Skills worth trusting.
Agent skills from Anthropic, OpenAI, skills.sh, ClawHub, SkillsMP and other reputable sources. Savant scans each one with NVIDIA SkillSpector and evaluates it live, with an LLM drafting and running test cases and Jev validating and scoring them. Workspaces import any skill into their own repositories through a reviewed pull request. Every listing on each hub is enumerated; packages are fetched, scanned and evaluated most-popular first as daily capacity allows.
livekit-agents
Build voice AI agents with LiveKit Cloud and the Agents SDK. Use when the user asks to "build a voice agent", "create a LiveKit agent", "add voice AI", "implement handoffs", "structure agent workflows", or is working with LiveKit Agents SDK. Provides opinionated guidance for the recommended path: LiveKit Cloud + LiveKit Inference. REQUIRES writing tests for all implementations.
launchdarkly-flag-create
Create and configure LaunchDarkly feature flags in a way that fits the existing codebase. Use when the user wants to create a new flag, wrap code in a flag, add a feature toggle, or set up an experiment. Guides exploration of existing patterns before creating.
mutation-testing
Configures mewt or muton campaigns, analyzes surviving mutants, and investigates bugs exposed by testing gaps. Use when setting up mutation testing, reviewing campaign results, identifying equivalent mutants, or finding bugs from surviving mutations.
coder
Code specialist for writing, debugging, and technical implementation. Use when the user needs code written, bugs fixed, files edited, or features built.
app-sdk-concepts
Use when starting any grafana-app-sdk work — scaffolding a Grafana app, initializing a Grafana App Platform app, picking a deployment mode (standalone operator / grafana/apps / frontend-only), wiring app-specific config, or onboarding to the SDK. Covers `grafana-app-sdk` CLI install, `project init` per deployment mode, project layout, the schema-centric workflow (CUE kinds → generated code → reconciler/admission logic), and `SpecificConfig` for env-driven app configuration. Use even if the user just says "make a new app", "Grafana app platform", "kinds and watchers", "operator scaffold", or asks about `apps/` inside the Grafana repo, without naming the SDK explicitly.
marp-slide
Create professional Marp presentation slides with 7 beautiful themes (default, minimal, colorful, dark, gradient, tech, business). Use when users request slide creation, presentations, or Marp documents. Supports custom themes, image layouts, and "make it look good" requests with automatic quality improvements.
humaniseur-fr
Remove AI-writing patterns from French text and inject voice and personality. Use when editing, reviewing, or rewriting French content that reads like ChatGPT or Claude output. Detects and fixes 38 patterns: AI vocabulary (crucial, essentiel, notamment, dans le paysage), anglicisms from English-first models (faire du sens, adresser un problème), formulaic openings (À l'ère de, Dans un monde où), participle clauses in -ant, em dash overuse, decorative emojis, mixed guillemets and apostrophes, uniform sentence length. Trigger on humaniser, déslopifier, nettoyer le texte IA, enlever le slop, make it sound human. Do NOT use for English text — use samber/cc-skills@humanizer-en-asd-ste100 instead.
reconciler-logic
Implement reconcilers and watchers for grafana-app-sdk apps — write `TypedReconciler[*MyKind]` reconcile functions, apply generation-based skip patterns, do conflict-safe status updates via `resource.UpdateObject`, configure `BasicReconcileOptions` (namespace, label/field filters, finalizer management), use `Watcher` for event-style handling, reconcile `UnmanagedKinds` (resources your app doesn't own), and register the whole thing in `app.go`. Use when writing a reconciler, implementing the reconcile loop, adding async business logic, handling create/update/delete events, processing resource state changes, scheduling periodic resyncs with `RequeueAfter`, picking between Watcher and Reconciler, or wiring a controller into `app.go` — even when the user says "process this resource", "handle X events", or "write a controller" without saying "reconciler".
cue-kind-definition
Author CUE kind definitions for grafana-app-sdk apps - schemas, versioning, field constraints, named type definitions, custom routes, and codegen configuration. Scaffolds kinds via `grafana-app-sdk project kind add`, writes spec/status schemas with type constraints (regex, enum, range), defines `#`-prefixed named types for reusable structs, registers versions in the app manifest, and runs `grafana-app-sdk generate` with explicit error recovery. Use when working with CUE kinds, adding a new resource type, adding a version to an existing kind, writing schema field constraints, defining `#Definition` types, adding custom routes, editing files under `kinds/`, or when the user asks to "model a resource", "add a CUE schema", or "write a kind" — even without saying "CUE" explicitly.
dimensional-analysis
Annotates codebases with dimensional analysis comments documenting units, dimensions, and decimal scaling. Use when someone asks to annotate units in a codebase, perform a dimensional analysis, or find vulnerabilities in a DeFi protocol, offchain code, or other blockchain-related codebase with arithmetic. Prevents dimensional mismatches and catches formula bugs early.
domain-modeling
构建并打磨项目的领域模型。适用于讨论 codebase 术语、编写或编辑 CONTEXT.md，或记录或编辑 ADR。
fleet-management
Manage a fleet of Grafana Alloy collectors with Fleet Management — author Alloy pipelines once, target them via attribute matchers (`env="production"`, regex `region=~"us-.*"`), push remotely via OpAMP without restarting collectors. Covers pipeline create / update / matcher RPCs, collector attribute API, `remotecfg` bootstrap block (standalone + Helm), pre-deploy `alloy fmt` validation, the local Alloy UI at port 12345 for component health, and post-deploy `REMOTE_CONFIG_STATUS_APPLIED` verification. Use when standing up a Cloud Alloy fleet, pushing a config change to 200 collectors, hunting why one collector shows `REMOTE_CONFIG_STATUS_FAILED`, validating River syntax before saving, or wiring `discovery.kubernetes` → `prometheus.remote_write` — even when the user says "configure Alloy", "remote config the collectors", "push pipeline", "OpAMP", "collector is unhealthy", or "manage agent config centrally" without naming Fleet Management.
cost-management
Cut your Grafana Cloud bill by attributing spend to teams and reducing telemetry volume. Covers FOCUS-compliant billing dashboards, cost-attribution labels in Alloy, Adaptive Metrics (cardinality reduction), Adaptive Logs (drop/sample), Adaptive Traces (tail sampling), usage alerts, and an optimization checklist. Use when investigating a high Grafana Cloud bill, attributing observability cost to a team or service, reducing active series / log bytes / trace spans, or setting up usage / quota alerts — even when the user says "our Grafana bill is too high", "who's burning the most metrics", "drop debug logs", "sample our traces", or "alert me before we hit quota" without naming Cost Management.
testing
Probe, load-test, and instrument frontends from Grafana Cloud. Covers Synthetic Monitoring (HTTP / DNS / TCP / Ping / Traceroute / Multihttp / k6-browser scripted checks from 20+ global probes, alert on `probe_success` + TLS-cert expiry), Grafana Cloud k6 (distributed load tests across AWS load-zones, scenarios, `http_req_duration` thresholds, CI integration via `grafana/k6-action`), and Frontend Observability with Faro Web SDK (RUM, Core Web Vitals, custom events, `pushError`, distributed-trace correlation). Use when checking website / API uptime from multiple regions, gating a release on a load test, watching for TLS-cert renewal, instrumenting a React/Vue app, tracking Core Web Vitals, or correlating frontend errors to backend traces — even when the user says "is my login flow up?", "monitor my API", "ping our endpoint every minute", "release-gate load test", "browser performance monitoring", "session replay", or "RUM" without naming Synthetic Monitoring / k6 / Faro.
technical-article-writer
Write technical articles and blog posts for developer audiences — tutorials, explainers, benchmarks, bug hunts, postmortems, and 'we rewrote it in X' posts — with title variants and developer-grade article structure. Use whenever the user asks to write a blog post, technical article, dev.to or Medium post, or any long-form technical content, including 'write about [technical topic]', 'turn this into a blog post', or 'I want to publish something about X', even without naming a format. Do NOT use for newsletter or Substack issues — use samber/cc-skills@substack-ghostwriting instead. Do NOT use for codifying an author's voice — use samber/cc-skills@copywriting-prose-creator instead.
diagramming-code
Generates Mermaid diagrams from Trailmark code graphs. Produces call graphs, class hierarchies, module dependency maps, containment diagrams, complexity heatmaps, and attack surface data flow visualizations. Use when visualizing code architecture, drawing call graphs, generating class diagrams, creating dependency maps, producing complexity heatmaps, or visualizing data flow and attack surface paths as Mermaid diagrams.
user-story
Create user stories with Mike Cohn format and Gherkin acceptance criteria. Use when turning user needs into development-ready work with clear outcomes and testable conditions.
test-guard
Review generated or changed test code against universal testing rules before it ships. Best used reactively after an agent writes, edits, generates, or refactors tests, before presenting, committing, or merging them. Use for pytest (test_*.py, *_test.py), PHPUnit/Pest (*Test.php), Jest/Vitest (*.test.ts, *.spec.js), Go (*_test.go), files under tests/, __tests__/, or spec/, and review requests like 'write tests for X', 'add tests', 'test this', 'review these tests', or PR diffs containing tests. Can also guide test writing when explicitly invoked before the work. This skill is the quality gate that prevents AI-generated test bloat. DO NOT USE for production or implementation code review (use clean-code-guard), CI or test-runner configuration, running or debugging tests, or general architecture discussion.
send-data
Sending telemetry data to Grafana Cloud — metrics via Prometheus remote write or OTLP, logs via Loki push or Alloy, traces via OTLP to Tempo, profiles via Pyroscope. Covers Alloy-based pipelines, direct SDK/agent integrations, cloud integrations catalog, and credentials management. Use when connecting an application or infrastructure to Grafana Cloud, setting up data ingestion, configuring remote write, or choosing between ingestion methods.
swiftdata
Implement, review, or improve data persistence using SwiftData. Use when defining @Model classes with @Attribute, @Relationship, @Transient, #Unique, or #Index; when querying with @Query, #Predicate, FetchDescriptor, or SortDescriptor; when configuring ModelContainer and ModelContext for SwiftUI or background work with @ModelActor; when planning schema migrations with VersionedSchema and SchemaMigrationPlan; when setting up CloudKit sync with ModelConfiguration; or when coexisting with or migrating from Core Data.
oncall-irm
Route alerts, run on-call rotations, and drive incidents in Grafana IRM / OnCall — integrations (Alertmanager / Grafana Alerting / generic webhook / PagerDuty), Jinja2 routing + grouping templates, escalation chains (wait → notify schedule → notify team → webhook → auto-resolve), schedules (web + iCal + Terraform `grafana_oncall_schedule`), Slack chatops with Acknowledge/Resolve/Silence, and the P1-P4 incident lifecycle. Use when wiring Alertmanager to OnCall, deciding which team gets paged, building rotations from a Google Calendar / iCal, hooking up Slack notifications, or declaring an incident from an alert — even when the user says "page the platform team on critical alerts", "send Prometheus alerts to Slack", "set up our on-call rota", "escalation policy", or "auto-resolve when the alert clears" without naming OnCall / IRM. Heads up — OnCall OSS is in maintenance mode (archived March 2026); Grafana Cloud users should use IRM.
generating-flow
Generate Salesforce Flows using the MCP tool execute_metadata_action. Use when the user asks to create, build, or generate a flow — including Screen, Autolaunched, Record-Triggered (before/after-save), Scheduled. Also trigger for flow-like requests such as "when a record is created", "trigger daily at", "send an email when", "update the field when", "automate", "workflow", or "flow XML/metadata". This is the only skill for Salesforce Flow generation.
event-planning-timeline
Build the months-long work-back plan for a tech event, any edition - the doors-open anchor date, parallel tracks (venue, program/CFP, sponsors, marketing, ticketing) each worked back from that date, cross-track dependency gates, a buffer policy through latest-safe commitment dates, and replanning checkpoints that cut scope instead of moving the date. Use whenever asked to build an event planning timeline, conference retroplanning, a work-back or reverse schedule, event milestone sequencing, or to replan an event running behind schedule. Scheduling mechanics only. Do NOT use to pick the date itself - use samber/dev-event-organizer-skills@event-date-selection - or for the day-of run of show - use samber/dev-event-organizer-skills@event-run-of-show.
cloud-integrations
Set up, configure, and troubleshoot Grafana Cloud integrations for AWS, Azure, and other cloud providers. Use when the user asks to connect AWS CloudWatch, set up Azure Monitor, configure Confluent Cloud observability, install a Grafana integration, set up hosted exporters, use AWS Firehose for CloudWatch logs, or troubleshoot a cloud integration. Triggers on phrases like "AWS CloudWatch", "Azure Monitor", "Confluent integration", "cloud integration", "hosted exporter", "AWS Firehose", "install integration", "cloud metrics", or "cloud logs".
design-audit
Premium UI/UX design audit and refinement skill. Conducts systematic visual audits of existing apps and produces phased, implementation-ready design plans. Use this skill whenever the user asks to audit a UI, improve an app's visual design, make an interface feel more polished or premium, review design consistency, fix visual hierarchy, or refine spacing/typography/color. Also trigger when the user says "design review", "make it look better", "UI polish", "visual refinement", "design pass", "audit the design", or references making an app feel more professional. This skill is purely visual — it does not touch functionality, logic, or features. It elevates what exists.
diagnosing-bugs
面向棘手缺陷和性能回退的诊断循环。适用于用户说 “diagnose” / “debug this”，或报告某些东西 broken、throwing、failing、slow 时。
dpm-finder
Find the Prometheus metrics that drive your Grafana Cloud bill. `dpm-finder` is a Grafana Professional Services CLI that ranks metrics by Data Points per Minute (DPM) with per-label-set breakdown, optional `--cost-per-1000-series` pricing, and a Prometheus-exporter mode. Use when investigating high Grafana Cloud spend, hunting noisy / high-cardinality metrics, comparing pre/post recording-rule cardinality, or feeding cost data into dashboards — even when the user says "why is my Mimir bill so high?", "find the biggest metrics", "cardinality offenders", or "optimize Prometheus cost" without naming dpm-finder.
backtest-expert
Expert guidance for systematic backtesting of trading strategies. Use when developing, testing, stress-testing, or validating quantitative trading strategies. Covers "beating ideas to death" methodology, parameter robustness testing, slippage modeling, bias prevention, and interpreting backtest results. Applicable when user asks about backtesting, strategy validation, robustness testing, avoiding overfitting, or systematic trading development.
swiftui-liquid-glass
Implement, review, or improve SwiftUI Liquid Glass effects for iOS 26+. Covers glassEffect modifier, GlassEffectContainer, glass button styles, glass toolbar/tab bar, static status badges vs interactive controls, morphing transitions, tinting, interactive glass, ToolbarSpacer, scrollEdgeEffectStyle, backgroundExtensionEffect, and availability gating. Use when asked about Liquid Glass, glass buttons, glassEffect, GlassEffectTransition, glassEffectID, glassEffectUnion, scroll edge effects, or adopting iOS 26 design.
grafana-scenes
Build Grafana plugin pages using the @grafana/scenes framework. Use when creating new scene pages, adding panels/visualizations, setting up drilldown navigation, defining variables, configuring query runners, building table/timeseries/stat panels, or extending SceneObjectBase for custom scene objects. Triggers on any work involving SceneApp, SceneAppPage, EmbeddedScene, SceneQueryRunner, SceneDataTransformer, PanelBuilders, SceneFlexLayout, QueryVariable, or drilldown/tab configuration in Grafana plugins.
event-attendee-email-sequences
Design and write the attendee email arc for a technical event - the sequence, the cadence, and the actual copy. Covers the dated arc from announcement to post-event follow-up, a sourced reminder cadence with per-segment caps rather than a SaaS drip, the know-before-you-go email, role and registration-state segmentation, consent and list hygiene, and a humanizer pass before anything sends. Use whenever asked to write an event announcement email, registration confirmation, week-before or day-before reminder, know-before-you-go, day-of or post-event follow-up, or to decide how many emails to send and when. Do NOT use for overbooking, waitlists or seat release - use samber/dev-event-organizer-skills@event-no-show-management.
event-feedback
Design and run participant-feedback collection for one edition of a technical event - what gets asked, who answers it, through which channel, when it goes out, and what goes back to respondents. Covers format-adapted question sets (meetup pulse, conference satisfaction and return intent, hackathon team dynamics, mentors, judging fairness, project continuation), attendee, speaker and sponsor segmentation, in-room versus emailed collection against real response-rate data, survey length, anonymity and free text. Use whenever asked what to put in a post-event survey, when to send it, how to fix a response rate nobody answered, how to survey a hackathon, or what to do with the answers. Do NOT use for the team's own retrospective - use samber/dev-event-organizer-skills@event-debrief.
event-team-structure
Design the standing organizing team of a recurring technical event - the structure that persists between editions. Covers legal-entity posture (none, fiscal sponsorship, own non-profit), decision-rights shape (board-plus-organizers split, domain-lead federation, consensus committee), the role taxonomy, succession and bus-factor planning, burnout guardrails, and the volunteer-to-paid-staff hiring gate. Use whenever the user mentions structuring or governing an organizing team, forming an association or non-profit for an event, splitting decision rights, organizer succession or rotation, organizer burnout, or hiring the first paid staff - even if they never say "team structure". Do NOT use for day-of staffing - use samber/dev-event-organizer-skills@event-volunteers instead.
admin
Manage Grafana Cloud accounts — organizations, stacks, RBAC roles and assignments, SSO/SAML/OAuth/GitHub auth, service accounts for CI/CD, user invites, team membership, and API-driven provisioning. Creates stacks via the Cloud API, mints service-account tokens, applies role assignments, configures SSO providers, and provisions teams/folders/dashboards via Terraform. Use when managing Grafana Cloud access, configuring SSO/SAML/OAuth, setting up service accounts for Terraform/CI/CD, assigning RBAC roles, inviting users, managing multiple stacks or organizations, provisioning cloud resources via API or Terraform, or auditing admin actions — even when the user says "set up SSO", "create a stack", "make a service account", or "onboard a team" without explicitly saying "admin".
html-diagram
Direct-invocation specialist for self-contained HTML diagrams whose layout, notation, and interaction clarify relationships, sequence, topology, state, hierarchy, or quantitative structure. Use when the user explicitly invokes html-diagram or the broad html skill routes a diagram request here. Do not activate independently from a general request.
generating-custom-field
Use this skill when users need to create, generate, or validate Salesforce Custom Field metadata. Trigger when users mention custom fields, field types, Roll-up Summary fields, Master-Detail relationships, Lookup relationships, formula fields, picklists, or field metadata. Also use when users encounter field deployment errors, especially around Roll-up Summary format, Master-Detail constraints, or formula issues. Always use this skill for any custom field metadata work, field generation, or field troubleshooting.
event-code-of-conduct
Write a technical event's code of conduct and build the enforcement pipeline behind it - what the policy has to say, who and which spaces it binds (attendees, speakers, volunteers, sponsor and booth staff, satellite events), the reporting channels including an anonymous path, response-team composition and rehearsal, the on-site incident runbook and its response clock, the sanctions ladder, which rungs carry an appeal, and the transparency report. Use whenever asked to write or review an event or conference code of conduct, set up incident reporting, staff or train a CoC response team, decide a sanction for an attendee, or handle an on-site incident. Do NOT use for accessibility provisions - use samber/dev-event-organizer-skills@event-accessibility-inclusion. Not legal advice.
plugin-bundle-size
Optimise Grafana app plugin bundle size using React.lazy, Suspense, and webpack code splitting. Use when the user asks to reduce plugin bundle size, optimise module.js, add code splitting, improve initial plugin load performance, split plugin chunks, lazy load plugin pages, or help implement lazy loading in a Grafana app plugin. Triggers on phrases like "optimise plugin bundle size", "module.js is too large", "plugin is slow to load", "code split the plugin", "reduce initial JS payload", or "help me with Suspense in my plugin".
template-skill
Replace with description of the skill and when Claude should use it.
hackathon-judging
Design the rubric and the scoring process for judging projects built during a hackathon - evaluation criteria and their weights, the scoring scale, judge coverage and the allocation arithmetic that fits the judging window, cross-judge score normalization, tie-breaking, sponsor and judge conflict-of-interest handling, judge recruitment and briefing, and results announcement including a contested result. Use whenever the user mentions a hackathon judging rubric, criteria weights, how many judges a team count needs, briefing a jury, a sponsor judging its own challenge track, or tie-break and dispute rules - even if they never say "judging". Do NOT use for prize amounts and payout law - use samber/dev-event-organizer-skills@hackathon-cash-prize instead.
hybrid-event-design
Design a technical event serving an in-room and a remote audience at once, after the format decision has already chosen hybrid - which sessions the remote audience gets, how far a remote attendee's voice reaches the stage, the cue track the stream needs beside the room's, and the crew split between them. Use whenever the user mentions streaming talks to a remote audience, remote Q&A, staffing the remote side, or running a day for two audiences at once - even if they never say "hybrid". Do NOT use to decide whether to run hybrid at all - use samber/dev-event-organizer-skills@event-format-selection; an event with no room is samber/dev-event-organizer-skills@virtual-event-production.
event-volunteer-experience
Design what a volunteer gets when they are not standing at a post, and how one edition closes with them - off-duty time they can actually use, the volunteer-specific hospitality top-up on the event's general standard, recognition not tied to a shift, a public thank-you, and the past-volunteer list next edition's recruitment starts from. Use whenever the user mentions looking after volunteers beyond their shift, whether volunteers get to see a talk, a volunteer lounge or volunteer meal, thanking volunteers after the event, or bringing the same volunteers back next edition - even if they never say "volunteer experience". Do NOT use for recruitment, roles, shifts or briefing - use samber/dev-event-organizer-skills@event-volunteers instead.
react-19-plugin-migration
Migrate a Grafana plugin to React 19 compatibility. Use when the user asks to update a plugin for React 19, prepare for React 19, fix React 19 compatibility, upgrade to React 19, migrate to React 19, bump grafanaDependency to 12.3.0, externalize jsx-runtime, or run react-detect. Triggers on phrases like "update plugin for React 19", "React 19 migration", "prepare for React 19", "plugin React 19 compat", "grafanaDependency 12.3.0", "JSX runtime externals", "react-detect", "SECRET_INTERNALS", "ReactCurrentOwner", or "ReactCurrentDispatcher".
generating-custom-object
Use this skill when users need to create, generate, or validate Salesforce Custom Object metadata. Trigger when users mention custom objects, creating objects, object metadata, .object files, sharing models, name fields, or validation rules on objects. Also use when users say things like "create a custom object", "generate object metadata", "set up an object for...", or when they're troubleshooting object deployment errors especially around sharing models and Master-Detail relationships. Always use this skill for any custom object metadata work.
event-production
Engineer the technical AV production of a technical event once the format and session grid are fixed - capture tiers from a single smartphone to multi-camera vision mixing, signal-path architecture separating room display from recorded output and crew monitor, redundancy against named recorded-audio failure modes, AV crew roles, the written technical spec handed to venue sourcing, the Media budget line, rehearsal, and the publication pipeline. Use whenever the user mentions conference AV, recording or livestreaming talks, cameras, microphones, an AV supplier brief, or a backup plan for a technical failure - even if they never say "production". Do NOT use to decide whether to run hybrid or virtual at all - use samber/dev-event-organizer-skills@event-format-selection instead.
analyze-logs
Analyze application logs from the .evlog/logs/ directory. Use when debugging errors, investigating slow requests, understanding request patterns, or answering questions about application behavior. Reads structured NDJSON wide events written by evlog's file system drain.
event-accessibility-inclusion
Decide which accessibility and inclusion provisions a technical event commits to - the physical, sensory, dietary, economic and digital-access set, at what depth, sized for whom, funded from where - plus the public declaration of it and the data-handling posture for accommodation requests. Use whenever asked what accessibility a conference should offer, whether to caption talks, whether to run a quiet room, childcare or travel grants, how to write an accessibility page, or how to answer an accommodation request, even if the user never says "accessibility". Decides the bar, not delivery. Do NOT use for the code of conduct - use samber/dev-event-organizer-skills@event-code-of-conduct. Not legal advice; access duties vary by jurisdiction.
longbridge-quant
Quantitative strategy frameworks: pairs trading/cointegration, volatility regime strategies, seasonality/calendar effects, multi-factor models (IC/IR), factor research and screening, correlation analysis, statistical methods (ADF/GARCH), strategy optimization, execution modeling, hedging, and ML-based prediction (sklearn). Also provides CLI access to run indicator scripts against K-line data. Triggers: "量化", "因子", "配对交易", "协整", "波动率策略", "季节性", "多因子", "IC", "机器学习", "对冲", "量化策略", "協整", "波動率策略", "季節性", "多因子", "對沖", "quant", "pairs trading", "cointegration", "volatility strategy", "seasonality", "multi-factor", "factor model", "IC IR", "machine learning", "hedging", "walk-forward", "配對交易", "機器學習", "因子選股"