquid handling robots (Hamilton STAR, Opentrons OT-2, Tecan EVO), integrating lab equipment, managing deck layouts and resources (plates, tips, containers), reading plates, or creating reproducible laboratory protocols. Applicable for both simulated protocols and physical hardware control.
Supraforge
research
lab-tools
12
ab-test-analysis
Design and analyze A/B tests, calculate statistical significance, and determine sample sizes for conversion optimization and experiment validation
Supraforge
research
scientific-computing
12
scientific-method
The scientific method applied to computational research, data science, and experimental software engineering. Covers hypothesis formulation, experimental design, controls, reproducibility, and avoiding common methodological pitfalls like p-hacking, HARKing, and confirmation bias. Use when ", " mentioned.
Supraforge
research
scientific-computing
12
reviewing-biosimilar-interchangeability
Evaluates biosimilar products for therapeutic interchange with clinical evidence review. Use when evaluating biosimilars, planning therapeutic switches, or analyzing biosimilar evidence.
CaseMark
research
scientific-computing
12
interpreting-molecular-pathology
Structures molecular test interpretation including NGS panels, FISH, and PCR-based assays. Use when interpreting molecular results, reporting genetic variants, or documenting molecular findings.
CaseMark
research
scientific-computing
12
coordinating-multidisciplinary-cancer-care
Synthesizes surgical, medical, and radiation oncology inputs into coordinated treatment timelines. Use when coordinating multimodal treatment, scheduling sequential therapies, or managing treatment timelines.
CaseMark
research
scientific-computing
12
analyzing-flow-cytometry
Interprets flow cytometry panels for hematologic malignancy classification and minimal residual disease. Use when analyzing flow cytometry, classifying lymphomas/leukemias, or documenting immunophenotyping.
CaseMark
research
scientific-computing
12
ngspice-circuit-simulator
Electronic circuit simulation and SPICE analysis via ngspice MCP tool
pacphi
research
scientific-computing
12
exploratory-data-analysis
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically detects file type and generates detailed markdown reports with format-specific analysis, quality metrics, and downstream analysis recommendations. Covers chemistry, bioinformatics, microscopy, spectroscopy, proteomics, metabolomics, and general scientific data formats.
Supraforge
research
scientific-computing
12
biopython
Primary Python toolkit for molecular biology. Preferred for Python-based PubMed/NCBI queries (Bio.Entrez), sequence manipulation, file parsing (FASTA, GenBank, FASTQ, PDB), advanced BLAST workflows, structures, phylogenetics. For quick BLAST, use gget. For direct REST API, use pubmed-database.
Supraforge
research