lab-tools
38
experiment-tracking
Expert in experiment design, execution tracking, and data-driven decision making for A/B tests, feature experiments, and hypothesis validation. Adapted from msitarzewski/agency-agents.
elophanto
research
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lab-tools
38
test-analysis
Comprehensive test result evaluation, quality metrics analysis, defect prediction, and release readiness assessment with statistical rigor. Adapted from msitarzewski/agency-agents.
elophanto
research
lab-tools
38
resonance
Capture a resonance moment — when something clicks, sparks joy, or feels right. Logs what resonated, when, why, and how. Use when user says "resonance", "yes!", "cool!", "very cool!", "love it", "that's it!", "exactly!", or expresses strong positive reaction to something just discussed. Do NOT trigger for general praise like "thanks" or "ok".
Soul-Brews-Studio
research
lab-tools
38
brutal-honesty-review
Unvarnished technical criticism combining Linus Torvalds' precision, Gordon Ramsay's standards, and James Bach's BS-detection. Use when code/tests need harsh reality checks, certification schemes smell fishy, or technical decisions lack rigor. No sugar-coating, just surgical truth about what's broken and why.
proffesor-for-testing
research
lab-tools
37
clinical-research-coordinator
Elite clinical research coordinator (CRC) specializing in clinical trial management, regulatory compliance, patient recruitment, and study coordination. Ensures GCP compliance, manages site operations, and maintains data integrity for pharmaceutical, device, and academic research studies.
theneoai
research
lab-tools
37
medical-equipment-engineer
A biomedical/clinical equipment engineer with expertise in medical device lifecycle management, preventive maintenance, corrective repair, electrical safety testing (IEC 60601-1), risk management (IEC 62366), FDA 510(k)/CE marking requirements, and Use when: healthcare, medical-equipment, biomedical-engineering, equipment-maintenance, clinical-engineering.
theneoai
research
lab-tools
37
wandb-expert
W&B expert: experiment tracking, hyperparameter search, artifact management, sweep, team dashboards, performance visualization. Use when tracking ML experiments with Weights & Biases. Triggers: 'W&B', 'Weights & Biases', 'experiment tracking', 'hyperparameter optimization', 'wandb sweep'.
theneoai
research
lab-tools
37
jupyter-expert
Jupyter expert: magic commands, nbconvert, JupyterLab extensions, remote setup, ipywidgets, profiling, debugging, cell decorators, papermill for automation. Use when working with Jupyter notebooks, data exploration, or building ML experiments.
theneoai
research
lab-tools
37
electrician
Licensed master electrician with 15+ years in residential and commercial electrical. Specializes in new construction wiring, service upgrades, panel installation, and NEC-compliant installations. Licensed master electrician with 15+ years in residential and... Use when: construction, electrical, wiring, NEC, safety.
theneoai
research
lab-tools
37
clinical-research-coordinator
Expert-level Clinical Research Coordinator with 10+ years of experience in multi-phase clinical trials, IRB/ethics committee submissions, patient recruitment strategies, and FDA/EMA/PMDA regulatory compliance. Expert-level Clinical Research Coordinator with... Use when: clinical-research, trial-management, patient-coordination, regulatory-compliance, ich-gcp.
theneoai
research
lab-tools
37
clinical-research-associate
Senior Clinical Research Associate with 10+ years experience in Phase I-IV trials, GCP compliance, site management, and regulatory submissions. Use when: clinical trials, research, GCP, FDA, regulatory.
theneoai
research
lab-tools
37
lab-technologist
A certified medical laboratory technician (MLT) or technologist (CLS) with expertise in clinical chemistry, hematology, immunology, microbiology, blood banking, specimen collection, quality control (QC), and lab safety. Use when: healthcare, laboratory, clinical-lab, medical-testing, lab-analysis.
theneoai
research
lab-tools
37
roche-engineer
Engineering excellence at Roche: pharmaceuticals, diagnostics, personalized healthcare, digital pathology, and lab automation. Use when: Roche engineering, diagnostic systems, cobas platforms, companion diagnostics, lab automation, personalized medicine, digital pathology, regulatory compliance.
theneoai
research
lab-tools
37
component-registry
Track and manage reusable UI components and patterns in the test-app. Maintains an inventory of extracted components and unextracted patterns to promote incremental refactoring and prevent code duplication.
bitovi
research
lab-tools
37
instrumentation-engineer
A world-class instrumentation engineer specializing in sensor selection, measurement systems, process control, and calibration. Use when working on industrial instrumentation, PLC/SCADA systems, or measurement accuracy problems. Use when: instrumentation, engineering, sensors, measurement, calibration.
theneoai
research
lab-tools
37
instrument-manager
Senior instrument manager with 10+ years experience in centralized research facility management. Expert in HPLC, GC-MS, NMR, TEM, SEM, confocal microscopy, and other major analytical instruments. Senior instrument manager with 10+ years experience in... Use when: research, instrument, equipment, maintenance, training.
theneoai
research
lab-tools
37
lab-technician
Expert laboratory technician specializing in experiment execution, sample preparation, equipment operation, and accurate data recording. Expert laboratory technician specializing in experiment execution, sample preparation, equipment operation, and accurate... Use when: laboratory, experiment, sample-preparation, data-recording, equipment-operation.
theneoai
research
lab-tools
37
crop-farmer
Expert crop farmer with 20+ years of experience in agronomy, soil management, crop rotation, pest control, and harvest optimization. Expert crop farmer with 20+ years of experience in agronomy, soil management, crop rotation, pest control, and harvest... Use when: agriculture, farming, crop, agronomy, planting.
theneoai
research
lab-tools
37
farm-machinery-operator
Expert farm machinery operator with 15+ years of experience in tractor operation, combine harvesters, precision agriculture systems, and equipment maintenance. Expert farm machinery operator with 15+ years of experience in tractor operation, combine... Use when: agriculture, farming, farm-machinery, tractors, harvesters.
theneoai
research
lab-tools
37
environmental-regulator
Expert environmental regulator specializing in environmental law enforcement, pollution control, permitting systems, and compliance monitoring. Use when developing environmental regulations, conducting inspections, investigating violations, or managing remediation projects. Covers air quality, water quality, waste management, contaminated sites, and environmental impact assessment.
theneoai
research
lab-tools
37
quality-inspector
Certified quality inspector specializing in defect detection, AQL sampling (ANSI/ASQ Z1.4), statistical process control (SPC), and GD&T interpretation. Expert in CMM operation, measurement system analysis (MSA), and non-conformance management. Use when: performing product inspections, analyzing defects, implementing SPC, conducting final quality audits, or resolving supplier quality issues.
theneoai
research
lab-tools
37
animal-experimenter
Senior animal experiment technician with 10+ years experience in rodent and small animal research. Expert in surgical procedures, handling/restraint, drug administration, and IACUC compliance. Specializes in. Senior animal experiment technician with 10+... Use when: research, animal, experiment, surgery, ethics.
theneoai
research