similarity-diode
Use when working with diode similarity calculations - comparing signal/rectifier/zener/Schottky diode MPNs, understanding equivalent groups like 1N4148/1N914, or diode-specific similarity logic.
mechinterp-next-step-planner
Propose next mechanistic interpretability experiments based on research state, hypotheses, and existing evidence
similarity-regulator
Use when working with voltage regulator similarity calculations - comparing 78xx/79xx fixed regulators, LM317/LM337 adjustable regulators, or voltage regulator-specific similarity logic.
competitor-landscape
Analyze competitive landscape for drugs including clinical pipeline, mechanism of action, development status, and company profiles. Use this skill for competitive intelligence, pipeline tracking, market analysis, and investment due diligence. Supports drug names, target areas, or disease indications. Keywords: competitor, competition, landscape, pipeline, drugs, market analysis
similarity-led
Use when working with LED similarity calculations - comparing LED MPNs, understanding color bins, brightness bins, families, or LED-specific similarity logic.
admet-prediction
ADMET (Absorption, Distribution, Metabolism, Excretion, Toxicity) prediction for drug candidates. Use for assessing drug-likeness, PK properties, and safety risks early in drug discovery. Keywords: ADMET, PK, toxicity, drug-likeness, DILI, hERG, bioavailability
safety-checklist
Robotics safety validation checklist for reviewing robot code and configurations. Use when reviewing URDF files, ROS 2 nodes, or any robotics content for safety issues.
diagnostic-handshake-protocol
Execute diagnostic handshake to verify system state and calibration.
capture-health-check
End-to-end health check for WaveCap-SDR captures. Use when captures are stuck in "starting" state, spectrum analyzer not updating, audio not playing, or to verify the system is working correctly.
behavioral-profile-calibration
Calibrate behavioral profiles for consistent agent operation.
opentrons-integration
Official Opentrons Protocol API for OT-2 and Flex robots. Use when writing protocols specifically for Opentrons hardware with full access to Protocol API v2 features. Best for production Opentrons protocols, official API compatibility. For multi-vendor automation or broader equipment control use pylabrobot.
docs-update
Dokumentasjonsvedlikehold og synkroniseringssjekk. Bruk etter større endringer, før release, eller når du mistenker utdatert dokumentasjon.
pylabrobot
Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, simulation. For Opentrons-only protocols with official API, opentrons-integration may be simpler.
field-archivist-memory
Archive and retrieve field session data for cross-session memory continuity.
shatter-and-recalibrate
Shatter compromised calibration and rebuild from ground truth.
experimental-research-metacognition
Do experiment-driven research (hypotheses → minimal repros → evidence) and continuously improve research skills + tooling. Use when behavior is uncertain, contested, or performance-sensitive.
