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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

2,408 results · page 59 of 81

  • competitor-scanSkillMonitoring & ops

    Set someone up, from scratch, with their own weekly Competitor Radar dashboard. Use when a user wants to start tracking competitors, build their own competitor dashboard, monitor rivals' socials/SEO/subscribers, or "set me up with something like the competitor radar." Runs an interactive Q&A (niche,

    Ready to connect★ 62

    github.com/naveedharri/benai-skills62 stars

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  • fred-performance-reviewerSkillMonitoring & ops

    Review FRED changes for runtime performance, concurrency, and async correctness as an independent, skeptical senior reviewer. Use when reviewing anything on the agent execution loop, LLM call sites, tool invocation, KPI/log emission, middleware, shared clients (HTTP/model/DB), caches, or any code th

    Ready to connect★ 62

    github.com/thalesgroup/fred60 stars

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  • live-observability-sessionSkillMonitoring & ops

    Start Fred's backends and watch their logs/metrics/audit trail live while the developer drives the frontend/chat by hand. Use for manual observability or KPI test campaigns, or to diagnose a "does X actually log/emit/audit correctly" question against the three-stream model in OBSERVABILITY-AND-AUDIT

    Ready to connect★ 62

    github.com/thalesgroup/fred60 stars

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  • oss-debug-ciSkillMonitoring & ops

    Debug CI failures in unfamiliar repo pipelines. Reads CI configs, fetches failure logs, classifies the failure type, and guides the user through diagnosing and fixing the issue. Use when CI fails on your PR in an OSS repo, when you don't understand a CI error, or when debugging GitHub Actions/Circle

    Ready to connect★ 62

    github.com/chiruu12/oss-skills62 stars

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  • cv-3d-encoder-2d-decoder-segmentationSkillMonitoring & ops

    3D ResNet encoder extracts volumetric features, pools depth dimension, then feeds into a 2D UNet/FPN decoder for segmentation

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-3d-mixup-augmentationSkillMonitoring & ops

    Applies Mixup augmentation to 3D volumetric images and their segmentation masks, interpolating both inputs and loss targets.

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-arcface-metric-learningSkillMonitoring & ops

    ArcFace angular margin loss layer for learning discriminative embeddings — used in image retrieval, product matching, and face recognition

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-detectron2-custom-data-mapperSkillMonitoring & ops

    Custom Detectron2 data mapper with photometric augmentations that properly transforms images, bounding boxes, and instance masks in sync

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-differentiable-soft-f1-lossSkillMonitoring & ops

    Use a soft macro-F1 loss `1 − mean(2·tp / (2·tp + fp + fn))` computed from raw sigmoid probabilities (no thresholding) as a direct training objective for multi-label classification, optionally combined with BCE — closes the gap between training surrogate and the F1 metric the leaderboard scores

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-heavy-augmentation-pipelineSkillMonitoring & ops

    Comprehensive albumentations augmentation combining geometric, photometric, noise, blur, and cutout transforms for robust CV training.

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-iou-weighted-assignment-metricSkillMonitoring & ops

    Evaluation scorer that merges predictions with GT per frame, takes top-IoU match per GT, and computes weighted accuracy with IoU threshold gate

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-lap-hard-negative-miningSkillMonitoring & ops

    Use linear assignment problem (LAP/lapjv) on a score matrix to select globally optimal hard-negative pairs for metric learning

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-learned-distance-metricSkillMonitoring & ops

    Trainable nonlinear distance metric that transforms (v1-v2) and (v1-v2)^2 through a linear layer before computing squared norm

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-levenshtein-distance-metricSkillMonitoring & ops

    Evaluates image-to-sequence models using mean Levenshtein edit distance between predicted and ground-truth strings.

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-middle-mip-std-volume-projectionSkillMonitoring & ops

    Compress a 3D medical volume into a 3-channel 2D image by stacking the middle slice, the max-intensity projection across depth, and the per-pixel std across depth — a poor-man's volumetric encoding that lets any pretrained 3-channel 2D CNN ingest a whole series in a single forward pass

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-multi-scale-patch-training-pyramidSkillMonitoring & ops

    Generate count-regression training patches at a geometric pyramid of image scales (0.9^k) so one CNN handles within- and between-image object-size variation without explicit anchors

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • cv-separable-temporal-spectral-cnnSkillMonitoring & ops

    2D CNN with asymmetric kernels — temporal convolutions (Nx1) then spectral convolutions (1xM) — to decouple time and feature extraction

    Ready to connect★ 61

    github.com/wenmin-wu/ds-skills59 stars

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  • longbridge-intelSkillMonitoring & ops

    Market intelligence: strategy screener, popularity rankings, top movers with news correlation, quote anomalies, index/ETF constituent stocks, morning briefings, catalyst monitoring for watchlist, event-driven strategies, ETF fund flows, sector rotation, market microstructure, supply chain analysis,

    Ready to connect★ 61

    github.com/longbridge/skills61 stars

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  • longbridge-watchlistSkillMonitoring & ops

    Watchlist group management (list/create/rename/delete/add/remove symbols), price alerts (list/add/delete), and community stock lists (sharelist: list/detail/create/delete/manage) via Longbridge. Mutating operations require explicit user confirmation (dry-run protocol). Triggers: "自选股", "添加自选", "删除自选

    Ready to connect★ 61

    github.com/longbridge/skills61 stars

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  • monitoring-specialistSkillMonitoring & ops

    System monitoring, alerting, and observability implementation

    Ready to connect★ 61

    github.com/vinix24/vnx-orchestration57 stars

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  • second-brain-graphSkillMonitoring & ops

    Analyse the vault's link graph and report on its shape: orphan rate, average degree, components, hubs, bridges and clusters, with what each number means for retrieval. Use this skill when the user asks about the health or structure of their graph, wants metrics, asks which pages are most connected o

    Ready to connect★ 59

    github.com/undefined-ui/second-brain-os61 stars

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  • second-brain-metricsSkillMonitoring & ops

    Record a dated snapshot of the vault's health numbers and compare against previous snapshots so trends are visible. Use this skill for a monthly or quarterly check, when the user asks whether the vault is improving, or asks to track its numbers over time. Do NOT use for a one-off graph analysis, whi

    Ready to connect★ 59

    github.com/undefined-ui/second-brain-os61 stars

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  • app-developmentSkillMonitoring & ops

    Scaffold and architect custom Frappe apps including app structure, hooks, background jobs, service layers, and production hardening. Use when creating new apps, setting up app architecture, or implementing cross-cutting patterns like caching, logging, and error handling.

    Ready to connect★ 60

    github.com/lubusin/frappe-skills60 stars

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  • Complete Rust DevelopmentSkillMonitoring & ops

    A comprehensive skill for Rust development that combines error handling, testing, and logging patterns. Demonstrates the 'includes' composition feature by merging content from multiple standalone skills.

    Ready to connect★ 60

    github.com/dicklesworthstone/remote_compilation_helper60 stars

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  • Logging PatternsSkillMonitoring & ops

    Common logging patterns and practices. This skill is designed to be included in composite skills via the 'includes' feature.

    Ready to connect★ 60

    github.com/dicklesworthstone/remote_compilation_helper60 stars

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  • quant-analysisSkillMonitoring & ops

    Quantitative finance analysis including portfolio optimization, risk modeling, and time series econometrics using jupyter_execute

    Ready to connect★ 60

    github.com/zaoqu-liu/scienceclaw59 stars

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  • scoringSkillMonitoring & ops

    Quantitative scoring framework for measuring audit quality with objective metrics to evaluate performance, track improvement over time, and identify areas needing attention. Use when benchmarking audit thoroughness, comparing engagement quality, or building quality gates into CI pipelines.

    Ready to connect★ 60

    github.com/0x-shashi/web3-audit-skills57 stars

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  • syncfusion-maui-radial-gaugeSkillMonitoring & ops

    Implements Syncfusion .NET MAUI Radial Gauge (SfRadialGauge) components. Use when working with radial gauges, circular gauges, speedometers, temperature monitors, meter gauges, or circular data visualization in .NET MAUI applications. This skill covers installation, axis configuration, ranges, point

    Ready to connect★ 60

    github.com/syncfusion/maui-ui-components-skills60 stars

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  • detecting-beaconing-patterns-with-zeekSkillMonitoring & ops

    'Performs statistical analysis of Zeek conn.log connection intervals

    Ready to connect★ 57

    github.com/adriannoes/awesome-agentic-ai59 stars

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  • detecting-model-extraction-attacksSkillMonitoring & ops

    Detect model stealing, model inversion, and membership inference performed through inference-API abuse by monitoring query patterns, applying output perturbation, and red-teaming your own model's extractability.

    Ready to connect★ 57

    github.com/adriannoes/awesome-agentic-ai59 stars

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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.

53,585 of the 54,017 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.

See how to connect your AI