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Skill Catalog

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Data, AI & Research

Training LLMs Megatron

Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B parameters, need maximum GPU efficiency (47% MFU on H100), or require tensor/pipeline/sequence/context/expert parallelism. Production-ready framework used for Nemotron, LLaMA, DeepSeek.

#broad-capability#ai-research#machine-learningData, AI & Research

Train Sentence Transformers

Train or fine-tune sentence-transformers models across `SentenceTransformer` (bi-encoder; dense or static embedding model; for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal), `CrossEncoder` (reranker; pair scoring for two-stage retrieval / pair classification), and `SparseEncoder` (SPLADE, sparse embedding model; for learned-sparse retrieval). Covers loss selection, hard-negative mining, evaluators, distillation, LoRA, Matryoshka, and Hugging Face Hub publishing. Use for any sentence-transformers training task.

#ml#huggingface#fineData, AI & Research

Transcribe

Transcribe audio files to text with optional diarization and known-speaker hints. Use when a user asks to transcribe speech from audio/video, extract text from recordings, or label speakers in interviews or meetings.

#broad-capability#creative#deepData, AI & Research

Transcribe Video

Generate subtitles (SRT/VTT) and plain text transcripts from video or audio files using AWS Transcribe. Use when creating captions, extracting spoken content, generating transcripts for notes, or making video content searchable.

#work-life#productivity#rameerez-startup-skillsData, AI & Research

Transformer Lens Interpretability

Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching. Use when reverse-engineering model algorithms, studying attention patterns, or performing activation patching experiments.

#broad-capability#creative#mechanisticData, AI & Research

Transformers JS

Use Transformers.js to run state-of-the-art machine learning models directly in JavaScript/TypeScript. Supports NLP (text classification, translation, summarization), computer vision (image classification, object detection), audio (speech recognition, audio classification), and multimodal tasks. Works in browsers and server-side runtimes (Node.js, Bun, Deno) with WebGPU/WASM using pre-trained models from Hugging Face Hub.

#ml#huggingface#promptData, AI & Research

Travel Health Analyzer

分析旅行健康数据、评估目的地健康风险、提供疫苗接种建议、生成多语言紧急医疗信息卡片。支持WHO/CDC数据集成的专业级旅行健康风险评估。

#work-life#productivity#claude-ally-healthData, AI & Research

Tripadvisor

TripAdvisor Content API for hotel ratings, restaurant search, attraction reviews, rankings, and nearby locations. Use when evaluating hotels or researching destinations. 5K calls/month.

#travel#flights#hotelsData, AI & Research

Troubleshooting Dbt Job Errors

Diagnoses dbt Cloud/platform job failures by analyzing run logs, querying the Admin API, reviewing git history, and investigating data issues. Use when a dbt Cloud/platform job fails and you need to diagnose the root cause, especially when error messages are unclear or when intermittent failures occur. Do not use for local dbt development errors.

#dbt#analytics-engineering#dataData, AI & Research

Twitter Reader

Read Twitter/X for financial research using opencli (read-only). Use this skill whenever the user wants to read their Twitter feed, search for financial tweets, view bookmarks, look up user profiles, or gather market sentiment from Twitter/X. Triggers include: "check my feed", "search Twitter for", "show my bookmarks", "who follows", "look up @user", "what's trending about", "market sentiment on Twitter", "what are people saying about AAPL", "recent tweets from @elonmusk", "show me @user's posts", "fintwit", any mention of Twitter/X in context of reading financial news or market research. This skill is READ-ONLY — it does NOT support posting, liking, retweeting, or any write operations.

#work-life#productivity#financeData, AI & Research

TypeScript MCP Server Expert

Expert assistant for developing Model Context Protocol (MCP) servers in TypeScript

#github-copilot#fine#tuningData, AI & Research

Umap Learn

UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.

#broad-capability#creative#deepData, AI & Research

Umap Learn

Use UMAP-learn for nonlinear dimensionality reduction, 2D/3D embeddings, clustering preprocessing, supervised or semi-supervised UMAP, DensMAP, AlignedUMAP, and Parametric UMAP workflows.

#broad-capability#science#mathData, AI & Research

Understand Knowledge

Analyze a Karpathy-pattern LLM wiki knowledge base and generate an interactive knowledge graph with entity extraction, implicit relationships, and topic clustering.

#broad-capability#research#analysisData, AI & Research

Uniprot Database

Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For broader biological evidence lookup across databases, use bio-database-evidence. Use this for direct HTTP/REST work or UniProt-specific control.

#broad-capability#creative#structuredData, AI & Research

Uptrend Analyzer

Analyzes market breadth using Monty's Uptrend Ratio Dashboard data to diagnose the current market environment. Generates a 0-100 composite score from 5 components (breadth, sector participation, rotation, momentum, historical context). Use when asking about market breadth, uptrend ratios, or whether the market environment supports equity exposure. No API key required.

#work-life#productivity#financeData, AI & Research

User Research

Plan, conduct, and synthesize user research. Trigger with "user research plan", "interview guide", "usability test", "survey design", "research questions", or when the user needs help with any aspect of understanding their users through research.

#work-life#productivity#knowledge-workData, AI & Research

Education & Writing

Transcript Fixer

Corrects speech-to-text transcription errors using dictionary rules and AI-powered analysis. Builds personalized correction databases that learn from each fix. Triggers when working with ASR/STT output containing recognition errors, homophones, garbled technical terms, or Chinese/English mixed content. Also triggers on requests to clean up meeting notes, lecture transcripts, interview recordings, or any text produced by speech recognition. Use this skill even when the user just says "fix this transcript" or "clean up these meeting notes" without mentioning ASR specifically.

#broad-capability#research#documentsEducation & Writing

Translate Book

Translate books (PDF/DOCX/EPUB) into any language using parallel sub-agents. Converts input -> Markdown chunks -> translated chunks -> HTML/DOCX/EPUB/PDF.

#work-life#productivity#translationEducation & Writing

Tutor

Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, (4) Check their learning progress or dashboard, or says things like "quiz me", "test me", "let's study", "/tutor", "학습", "퀴즈", "평가".

#work-life#productivity#roundtable02-tutor-skillsEducation & Writing

Tutor Setup

Transforms knowledge sources into an Obsidian StudyVault. Two modes: (1) Document Mode — PDF/text/web sources → study notes with practice questions. (2) Codebase Mode — source code project → onboarding vault for new developers. Mode is auto-detected based on project markers in CWD.

#work-life#productivity#roundtable02-tutor-skillsEducation & Writing

Unslop

Humanize LLM output so it reads like a careful human wrote it. Subtracts AI-isms (sycophancy, tricolons, em-dash overuse, "delve"/"tapestry"/"testament", hedging stacks, tidy five-paragraph shapes), engineers burstiness and calibrated uncertainty, and preserves technical accuracy. Supports intensity levels: subtle, balanced (default), full, voice-match, anti-detector. Use when user says "humanize this", "make this sound human", "de-slop this", "rewrite without AI tone", "match my voice", "less robotic", or invokes /unslop. Also auto-triggers when text-quality is requested.

#broad-capability#content-quality#textEducation & Writing

Unslop File

Humanize natural-language memory files (CLAUDE.md, todos, preferences, docs) by removing AI-isms and adding burstiness while preserving every code block, URL, path, command, and heading exactly. Two modes: --deterministic (fast, regex-based, no API) and LLM (default, calls Claude for rewrite). Humanized version overwrites the original file. Plain backup saved as FILE.original.md. Trigger: /unslop-file <filepath> or "humanize memory file"

#broad-capability#content-quality#textEducation & Writing

Unslop Reasoning

Strip AI-slop patterns from reasoning traces (chain-of-thought, extended thinking, agent decomposition) — not final prose. Reasoning text has its own slop catalog that regular unslop doesn't target: over-explaining the question, over-hedging, over-decomposing trivial problems into 6-bullet substeps, infinite-loop rationalization. Trigger: /unslop-reasoning, "clean up my reasoning", "fix this chain of thought", "this CoT sounds robotic". Applies to reasoning output; does not override regular /unslop mode.

#broad-capability#content-quality#proofreadingEducation & Writing

Update Documentation on Code Change

Automatically update README.md and documentation files when application code changes require documentation updates

#github-copilot#technical#writingEducation & Writing

Use Cliche Data in Documentation

Ensure documentation and examples use only generic, cliche placeholder data — never real or sensitive data sourced from local scripts, configuration, task files, or prompt context.

#github-copilot#technical#writingEducation & Writing

Personal Productivity

Transcription Automation

Automate audio/video transcription, meeting notes, subtitle generation, and content processing

#work-life#office#productivityPersonal Productivity

Transfer Partners

Credit card to loyalty program transfer ratios. Cross-references seats.aero award prices with transfer ratios to find the cheapest path from UR, MR, TYP, Capital One, or Bilt to any mileage program.

#travel#flights#hotelsPersonal Productivity

Travel Itinerary Builder

Build complete, realistic travel itineraries with day-by-day plans, travel time buffers, accommodation research, packing lists, budget estimates, and weather-aware planning.

#travel#itinerary#trip-planningPersonal Productivity

Travel Planner

Comprehensive travel planning assistant that creates complete travel guides with transportation, accommodation, itineraries, and practical information. Use when users want to plan trips, find flights/hotels, or create travel guides.

#travel#itinerary#trip-planningPersonal Productivity

Trello Automation

Automate Trello board management, card workflows, power-ups, and team collaboration

#work-life#office#productivityPersonal Productivity

Trip Calculator

Cash vs points trip cost comparison. Factors in transfer ratios, taxes, fees, CPP valuations, and opportunity cost to recommend the best redemption strategy for flights and hotels.

#travel#flights#hotelsPersonal Productivity

Update

Sync tasks and refresh memory from your current activity. Use when pulling new assignments from your project tracker into TASKS.md, triaging stale or overdue tasks, filling memory gaps for unknown people or projects, or running a comprehensive scan to catch todos buried in chat and email.

#work-life#productivity#knowledge-workPersonal Productivity

Design, Media & Creative

Transloadit Media Processing

Process media files (video, audio, images, documents) using Transloadit. Use when asked to encode video to HLS/MP4, generate thumbnails, resize or watermark images, extract audio, concatenate clips, add subtitles, OCR documents, or run any media processing pipeline. Covers 86+ processing robots for file transformation at scale.

#github-copilot#media#workflowsDesign, Media & Creative

Tvos Design Guidelines

Apple Human Interface Guidelines for Apple TV. Use when building tvOS apps with focus-based navigation, Siri Remote input, or living room viewing experiences. Triggers on tasks involving Apple TV, tvOS, 10-foot UI, or media playback.

#work-life#productivity#designDesign, Media & Creative

Typography Selector

Browse and select fonts from Google Fonts or curated pairings. Use to find the perfect typography for a design project.

#typographyDesign, Media & Creative

UI Designer

Extract design systems from reference UI images and generate implementation-ready UI design prompts. Use when users provide UI screenshots/mockups and want to create consistent designs, generate design systems, or build MVP UIs matching reference aesthetics.

#broad-capability#research#documentsDesign, Media & Creative

UI UX Pro Max

UI/UX design intelligence for web and mobile. Includes 50+ styles, 161 color palettes, 57 font pairings, 161 product types, 99 UX guidelines, and 25 chart types across 10 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind, shadcn/ui, and HTML/CSS). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, and check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, and mobile app. Elements: button, modal, navbar, sidebar, card, table, form, and chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, and flat design. Topics: color systems, accessibility, animation, layout, typography, font pairing, spacing, interaction states, shadow, and gradient. Integrations: shadcn/ui MCP for component search and examples.

#work-life#productivity#ui-uxDesign, Media & Creative

UI UX Pro Max

UI/UX design intelligence for web and mobile. Includes 50+ styles, 161 color palettes, 57 font pairings, 161 product types, 99 UX guidelines, and 25 chart types across 10 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind, shadcn/ui, and HTML/CSS). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, and check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, and mobile app. Elements: button, modal, navbar, sidebar, card, table, form, and chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, and flat design. Topics: color systems, accessibility, animation, layout, typography, font pairing, spacing, interaction states, shadow, and gradient. Integrations: shadcn/ui MCP for component search and examples.

#broad-capability#agent-skills#designDesign, Media & Creative

User Journeys

User experience flows - journey mapping, UX validation, error recovery

#claude-bootstrap#bootstrap#uxDesign, Media & Creative

Science & Simulation

Business, Marketing & Sales

Trello

Manage Trello boards, lists, and cards via the Trello REST API.

#broad-capability#browser#automationBusiness, Marketing & Sales

Triage Nda

Rapidly triage an incoming NDA and classify it as GREEN (standard approval), YELLOW (counsel review), or RED (full legal review). Use when a new NDA arrives from sales or business development, when screening for embedded non-solicits, non-competes, or missing carveouts, or when deciding whether an NDA can be signed under standard delegation.

#work-life#productivity#knowledge-workBusiness, Marketing & Sales

Twilio SMS Automation

Automate SMS communications, two-way messaging, notifications, and voice workflows with Twilio

#work-life#office#productivityBusiness, Marketing & Sales

Twitter/X Automation

Automate Twitter/X social media workflows including posting, engagement, analytics, and audience growth

#work-life#office#productivityBusiness, Marketing & Sales

Ua Campaign

When the user wants to plan or optimize paid user acquisition campaigns. Also use when the user mentions "Apple Search Ads", "user acquisition", "paid ads", "UA", "ad campaign", "install campaign", "Facebook ads for apps", "TikTok ads", or "cost per install". For organic growth, see aso-audit. For launch-specific UA, see app-launch.

#work-life#productivity#app-store-optimizationBusiness, Marketing & Sales

User Personas

Create refined user personas from research data — 3 personas with JTBD, pains, gains, and unexpected insights. Use when building personas from survey data, creating user profiles from research, or segmenting users for product decisions.

#work-life#productivity#product-managementBusiness, Marketing & Sales

User Segmentation

Segment users from feedback data based on behavior, JTBD, and needs. Identifies at least 3 distinct user segments. Use when segmenting a user base, analyzing diverse user feedback, or building a segmentation model.

#work-life#productivity#product-managementBusiness, Marketing & Sales

User Stories

Create user stories following the 3 C's (Card, Conversation, Confirmation) and INVEST criteria with descriptions, design links, and acceptance criteria. Use when writing user stories, breaking down features into backlog items, or defining acceptance criteria.

#work-life#productivity#product-managementBusiness, Marketing & Sales

Software Engineering

Triage

Move issues and external PRs through a state machine of triage roles — categorise, verify, grill if needed, and write agent-ready briefs.

#broad-capability#typescript#engineeringSoftware Engineering

Troubleshoot

Systematic debugging with 5-step loop for issues in spaces/[project]/. Use when encountering bugs, test failures, or unexpected behavior.

#personal-productivity#daily-routine#weekly-reviewSoftware Engineering

Turborepo Caching

Configure Turborepo for efficient monorepo builds with local and remote caching. Use when setting up Turborepo, optimizing build pipelines, or implementing distributed caching.

#broad-capability#engineering#agent-skillsSoftware Engineering

Typescript

TypeScript strict mode with eslint and jest

#claude-bootstrap#bootstrap#frontendSoftware Engineering

Typescript

TypeScript strict patterns and best practices. Trigger: When writing TypeScript code - types, interfaces, generics.

#angular#react#typescriptSoftware Engineering

Typescript Magician

Designs complex generic types, refactors `any` types to strict alternatives, creates type guards and utility types, and resolves TypeScript compiler errors. Use when the user asks about TypeScript (TS) types, generics, type inference, type guards, removing `any` types, strict typing, type errors, `infer`, `extends`, conditional types, mapped types, template literal types, branded/opaque types, or utility types like `Partial`, `Record`, `ReturnType`, and `Awaited`.

#nodejs#code#qualitySoftware Engineering

TypeScript MCP Server Development

Instructions for building Model Context Protocol (MCP) servers using the TypeScript SDK

#github-copilot#mcp#serverSoftware Engineering

Typescript MCP Server Generator

Generate a complete MCP server project in TypeScript with tools, resources, and proper configuration

#github-copilot#mcp#serverSoftware Engineering

Typescript Pro

Implements advanced TypeScript type systems, creates custom type guards, utility types, and branded types, and configures tRPC for end-to-end type safety. Use when building TypeScript applications requiring advanced generics, conditional or mapped types, discriminated unions, monorepo setup, or full-stack type safety with tRPC.

#engineering#full-stack#frontendSoftware Engineering

Typespec API Operations

Add GET, POST, PATCH, and DELETE operations to a TypeSpec API plugin with proper routing, parameters, and adaptive cards

#github-copilot#api#designSoftware Engineering

Typing Exclusion Worker

Python typing exclusion worker: remove assigned mypy exclusion modules in small scoped batches, fix typing issues, run validation, and produce a structured completion summary. Use when running parallel typing-debt workers or when asked to remove modules from pyproject mypy exclusion overrides.

#observability#sentry#codeSoftware Engineering

UI Test

AI-powered adversarial UI testing via the browse CLI. Analyzes git diffs to test only what changed, or explores the full app to find bugs. Tests functional correctness, accessibility, responsive layout, and UX heuristics. Use when the user asks to test UI changes, QA a pull request, audit accessibility, or run exploratory testing. Supports local browser (localhost) and remote Browserbase (deployed sites).

#broad-capability#browser-automation#web-searchSoftware Engineering

UI Testing

Visual testing - catch invisible buttons, broken layouts, contrast

#claude-bootstrap#bootstrap#testingSoftware Engineering

UI Web

Web UI - glassmorphism, Tailwind, dark mode, accessibility

#claude-bootstrap#bootstrap#frontendSoftware Engineering

Understand

Analyze a codebase to produce an interactive knowledge graph for understanding architecture, components, and relationships

#broad-capability#research#analysisSoftware Engineering

Understand Diff

Use when you need to analyze git diffs or pull requests to understand what changed, affected components, and risks

#broad-capability#research#analysisSoftware Engineering

Understand Domain

Extract business domain knowledge from a codebase and generate an interactive domain flow graph. Works standalone (lightweight scan) or derives from an existing /understand knowledge graph.

#broad-capability#research#analysisSoftware Engineering

Understand Explain

Use when you need a deep-dive explanation of a specific file, function, or module in the codebase

#broad-capability#research#analysisSoftware Engineering

Understanding Stability Inference

Use this skill to explain why the Compose compiler classified a class or composable parameter as stable, runtime, unknown, or unstable. Covers the 12-phase inference algorithm, the five compiler-level stability types (Certain / Runtime / Unknown / Parameter / Combined), the generic bitmask encoding (Pair=0b11, ImmutableList=0b1), the Known Stable Constructs registry, and the runtime `$stable: Int` field generated by `@StabilityInferred`. Use when the developer asks "why is X classified as Y?", when a stability report shows a surprising `runtime stable`, `unknown`, or `unstable` verdict, when generics, inheritance, cycles, interfaces, or cross-module classes are involved, or when the user mentions `$stable`, `@StabilityInferred`, separate compilation, or "the compiler thinks my class is unstable but it looks fine".

#android#jetpack-compose#performanceSoftware Engineering

Understand Onboard

Use when you need to generate an onboarding guide for new team members joining a project

#broad-capability#research#analysisSoftware Engineering

Unit Test Vue Pinia

Write and review unit tests for Vue 3 + TypeScript + Vitest + Pinia codebases. Use when creating or updating tests for components, composables, and stores; mocking Pinia with createTestingPinia; applying Vue Test Utils patterns; and enforcing black-box assertions over implementation details.

#github-copilot#testingSoftware Engineering

Universal Janitor

Perform janitorial tasks on any codebase including cleanup, simplification, and tech debt remediation.

#github-copilot#code#qualitySoftware Engineering

Universal PR Comment Addresser

Address PR comments

#github-copilot#code#reviewSoftware Engineering

Unslop Commit

Rewrites commit messages so they sound like a careful human engineer wrote them. Strips AI/marketing slop ("comprehensive solution", "robust implementation", "leverage", "enhance", "seamlessly", "This commit..."). Keeps Conventional Commits format. Subject ≤72 chars (aim ≤50), imperative mood. Body only when "why" isn't obvious from the subject. Use when user says "humanize commit", "de-slop commit message", "make this commit sound human", "/unslop-commit", "/commit", "write a commit", or pastes a draft commit to clean up. Auto-triggers when staging changes.

#broad-capability#content-quality#versionSoftware Engineering

Unslop Review

Rewrites code review comments so they read like a human teammate wrote them. Cuts corporate-AI throat-clearing ("I noticed...", "I was wondering if perhaps...", "It might be worth considering..."). Each comment is direct: location, the issue, a concrete fix. Use when user says "humanize review", "de-slop PR comment", "make this feedback sound human", "review this PR", "code review", "/review", "/unslop-review". Auto-triggers when reviewing PRs.

#broad-capability#content-quality#codeSoftware Engineering

Update Code from Shorthand

Shorthand code will be in the file provided from the prompt or raw data in the prompt, and will be used to update the code file when the prompt has the text `UPDATE CODE FROM SHORTHAND`.

#github-copilot#code#qualitySoftware Engineering

Update Implementation Plan

Update an existing implementation plan file with new or update requirements to provide new features, refactoring existing code or upgrading packages, design, architecture or infrastructure.

#github-copilot#planningSoftware Engineering

Update LLMs

Update the llms.txt file in the root folder to reflect changes in documentation or specifications following the llms.txt specification at https://llmstxt.org/

#github-copilot#documentationSoftware Engineering

Update Markdown File Index

Update a markdown file section with an index/table of files from a specified folder.

#github-copilot#documentationSoftware Engineering

Update Specification

Update an existing specification file for the solution, optimized for Generative AI consumption based on new requirements or updates to any existing code.

#github-copilot#documentationSoftware Engineering

Update SwiftUI Apis

Scan Apple's SwiftUI documentation for deprecated APIs and update the SwiftUI Expert Skill with modern replacements. Use when asked to "update latest APIs", "refresh deprecated SwiftUI APIs", "check for new SwiftUI deprecations", "scan for API changes", or after a new iOS/Xcode release. Requires the Sosumi MCP to be available.

#broad-capability#swiftui#iosSoftware Engineering

DevOps & Cloud

Triage

Responding to incidents, identifying impact scope, formulating recovery procedures, and creating postmortems. Use when incident response or disaster recovery is needed. Does not write code (delegates fixes to Builder).

#broad-capability#development#securityDevOps & Cloud

Tuner

Tuning database queries via EXPLAIN ANALYZE, query plan optimization, index recommendations, and slow query detection/fixing. Complements Schema's schema design. Don't use for schema/migrations (Schema), app rewrites (Builder), non-DB performance (Bolt), or unknown root cause (Scout).

#broad-capability#development#securityDevOps & Cloud

Tunnel Doctor

Diagnoses and fixes conflicts between Tailscale and proxy/VPN tools (Shadowrocket, Clash, Surge, OrbStack/Docker) on macOS — route hijacking, HTTP proxy env vars, system proxy bypass, SSH ProxyCommand double-tunneling, VM/container proxy propagation, and stalled macOS DNS resolution. Use when Tailscale ping works but SSH/HTTP times out, browser returns 503 but curl works, git push fails with "failed to begin relaying via HTTP", Docker pull/build times out behind TUN/VPN, setting up Tailscale SSH to WSL, bootstrapping remote dev over Tailscale, ssh/curl/git hang ~60s before resolving a hostname while nslookup returns instantly, ping to a resolver IP works but dig to the same IP times out, ssh -vvv freezes at "debug2: resolving" without reaching "debug1: connect", or raw probes give impossibly-fast results under a TUN proxy (nc -z 0.00s, sub-ms ping to overseas nodes, or an IP-geo lookup reporting the proxy exit instead of your real home/ISP — the TUN fabricates locally).

#broad-capability#research#documentsDevOps & Cloud

Update Avm Modules In Bicep

Update Azure Verified Modules (AVM) to latest versions in Bicep files.

#github-copilot#terraform#infrastructureDevOps & Cloud

Security & Compliance

Triaging Security Alerts In Splunk

Triages security alerts in Splunk Enterprise Security by classifying severity, investigating notable events, correlating related telemetry, and making escalation or closure decisions using SPL queries and the Incident Review dashboard. Use when SOC analysts face queued alerts from correlation searches, need to prioritize investigation order, or must document triage decisions for handoff to Tier 2/3 analysts.

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Triaging Security Incident

Performs initial triage of security incidents to determine severity, scope, and required response actions using the NIST SP 800-61r3 and SANS PICERL frameworks. Classifies incidents by type, assigns priority based on business impact, and routes to appropriate response teams. Activates for requests involving incident triage, security alert classification, severity assessment, incident prioritization, or initial incident analysis.

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Triaging Security Incident With Ir Playbook

Classify and prioritize security incidents using structured IR playbooks to determine severity, assign response teams, and initiate appropriate response procedures.

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Triaging Vulnerabilities With Ssvc Framework

Triage and prioritize vulnerabilities using CISA's Stakeholder-Specific Vulnerability Categorization (SSVC) decision tree framework to produce actionable remediation priorities.

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Agent Orchestration

Mobile App Development

UI Mobile

Mobile UI patterns - React Native, iOS/Android, touch targets

#claude-bootstrap#bootstrap#reactMobile App Development

Understanding Hot Reload Limits

Use this skill to teach Claude exactly which Kotlin and Compose changes hot-reload under Compose HotSwan and which trigger a full incremental rebuild fallback. Root cause is Android Runtime (ART) class schema immutability; only method bodies are mutable at runtime, so any change to fields, signatures, constructors, interfaces, inline functions, or new resource ids forces a rebuild. Covers the supported-changes table, the rebuild-forcing list, the diff-then-batch workflow that keeps a hot-reload session inside the fast path, and the inline-function and new-resource-id pitfalls. Trigger when the user asks "why did this rebuild?", "why isn't this hot reloading?", wants to learn HotSwan's boundaries before adopting it, or when reviewing a refactor that risks pushing a hot-reload session into a full rebuild.

#android#jetpack-compose#performanceMobile App Development

Upgrading Expo

Guidelines for upgrading Expo SDK versions and fixing dependency issues

#react-native#expo#reactMobile App Development

Upgrading from .NET MAUI 9 to .NET MAUI 10

Instructions for upgrading .NET MAUI applications from version 9 to version 10, including breaking changes, deprecated APIs, and migration strategies for ListView to CollectionView.

#github-copilot#build#lifecycleMobile App Development

Upgrading React Native

Upgrades React Native apps to newer versions by applying rn-diff-purge template diffs, updating package.json dependencies, migrating native iOS and Android configuration, resolving CocoaPods and Gradle changes, and handling breaking API updates. Use when upgrading React Native, bumping RN version, updating from RN 0.x to 0.y, or migrating Expo SDK alongside a React Native upgrade.

#react-native#mobile#expoMobile App Development

Use Dom

Use Expo DOM components to run web code in a webview on native and as-is on web. Migrate web code to native incrementally.

#react-native#expo#reactMobile App Development

Game Development