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Write The Docs (Supabase)Produit & Go-to-market86
Draft new or updated Supabase docs content for a feature or launch, grounded in product intent (Linear when available), a read of the actual code, and the docs style guide once one exists. Use when asked to write docs for a new feature, a product launch, or a Linear ticket that needs net-new content rather than a bug fix. Not for implementing existing docs bug reports — use work-linear-issue for that. Not for restructuring existing pages — use edit-the-docs for that.
Use this skill whenever the user wants values written INTO an existing PDF form that lives in the connected SharePoint knowledge source — filling out, completing, populating, or submitting a fillable PDF (application, intake sheet, contract, government form) from data they supply, a spreadsheet row, or the conversation. Triggers include "fill out the job application form", "complete the intake form for [person]", "populate our standard NDA template", and "make this ready to send / non-editable" (flatten). The source form should be found via knowledge search; only ask the user to upload it if knowledge search turns up nothing plausible. different task), and do NOT use it on scanned/image-only PDFs that have no real fillable fields — those need OCR or manual overlay instead, which this skill explicitly detects and reports rather than silently failing.
Set up AI Runway on AKS — from bare cluster to running model. Covers cluster verification, controller install, GPU assessment, provider setup, and first deployment. WHEN: \"setup AI Runway\", \"onboard AKS cluster\", \"install AI Runway\", \"airunway setup\", \"deploy model to AKS\", \"GPU inference on AKS\", \"KAITO setup on AKS\", \"run LLM on AKS\", \"vLLM on AKS\", \"set up model serving on AKS\", \"AI Runway controller\".
Bmad Bmb Setup (Alibaba)Agents & Orchestration85
Sets up BMad Builder module in a project. Use when the user requests to 'install bmb module', 'configure BMad Builder', or 'setup BMad Builder'.
Browserbase FunctionsTests85
Deploy serverless browser automation as cloud functions using Browserbase. Use when the user wants to deploy browser automation to run on a schedule or cron, create a webhook endpoint for browser tasks, run automation in the cloud instead of locally, or asks about Browserbase Functions.
Cost TrackingAgents & Orchestration85
Track and report Claude Code token usage, spending, and budgets from the local ECC cost-tracker metrics log. Use when the user asks about costs, spending, usage, tokens, budgets, or cost breakdowns by model, session, or date.
FastAPI best practices covering project structure, Pydantic v2 schemas, dependency injection, async handlers, authentication, authorization, transactional service layers, and testing with httpx and pytest. Use when building or reviewing FastAPI apps — Pydantic schemas, dependencies, async handlers, auth, or tests.
Fix Issue (PyTorch)Données & Recherche85
Fix bugs reported in PyTorch GitHub issues by reproducing, root-causing, and implementing a fix in the local working tree. Use when the user asks to fix a PyTorch GitHub issue.
Frontend Playwright E2e (Ansible)Frontend & UI85
Write, run, and debug Playwright E2E / integration / live tests. Use when writing or reviewing a *.spec.ts under playwright/, or when the user asks to run, execute, or debug E2E tests, or which env vars are required. Never print secrets. For Vitest unit/component tests, read testing_guidelines.md instead.
Use this skill when a Power Automate flow triggers the agent with a payload describing an unknown source column from a lab results file that broke an Azure Data Factory ingestion pipeline. The skill semantically matches the source column against the canonical clinical schema indexed in Azure AI Search, scoped first by the sending lab and then by clinical domain, and writes a suggested destination-column mapping to the Dataverse review queue for a clinical informatics steward to approve. Also activates on manual invocations like "map this lab column", "the ADF pipeline failed on column X, what should it map to", or "suggest a canonical column for this lab feed field".
List, auth, and call MCP servers/tools from the terminal.
Migrates ASP.NET Core projects from the obsolete Microsoft.AspNetCore.SpaServices.Extensions to Microsoft.AspNetCore.SpaProxy for Angular and React SPAs. Use ONLY when Microsoft.AspNetCore.SpaServices.Extensions has been flagged as obsolete or deprecated and must be replaced — not for version-bump scenarios where SpaServices.Extensions is still supported.
Neon IA GatewayBackend & API85
One API and one credential for frontier and open-source LLMs and embedding models, built into your Neon branch and powered by Databricks. Use when a user wants to call an LLM, generate embeddings, add AI/chat/an agent to their app, route between model providers (OpenAI, Anthropic, Google/Gemini, Meta, Alibaba, and more), or avoid juggling separate provider API keys and accounts — especially when they already use Neon and want AI requests to branch with their project. Works with the OpenAI SDK, Anthropic SDK, google-genai, the Vercel AI SDK, and Mastra by changing only the base URL. Triggers include "call an LLM", "add AI to my app", "chat completion", "model routing", "LLM proxy/gateway", "one API for all models", "use Claude/GPT/Gemini", "AI SDK", "Mastra agent", "Neon AI Gateway", "generate embeddings", "generate images", and "log/rate-limit AI calls".
Next Cache Components OptimizerAgents & Orchestration85
Drive a Next.js route to instant navigation by setting up an agentic loop, under Cache Components / PPR, on initial load (hard navigation) and client-side navigation (soft navigation). Encode the goal as a failing @next/playwright instant() e2e and work it to green, one verified route at a time; the shipped test then guards against regression. Use when asked to make a route's navigation instant (its static shell commits immediately), fix a route whose static shell isn't prerendered/served/prefetched, grow a route's static shell or fix its slow first paint, diagnose which Suspense boundary keeps a route out of its static shell, or write the instant() e2e guard for one. Requires Next.js 16.3+ with cacheComponents; directs an upgrade if older.
Osdc Project Structure (PyTorch)Données & Recherche85
OSDC platform architecture, project organization, directory tree, key design decisions, external knowledge base, key files, and docs index. Applies to ~/meta/ci-infra/osdc. Load when working on OSDC to understand project layout and architecture.
Assess Power Automate Desktop and hybrid cloud/desktop automation projects for maintainability, reliability, security, performance, troubleshooting readiness, scaling, and governance using current Microsoft guidance and evidence-based review practices.
PR Review (PyTorch) — ClaudeDonnées & Recherche85
Review PyTorch pull requests for code quality, test coverage, security, and backward compatibility. Use when reviewing PRs, when asked to review code changes, or when the user mentions "review PR", "code review", or "check this PR".
Prisma Upgrade V7 Prisma Config (Prisma)Backend & API85
Prisma Config. Reference when using this Prisma feature.
Use when auditing Claude skills and commands for quality. Supports Quick Scan (changed skills only) and Full Stocktake modes with sequential subagent batch evaluation.
Social PublisherAgents & Orchestration85
Agent-driven scheduling and publishing of social media posts across 13 platforms via SocialClaw. Use when the user wants to publish to X, LinkedIn, Instagram, Facebook Pages, TikTok, Discord, Telegram, YouTube, Reddit, WordPress, or Pinterest — or when managing campaigns, uploading media, or monitoring post delivery status.
Test Scenario Env (.NET)Tests85
Generate a CoreRun-compatible .env file for a named CoreCLR test scenario defined by src/tests/Common/testenvironment.proj. Optionally merge the effective common and target-specific environment items from a specific src/tests project. USE FOR: "create an env file for jitstress1", "show the environment for this test under gcstress0xc", or scenario-aware standalone test repro generation. DO NOT USE FOR: library test scenarios, arbitrary user-defined environment files, or mobile, browser, WASI, Mono, and NativeAOT test hosting.
Token Budget AdvisorAgents & Orchestration85
Offer a choice of response depth (25%/50%/75%/100%) with token estimates before answering, then answer at that level. Use when the user asks to control response length or token budget, such as 'token budget', 'short version', 'brief answer', 'respuesta corta vs larga', 'cuántos tokens', 'ahorrar tokens', 'responde al 50%', 'dame la versión corta', 'quiero controlar cuánto usas'. Skip if depth is already set this session or 'token' means an auth/payment token.
Update Os Packages (.NET)Infra, Ops & Workflow85
Audit and update os-packages.json/md files that document required Linux packages for each .NET release. Uses the release-notes tool to verify package names against distro archives and regenerate markdown. USE FOR: adding packages for new distro versions, fixing incorrect package names, periodic package audits. DO NOT USE FOR: supported-os.json changes (use update-supported-os skill), editing os-packages.md directly (it is generated from JSON).
Update Supported Os (.NET)Infra, Ops & Workflow85
Audit and update supported-os.json/md files to reflect current OS version support. Uses the release-notes tool for automated verification against upstream lifecycle data and markdown regeneration. USE FOR: adding new OS versions, moving EOL versions to unsupported, periodic support matrix audits. DO NOT USE FOR: os-packages.json changes (use update-os-packages skill), editing supported-os.md directly (it is generated from JSON).
Verify Releases (.NET)Infra, Ops & Workflow85
Validate releases and release links: URL liveness, file hashes, CDN latest.version files, and aka.ms redirect targets. Uses release-notes verify and generate commands against the local release-notes directory. USE FOR: validate the latest release, validate release links, validating that all download links return HTTP 200, verifying SHA512 hashes match downloaded content, checking CDN latest.version files match releases.json, checking aka.ms redirects point to the correct download URLs, regenerating releases-index.json and releases.md after source data changes. DO NOT USE FOR: editing releases.json or release.json (edit source data directly), graph regeneration (use update-release-graph skill), supported-os changes (use update-supported-os skill).
E2E testing for Windows native desktop apps (WPF, WinForms, Win32/MFC, Qt) using pywinauto and Windows UI Automation. Use when writing E2E tests for a Windows native desktop app with pywinauto or UI Automation.
Monitor blogs and RSS/Atom feeds via blogwatcher-cli tool.
Bmad Customize (Alibaba)Agents & Orchestration84
Authors and updates customization overrides for installed BMad skills. Use when the user says 'customize bmad', 'override a skill', 'change agent behavior', or 'customize a workflow'.
Bmad Forge Idea (Alibaba)Agents & Orchestration84
Pressure-test an idea through persona-driven interrogation until it hardens, proves out, or dies cheaply. Use when the user says 'forge an idea', 'pressure-test this idea', 'stress-test my thinking', or 'harden this idea'.
Bmad Party Mode (Alibaba)Agents & Orchestration84
Orchestrates lively group discussions between installed BMAD agents or custom personas, and helps author custom parties. Use when the user requests party mode, a roundtable, or multiple agent perspectives — or wants to create/configure a party, define personas, or build an AI focus-group panel.
Cute Hillclimb (PyTorch)Données & Recherche84
Iteratively optimize a Helion kernel under HELION_BACKEND=cute until it matches or beats the best available baseline — via general backend/autotuner changes (knobs and seeds, not kernel-specific hacks) — then clean up history and report before/after numbers.
Build auditable financial workbooks headless via openpyxl.
Record a site's XHR into a HAR, derive an HTTP client.
Use this skill for Hugging Face Dataset Viewer API workflows that fetch subset/split metadata, paginate rows, search text, apply filters, download parquet URLs, and read size or statistics.
Integrate Framework Code Blocks (TanStack)Frontend & UI84
Integrate @tanstack/highlight with React code-block props, Octane dangerouslySetInnerHTML data, createOctaneMdxHighlight, hydrated SSR, and post-navigation client content. Load when implementing application-owned code components or sharing highlighted output across server and client.
Pdf Reader (Alibaba)Agents & Orchestration84
Extract text from PDF files. Use when reading, parsing, or analyzing PDFs.
Pipelines Health Check (.NET)Infra, Ops & Workflow84
Check health of MSBuild CI pipelines, VS repo PR insertion statuses, and VMR codeflow PRs. Use when asked about pipeline health, build failures, infrastructure issues, CI status, insertion PR status, VMR codeflow status, or for periodic health monitoring.
Ppu Acu Joint Profile (Alibaba)Vérification84
Choose and run ACU-only, adaptive PPU in-kernel timeline, or optional bounded joint analysis for a PPU kernel. Use for device-level bottleneck diagnosis, kernel-internal critical-path questions, or evidence that genuinely needs both; do not require all three modes.
Use this skill to visualize routes and locations on a map — especially after an upstream tool call (routing connector, Azure Maps, Bing Maps connector, HERE, Mapbox, Dataverse, CRM, SharePoint, or any connector that returns coordinates) has returned ordered stops, coordinates, distances, or road geometry. Produces PNG, interactive HTML, GeoJSON, KML, deep links, and QR codes. Also use for marker maps (weather, CRM data, site lists) and for any request to "show these on a map", "map these locations", or "visualize this route". DO NOT use this skill to compute routing — call a routing connector first, then pass the result here for visualization.