Skills.
Give your AI a better way to work.
A skill is a set of written instructions that teaches an AI how to do one job the way it should be done: review a pull request, plan a migration, write the release notes.
Install one here and it travels with your account into Claude, Claude Code, Cursor and every other client you sign in with.
Category: Monitoring & ops
2,353 results · page 35 of 79
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education-data-source-fsaSkillMonitoring & ops
FSA — Title IV aid at institution level (~5,500 institutions, 1999-2021). Pell Grants, Direct/PLUS loans, campus-based aid, financial responsibility scores, 90/10 metrics. Use for aid distribution, loan volume, or for-profit analysis. By unitid.
Ready to connect★ 235
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scikit-learnSkillMonitoring & ops
Machine learning: clustering, PCA/t-SNE/UMAP, classification, prediction regression (Ridge/Lasso/ensemble), cross-validation, Pipelines. For unsupervised analysis, classification, or prediction. For econometric regression use pyfixest/statsmodels. R equivalent: tidymodels (use when execution languag
Ready to connect★ 235
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xcode-controlSkillMonitoring & ops
Control the running Xcode session to build, clean, test, run, and inspect build logs or errors via AppleScript. Use as a direct CLI replacement for the Xcode MCP bridge when developing swmpc, widgets, or schemes in an open Xcode workspace.
Ready to connect★ 235
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better-auth-security-best-practicesSkillMonitoring & ops
Configure rate limiting, manage auth secrets, set up CSRF protection, define trusted origins, secure sessions and cookies, encrypt OAuth tokens, track IP addresses, and implement audit logging for Better Auth. Use when users need to secure their auth setup, prevent brute force attacks, or harden a B
Ready to connect★ 229
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integration-e2e-testingSkillMonitoring & ops
Selects and designs the smallest integration/E2E test set that proves accepted behavior at an observable boundary. Use when writing or reviewing E2E or integration tests.
Ready to connect★ 228
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motioneyes-visual-analysisSkillMonitoring & ops
Pixel-based motion and UI change analysis from frame sequences or screenshots using computer vision and visual comparison. Use when `.transition` or visual effects are not observable via MotionEyes logs, when you only have screenshots/video, when you need regression diffs across builds, or when you
Ready to connect★ 228
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ideaSkillMonitoring & ops
Use when capturing ONE new idea the user voices and wants recorded — "save this idea", "I have an idea", "log this idea", "/idea", "idea: ...". Creates a provenance-tracked folder (one folder per idea) in your ideas repo, dedups against an index, optionally mirrors to a GitHub Project view filtered
Ready to connect★ 226
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pm-metricsSkillMonitoring & ops
Reviews product metrics — trends, anomalies, root causes, and actionable recommendations. Includes North Star decomposition (L1/L2), retention curve diagnostics, funnel analysis, A/B experiment breakdown, OKR alignment checks, and an anomaly attribution framework. User-invoked only — do NOT auto-tri
Ready to connect★ 226
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A/B Test ValidationSkillMonitoring & ops
Validating A/B test implementations including traffic splitting accuracy, statistical significance calculation, metric tracking, and experiment cleanup.
Ready to connect★ 224
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AI/ML Model TestingSkillMonitoring & ops
Testing machine learning models including accuracy validation, bias detection, drift monitoring, A/B testing, and model regression testing.
Ready to connect★ 224
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Alerting & Monitoring TestingSkillMonitoring & ops
Testing monitoring and alerting configurations including threshold validation, alert routing, escalation policies, and false-positive rate monitoring.
Ready to connect★ 224
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Distributed Tracing TestingSkillMonitoring & ops
Testing distributed tracing implementations including context propagation, span correlation, baggage handling, and trace sampling verification.
Ready to connect★ 224
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fixSkillMonitoring & ops
ALWAYS activate this skill before fixing ANY bug, error, test failure, CI/CD issue, type error, lint, log error, UI issue, code problem.
Ready to connect★ 224
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effect-safety-validatorSkillMonitoring & ops
Detect and fix unsafe effect patterns in Angular signals including constructor effects, form mutations, observable subscriptions in effects, and feedback loops. Use when fixing infinite loops, detecting ObjectUnsubscribedError, preventing form mutation side effects, or validating effect safety patte
Ready to connect★ 223
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s4h-cognition-metacognitionSkillMonitoring & ops
Applies thinking-about-thinking as a practical tool — monitoring comprehension, calibrating confidence, and knowing what you do not know. Use when asked 'how confident should I be about this', 'am I actually understanding this or just recognising it', 'what do I not know that I should know', 'I thin
Ready to connect★ 223
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s4h-ethics-crisis-triageSkillMonitoring & ops
Rapid multi-framework ethical assessment when something has already gone wrong — a data breach, a harmful outcome, a discriminatory incident, a policy failure, or any situation requiring an urgent ethical response. Use when the user is dealing with an active incident or has just discovered something
Ready to connect★ 223
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s4h-game-theory-signalingSkillMonitoring & ops
Analyses credibility problems and designs signals that are believable because they're costly to fake. Triggers: 'how do I signal credibly', 'signaling', 'they won't believe me', 'cheap talk', 'commitment device', 'how do I make a credible commitment', 'asymmetric information', 'how do I prove I'm se
Ready to connect★ 223
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s4h-probability-expected-value-calculationSkillMonitoring & ops
Calculates expected value to compare options under uncertainty. Use when asked about 'expected value', 'is this risk worth taking', 'EV calculation', 'compare these options', 'worth the risk', or 'asymmetric risk'.
Ready to connect★ 223
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asymmetric-route-cost-overtake-proofSkillMonitoring & ops
Create original short videos using the 外线超车证明｜并排行驶、较长路线与车头领先 Creative DNA for MiniMax H3 or Seedance 2.0. Use when the user wants this causal, camera, motion, rhythm, or payoff structure with new subjects and surfaces.
Ready to connect★ 217
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breach-resistance-with-asymmetric-forceSkillMonitoring & ops
Create original short videos using the 非对称突破｜密集阻力到空间制度改变 Creative DNA for MiniMax H3 or Seedance 2.0. Use when the user wants this causal, camera, motion, rhythm, or payoff structure with new subjects and surfaces.
Ready to connect★ 217
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supportSkillMonitoring & ops
Triage a GitHub issue using diagnostics archives and logs. Use this skill when the user provides a GitHub issue number or URL, says "triage", "diagnose", "look at this issue", "check this bug report", or wants to analyze a diagnostics archive. Handles decryption, log analysis, device identification,
Ready to connect★ 221
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agent-lightningSkillMonitoring & ops
Train and optimize AI agents using Microsoft's Agent Lightning framework with reinforcement learning. Use when setting up agent training, instrumenting agents with tracing, configuring LightningStore, implementing reward functions, or optimizing prompts with RL/APO algorithms.
Ready to connect★ 220
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admin-dashboardSkillMonitoring & ops
Extend and modify the admin dashboard, developer portal, and operations console. Use when adding new admin tabs, metrics, monitoring features, or internal tools. Activates for dashboard development,
Ready to connect★ 219
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computer-vision-pipelineSkillMonitoring & ops
Build production computer vision pipelines for object detection, tracking, and video analysis. Handles drone footage, wildlife monitoring, and real-time detection. Supports YOLO, Detectron2,
Ready to connect★ 219
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cost-accrual-trackerSkillMonitoring & ops
Track real-time API cost accrual during LLM execution. Activate on 'cost tracking', 'token usage', 'API costs', 'budget monitoring', 'usage metrics'. NOT for cost estimation, pricing tiers,
Ready to connect★ 219
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error-handling-patternsSkillMonitoring & ops
Design error handling strategies for TypeScript and Python applications — exception hierarchies, Result/Either types, retry patterns, error boundaries, and structured error logging. Use when
Ready to connect★ 219
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hrv-alexithymia-expertSkillMonitoring & ops
Heart rate variability biometrics and emotional awareness training. Expert in HRV analysis, interoception training, biofeedback, and emotional intelligence. Activate on 'HRV', 'heart rate variability',
Ready to connect★ 219
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logging-observabilitySkillMonitoring & ops
'Structured logging, distributed tracing, and metrics for production applications. [What: OpenTelemetry setup, log level strategy, correlation IDs, SLI/SLO alerting thresholds, Grafana dashboard
Ready to connect★ 219
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ml-system-design-interviewSkillMonitoring & ops
Coaches end-to-end ML system design interviews covering inference pipelines, recommendation systems, RAG, feature stores, and monitoring. Use for L6+ design rounds, ML architecture whiteboarding,
Ready to connect★ 219
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gilfoyleSkillMonitoring & ops
SRE agent that does what you can't. Queries your observability stack. Finds root causes. Doesn't panic. Doesn't guess. Doesn't care about your feelings. Use for incident response, debugging, root cause analysis, or log analysis.
Ready to connect★ 218
What is a skill?
A skill is plain text, usually a SKILL.md file and the scripts it refers to, written for an AI rather than for a person. It carries the steps, the house rules and the examples a good answer needs, so you stop pasting the same briefing into every new chat.
52,524 of the 52,958 skills listed here can be served through ahel today, and they come from public repositories. Each one has its own page with the instructions themselves on it, so you can read what a skill will tell your AI to do before you install it.
Install one and every AI you use gets it
Installing a skill adds it to your gateway and turns it on in the same step. Claude Code surfaces it as a slash command; any client can read the full instructions with the skill_read tool.
Nothing is copied into a project folder. The instructions are served from your account, so the same skill is there in every AI you connect, and turning it off removes it from all of them at once.