proteomics-ms-qc
Mass spectrometry raw data quality control using PTXQC, rawTools, or MSstatsQC.
Mass spectrometry raw data quality control using PTXQC, rawTools, or MSstatsQC.
Sets up BMad Samples module in a project. Use when the user requests to 'install samples module', 'configure BMad Samples', or 'setup BMad Samples'.
Sync experiment results from the code repo into the paper's daily experiments log (daily_experiments.tex). Use when you have new experiment results to record, want to update the paper with latest numbers, or log experimental findings from an ML research project.
Manage observability stack lifecycle (start, stop, backup, restore, upgrade). Use when controlling the LGTM stack for Claude Code monitoring.
Self-improving review loop for Ralph Wiggum skills. Reviews skills against best practices, implements improvements, and continues until two consecutive clean reviews. Use when validating or improving the ralph-prompt-* skill suite.
State snapshots and rollback for safe experimentation. Use when creating checkpoints, rolling back changes, managing recovery points, or implementing safe experimentation.
Systematic workflow for debugging Cardano ledger epoch pots mismatches in Dolos. Use when an epoch test fails or treasury/reserves/rewards diverge from DBSync.
Quick overview of all scrapers — quality grades, extraction rates, and coverage gaps.
Autonomous experiment loop: modifies code, runs experiments, evaluates metrics, keeps improvements. Inspired by karpathy/autoresearch + pi-autoresearch + autoexp. Triggers: /autoresearch, 'auto research', 'optimize continuously', 'experiment loop', 'autonomous optimization'.
Check if a marimo notebook is compatible with WebAssembly (WASM) and report any issues.
Faz análise de postura de testes (presença, estrutura, camadas).
Analyze guideline ablation experiment results to determine which guideline sections are essential, marginal, or dispensable. Use when the user asks to analyze ablation results, interpret guideline compaction data, or wants to know which guidelines to keep for AGENTS.md.
Industry standards lookup and compliance tracking for NeqSim engineering tasks. USE WHEN: any engineering task requires standards compliance (API, ISO, NORSOK, DNV, ASME, EN, ASTM), risk assessment, or safety analysis. Provides equipment-to-standards mapping, database query patterns, results.json schema for standards_applied, and risk standards quick-reference.
A well-formed example skill for testing the validator.
Monitor Android device battery status, level, charging state, temperature, and health.
Get Android environmental sensor data - temperature, humidity, pressure, and ambient light level.
Compare 2+ products side-by-side on environmental impact metrics. Normalizes declared units, checks system boundary alignment, and flags LEED MRc2 compliance.
Comprehensive guide to test doubles including mocks, stubs, spies, fakes, and dummies with when-to-use guidelines and anti-pattern avoidance.
Integration testing with Sentry for error tracking, performance monitoring, and release health verification in production environments.
Testing distributed tracing and observability instrumentation with OpenTelemetry including span verification, metric collection, and log correlation.
Managing test environments including provisioning, configuration, data seeding, isolation, cleanup, and environment-as-code patterns.
Detecting and diagnosing flaky tests using statistical analysis, execution recording, environmental factor isolation, and quarantine strategies.
Validating A/B test implementations including traffic splitting accuracy, statistical significance calculation, metric tracking, and experiment cleanup.