lab-tools
43
openspec-verify-change
Verify implementation matches change artifacts. Use when the user wants to validate that implementation is complete, correct, and coherent before archiving.
tsedio
research
sorting
stars
current ordering strategy
query
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lab-tools
43
synth-check-status
Use when the user asks about Synthetic Monitoring check health, status, or trends. Trigger on phrases like "are my checks healthy", "check status", "synth check", "probe status", or when users mention specific check names or IDs. For investigating failing checks use synth-investigate-check. For creating or managing checks use synth-manage-checks.
grafana
research
lab-tools
43
gcx-observability
(Experimental) End-to-end observability setup for Grafana Cloud. Covers instrumentation, SLOs, alerting, synthetic monitoring, k6 load testing, IRM on-call, dashboards, cost optimization, and GitOps export.
grafana
research
lab-tools
43
review-archive
將已完成的人工檢查項目從 tasks artifact 遷移到 docs/manual-review-archive.md，保留追溯資訊。
YuDefine
research
lab-tools
43
autoresearch
Autonomous experiment loop for optimization research. Use when the user wants to: - Optimize a metric through systematic experimentation (ML training loss, test speed, bundle size, build time, etc.) - Run an automated research loop: try an idea, measure it, keep improvements, revert regressions, repeat - Set up autoresearch for any codebase with a measurable optimization target Implements the autoresearch pattern with MAD-based confidence scoring, git branch isolation, and structured experiment logging.
Factory-AI
research
lab-tools
42
specification-validation
Spec doğrulama, implementation karşılaştırma ve completeness kontrolü rehberi.
vuralserhat86
research
lab-tools
42
incident-response
Coordinate security incident response efforts. Includes classification, playbook generation, evidence gathering, and remediation planning. Validates response strategies against best practices.
vuralserhat86
research
lab-tools
41
composition-management
How to create and register compositions. The registry pattern, CompositionEntry type, track system. Read before adding or modifying compositions.
BuilderIO
research
lab-tools
41
ctx-learning-add
Record a learning. Use when discovering gotchas, bugs, or unexpected behavior that future sessions should know about.
ActiveMemory
research
lab-tools
41
ctx-convention-add
Record a coding convention. Use when a repeated pattern should be codified so all sessions follow it consistently.
ActiveMemory
research
lab-tools
41
ctx-alignment-audit
Audit alignment between docs and agent instructions. Use when recipes or docs make claims about agent behavior that may not be backed by the playbook or skills.
ActiveMemory
research
lab-tools
41
query-ado-data
Query ado metadata and measurement data using CLI commands. Use when the user needs to find resources, filter by metadata, retrieve entities and measurements, or get resource schemas. Covers metastore queries (operations, discoveryspaces, samplestores, datacontainers, actuatorconfigurations) and samplestore queries (entities and measurements).
IBM
research
lab-tools
40
memory-forensics
Master memory forensics techniques including memory acquisition, process analysis, and artifact extraction using Volatility and related tools. Use when analyzing memory dumps, investigating inciden...
benjaminasterA
research
lab-tools
40
autoresearch
Autonomous experiment loop that iteratively improves a measurable metric. Given a goal, a verify command, and an optional guard, the agent branches, makes one change, measures the result, and keeps or discards the experiment -- repeating indefinitely. Use this skill when the user wants to optimize something measurable through automated experimentation, autonomous improvement loops, or when they mention "autoresearch". Works for any domain with a quantifiable metric (code performance, ML training, build size, test scores, content quality metrics, etc.).
maragudk
research
lab-tools
40
testing-fixtures
Test fixture patterns — factories, builders, seeders, snapshot testing, and test data management.
InugamiDev
research
lab-tools
40
gsd-verify
Goal-backward verification — verify from must-haves backward to artifacts, detect stubs and regressions
InugamiDev
research
lab-tools
39
iso-13485-certification
Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing documentation, (2) creating Quality Manuals, (3) developing required procedures and work instructions, (4) preparing Medical Device Files, (5) understanding ISO 13485 requirements, or (6) identifying missing documentation for medical device certification. Also use when users mention medical device regulations, QMS certification, FDA QMSR, EU MDR, or need help with quality system documentation.
lingxling
research
lab-tools
39
huggingface-trackio
Track and visualize ML training experiments with Trackio. Use when logging metrics during training (Python API), firing alerts for training diagnostics, or retrieving/analyzing logged metrics (CLI). Supports real-time dashboard visualization, alerts with webhooks, HF Space syncing, and JSON output for automation.
lingxling
research
lab-tools
39
superplan-verify
Use when you are about to say work is complete, fixed, passing, or ready and need fresh proof from the real workspace harness first.
superplan-md
research
lab-tools
38
quality-metrics
Measure quality effectively with actionable metrics. Use when establishing quality dashboards, defining KPIs, or evaluating test effectiveness.
proffesor-for-testing
research
lab-tools
38
shift-left-testing
Move testing activities earlier in the development lifecycle to catch defects when they're cheapest to fix. Use when implementing TDD, CI/CD, or early quality practices.
proffesor-for-testing
research
lab-tools
38
shift-right-testing
Testing in production with feature flags, canary deployments, synthetic monitoring, and chaos engineering. Use when implementing production observability or progressive delivery.
proffesor-for-testing
research
lab-tools
38
exploratory-testing-advanced
Advanced exploratory testing techniques with Session-Based Test Management (SBTM), RST heuristics, and test tours. Use when planning exploration sessions, investigating bugs, or discovering unknown quality risks.
proffesor-for-testing
research
lab-tools
38
hig-components-controls
Apple HIG guidance for selection and input controls including pickers, toggles, sliders, steppers, segmented controls, combo boxes, text fields, text views, labels, token fields, virtual keyboards, rating indicators, and gauges. Use this skill when the user says "picker or segmented control," "how should my form look," "what keyboard type should I use," "toggle vs checkbox," or asks about picker design, toggle, switch, slider, stepper, text field, text input, segmented control, combo box, label, token field, virtual keyboard, rating indicator, gauge, form design, input validation, or control state management. Cross-references: hig-components-menus, hig-components-dialogs, hig-components-search.
raintree-technology
research