diff --git a/CATALOG.md b/CATALOG.md
index e250737f..134946ee 100644
--- a/CATALOG.md
+++ b/CATALOG.md
@@ -4,7 +4,7 @@ Generated at: 2026-02-08T00:00:00.000Z
 
 Total skills: 1204
 
-## architecture (77)
+## architecture (78)
 
 | Skill | Description | Tags | Triggers |
 | --- | --- | --- | --- |
@@ -31,6 +31,7 @@ Total skills: 1204
 | `code-refactoring-refactor-clean` | You are a code refactoring expert specializing in clean code principles, SOLID design patterns, and modern software engineering best practices. Analyze and r... | code, refactoring, refactor, clean | code, refactoring, refactor, clean, specializing, principles, solid, software, engineering, analyze, provided, improve |
 | `codebase-cleanup-refactor-clean` | You are a code refactoring expert specializing in clean code principles, SOLID design patterns, and modern software engineering best practices. Analyze and r... | codebase, cleanup, refactor, clean | codebase, cleanup, refactor, clean, code, refactoring, specializing, principles, solid, software, engineering, analyze |
 | `context-degradation` | This skill should be used when the user asks to "diagnose context problems", "fix lost-in-middle issues", "debug agent failures", "understand context poisoni... | degradation | degradation, context, skill, should, used, user, asks, diagnose, problems, fix, lost, middle |
+| `context-fundamentals` | This skill should be used when the user asks to "understand context", "explain context windows", "design agent architecture", "debug context issues", "optimi... | fundamentals | fundamentals, context, skill, should, used, user, asks, understand, explain, windows, agent, architecture |
 | `core-components` | Core component library and design system patterns. Use when building UI, using design tokens, or working with the component library. | core, components | core, components, component, library, building, ui, tokens, working |
 | `cqrs-implementation` | Implement Command Query Responsibility Segregation for scalable architectures. Use when separating read and write models, optimizing query performance, or bu... | cqrs | cqrs, command, query, responsibility, segregation, scalable, architectures, separating, read, write, models, optimizing |
 | `ddd-context-mapping` | Map relationships between bounded contexts and define integration contracts using DDD context mapping patterns. | [ddd, context-map, anti-corruption-layer, integration] | [ddd, context-map, anti-corruption-layer, integration], ddd, context, mapping, map, relationships, between, bounded, contexts |
@@ -47,7 +48,7 @@ Total skills: 1204
 | `game-development/multiplayer` | Multiplayer game development principles. Architecture, networking, synchronization. | game, development/multiplayer | game, development/multiplayer, multiplayer, development, principles, architecture, networking, synchronization |
 | `godot-gdscript-patterns` | Master Godot 4 GDScript patterns including signals, scenes, state machines, and optimization. Use when building Godot games, implementing game systems, or le... | godot, gdscript | godot, gdscript, including, signals, scenes, state, machines, optimization, building, games, implementing, game |
 | `google-calendar-automation` | Interact with Google Calendar - list calendars, view events, create/update/delete events, and find free time.
-Use when user asks to: check calendar, schedule... | google, calendar | google, calendar, interact, list, calendars, view, events, update, delete, find, free, time |
+Use when user asks to: check calendar, schedule... | google, calendar | google, calendar, automation, interact, list, calendars, view, events, update, delete, find, free |
 | `hig-inputs` | Apple HIG guidance for input methods and interaction patterns: gestures, Apple Pencil, keyboards, game controllers, pointers, Digital Crown, eye tracking, fo... | hig, inputs | hig, inputs, apple, guidance, input, methods, interaction, gestures, pencil, keyboards, game, controllers |
 | `hig-patterns` | Apple Human Interface Guidelines interaction and UX patterns. | hig | hig, apple, human, interface, guidelines, interaction, ux |
 | `i18n-localization` | Internationalization and localization patterns. Detecting hardcoded strings, managing translations, locale files, RTL support. | i18n, localization | i18n, localization, internationalization, detecting, hardcoded, strings, managing, translations, locale, files, rtl |
@@ -97,13 +98,12 @@ pagef... | robius, widget | robius, widget, critical, triggers, apply, textorima
 | `workflow-patterns` | Use this skill when implementing tasks according to Conductor's TDD workflow, handling phase checkpoints, managing git commits for tasks, or understanding th... |  | skill, implementing, tasks, according, conductor, tdd, handling, phase, checkpoints, managing, git, commits |
 | `zapier-make-patterns` | No-code automation democratizes workflow building. Zapier and Make (formerly Integromat) let non-developers automate business processes without writing code.... | zapier, make | zapier, make, no, code, automation, democratizes, building, formerly, integromat, let, non, developers |
 
-## business (47)
+## business (46)
 
 | Skill | Description | Tags | Triggers |
 | --- | --- | --- | --- |
 | `apify-competitor-intelligence` | Analyze competitor strategies, content, pricing, ads, and market positioning across Google Maps, Booking.com, Facebook, Instagram, YouTube, and TikTok. | apify, competitor, intelligence | apify, competitor, intelligence, analyze, content, pricing, ads, market, positioning, google, maps, booking |
 | `apify-market-research` | Analyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google Maps, Facebook, Instagram, Booking.com,... | apify, market, research | apify, market, research, analyze, conditions, geographic, opportunities, pricing, consumer, behavior, product, validation |
-| `blog-writing-guide` | Write, review, and improve blog posts for the Sentry engineering blog following Sentry's specific writing standards, voice, and quality bar. Use this skill w... | blog, writing | blog, writing, write, review, improve, posts, sentry, engineering, following, specific, standards, voice |
 | `brand-guidelines` | Write copy following Sentry brand guidelines. Use when writing UI text, error messages, empty states, onboarding flows, 404 pages, documentation, marketing c... | brand, guidelines | brand, guidelines, write, copy, following, sentry, writing, ui, text, error, messages, empty |
 | `chat-widget` | Build a real-time support chat system with a floating widget for users and an admin dashboard for support staff. Use when the user wants live chat, customer ... | chat, widget | chat, widget, real, time, floating, users, admin, dashboard, staff, user, wants, live |
 | `competitive-landscape` | This skill should be used when the user asks to \\\"analyze competitors", "assess competitive landscape", "identify differentiation", "evaluate market positi... | competitive, landscape | competitive, landscape, skill, should, used, user, asks, analyze, competitors, assess, identify, differentiation |
@@ -156,7 +156,7 @@ calculations | startup, business, analyst, market, opportunity | startup, busine
 | `startup-financial-modeling` | This skill should be used when the user asks to \\\"create financial projections", "build a financial model", "forecast revenue", "calculate burn rate", "est... | startup, financial, modeling | startup, financial, modeling, skill, should, used, user, asks, projections, model, forecast, revenue |
 | `whatsapp-automation` | Automate WhatsApp Business tasks via Rube MCP (Composio): send messages, manage templates, upload media, and handle contacts. Always search tools first for c... | whatsapp | whatsapp, automation, automate, business, tasks, via, rube, mcp, composio, send, messages, upload |
 
-## data-ai (214)
+## data-ai (212)
 
 | Skill | Description | Tags | Triggers |
 | --- | --- | --- | --- |
@@ -186,7 +186,7 @@ calculations | startup, business, analyst, market, opportunity | startup, busine
 | `audio-transcriber` | Transform audio recordings into professional Markdown documentation with intelligent summaries using LLM integration | [audio, transcription, whisper, meeting-minutes, speech-to-text] | [audio, transcription, whisper, meeting-minutes, speech-to-text], audio, transcriber, transform, recordings, professional, markdown, documentation |
 | `autonomous-agent-patterns` | Design patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop workflows. Use ... | autonomous, agent | autonomous, agent, building, coding, agents, covers, integration, permission, browser, automation, human, loop |
 | `autonomous-agents` | Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The c... | autonomous, agents | autonomous, agents, ai, independently, decompose, goals, plan, actions, execute, self, correct, without |
-| `aws-agentic-ai` |  | aws, agentic, ai | aws, agentic, ai |
+| `aws-agentic-ai` | Aws Agentic Ai | aws, agentic, ai | aws, agentic, ai |
 | `azure-ai-agents-persistent-dotnet` | Azure AI Agents Persistent SDK for .NET. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools. | azure, ai, agents, persistent, dotnet | azure, ai, agents, persistent, dotnet, sdk, net, low, level, creating, managing, threads |
 | `azure-ai-agents-persistent-java` | Azure AI Agents Persistent SDK for Java. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools. | azure, ai, agents, persistent, java | azure, ai, agents, persistent, java, sdk, low, level, creating, managing, threads, messages |
 | `azure-ai-contentsafety-java` | Build content moderation applications with Azure AI Content Safety SDK for Java. Use when implementing text/image analysis, blocklist management, or harm det... | azure, ai, contentsafety, java | azure, ai, contentsafety, java, content, moderation, applications, safety, sdk, implementing, text, image |
@@ -246,14 +246,13 @@ calculations | startup, business, analyst, market, opportunity | startup, busine
 | `cc-skill-backend-patterns` | Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes. | cc, skill, backend | cc, skill, backend, architecture, api, database, optimization, server, side, node, js, express |
 | `cc-skill-clickhouse-io` | ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads. | cc, skill, clickhouse, io | cc, skill, clickhouse, io, database, query, optimization, analytics, data, engineering, high, performance |
 | `cirq` | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experi... | cirq | cirq, google, quantum, computing, framework, targeting, ai, hardware, designing, noise, aware, circuits |
-| `claimable-postgres` | Provision instant temporary Postgres databases via Claimable Postgres by Neon (pg.new) with no login, signup, or credit card. Supports REST API, CLI, and SDK... | claimable, postgres | claimable, postgres, provision, instant, temporary, databases, via, neon, pg, new, no, login |
+| `claimable-postgres` | Provision instant temporary Postgres databases via Claimable Postgres by Neon (pg.new). No login or credit card required. Use for quick Postgres environments... | claimable, postgres | claimable, postgres, provision, instant, temporary, databases, via, neon, pg, new, no, login |
 | `clarity-gate` | Pre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clar... | clarity, gate | clarity, gate, pre, ingestion, verification, epistemic, quality, rag, ensures, documents, properly, qualified |
 | `code-documentation-doc-generate` | You are a documentation expert specializing in creating comprehensive, maintainable documentation from code. Generate API docs, architecture diagrams, user g... | code, documentation, doc, generate | code, documentation, doc, generate, specializing, creating, maintainable, api, docs, architecture, diagrams, user |
 | `code-reviewer` | Elite code review expert specializing in modern AI-powered code | code | code, reviewer, elite, review, specializing, ai, powered |
 | `codex-review` | Professional code review with auto CHANGELOG generation, integrated with Codex AI | codex | codex, review, professional, code, auto, changelog, generation, integrated, ai |
 | `computer-use-agents` | Build AI agents that interact with computers like humans do - viewing screens, moving cursors, clicking buttons, and typing text. Covers Anthropic's Computer... | computer, use, agents | computer, use, agents, ai, interact, computers, like, humans, do, viewing, screens, moving |
 | `content-marketer` | Elite content marketing strategist specializing in AI-powered content creation, omnichannel distribution, SEO optimization, and data-driven performance marke... | content, marketer | content, marketer, elite, marketing, strategist, specializing, ai, powered, creation, omnichannel, distribution, seo |
-| `context-fundamentals` | This skill should be used when the user asks to "understand context", "explain context windows", "design agent architecture", "debug context issues", "optimi... | fundamentals | fundamentals, context, skill, should, used, user, asks, understand, explain, windows, agent, architecture |
 | `context-manager` | Elite AI context engineering specialist mastering dynamic context management, vector databases, knowledge graphs, and intelligent memory systems. | manager | manager, context, elite, ai, engineering, mastering, dynamic, vector, databases, knowledge, graphs, intelligent |
 | `context-window-management` | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, conte... | window | window, context, managing, llm, windows, including, summarization, trimming, routing, avoiding, rot, token |
 | `conversation-memory` | Persistent memory systems for LLM conversations including short-term, long-term, and entity-based memory Use when: conversation memory, remember, memory pers... | conversation, memory | conversation, memory, persistent, llm, conversations, including, short, term, long, entity, remember, persistence |
@@ -263,7 +262,7 @@ calculations | startup, business, analyst, market, opportunity | startup, busine
 | `data-scientist` | Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business in... | data, scientist | data, scientist, analytics, machine, learning, statistical, modeling, complex, analysis, predictive, business, intelligence |
 | `data-storytelling` | Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating dat... | data, storytelling | data, storytelling, transform, compelling, narratives, visualization, context, persuasive, structure, presenting, analytics, stakeholders |
 | `data-structure-protocol` | Give agents persistent structural memory of a codebase — navigate dependencies, track public APIs, and understand why connections exist without re-reading th... | data, structure, protocol | data, structure, protocol, give, agents, persistent, structural, memory, codebase, navigate, dependencies, track |
-| `data-visualization` |  | data, visualization | data, visualization |
+| `data-visualization` | Data Visualization | data, visualization | data, visualization |
 | `database` | Database development and operations workflow covering SQL, NoSQL, database design, migrations, optimization, and data engineering. | database | database, development, operations, covering, sql, nosql, migrations, optimization, data, engineering |
 | `database-architect` | Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures. | database | database, architect, specializing, data, layer, scratch, technology, selection, schema, modeling, scalable, architectures |
 | `database-design` | Database design principles and decision-making. Schema design, indexing strategy, ORM selection, serverless databases. | database | database, principles, decision, making, schema, indexing, orm, selection, serverless, databases |
@@ -281,18 +280,18 @@ calculations | startup, business, analyst, market, opportunity | startup, busine
 | `fal-upscale` | Upscale and enhance image and video resolution using AI | fal, upscale | fal, upscale, enhance, image, video, resolution, ai |
 | `fal-workflow` | Generate workflow JSON files for chaining AI models | fal | fal, generate, json, files, chaining, ai, models |
 | `fixing-metadata` | Audit and fix HTML metadata including page titles, meta descriptions, canonical URLs, Open Graph tags, Twitter cards, favicons, JSON-LD structured data, and ... | fixing, metadata | fixing, metadata, audit, fix, html, including, page, titles, meta, descriptions, canonical, urls |
-| `food-database-query` |  | food, database, query | food, database, query |
-| `fp-data-transforms` | Everyday data transformations using functional patterns - arrays, objects, grouping, aggregation, and null-safe access | functional-programming, typescript, data-transformation, fp-ts, arrays, objects, grouping, aggregation, null-safety | functional-programming, typescript, data-transformation, fp-ts, arrays, objects, grouping, aggregation, null-safety, practical, data, transformations |
+| `food-database-query` | Food Database Query | food, database, query | food, database, query |
+| `fp-data-transforms` | Everyday data transformations using functional patterns - arrays, objects, grouping, aggregation, and null-safe access | functional-programming, typescript, data-transformation, fp-ts, arrays, objects, grouping, aggregation, null-safety | functional-programming, typescript, data-transformation, fp-ts, arrays, objects, grouping, aggregation, null-safety, fp, data, transforms |
 | `fp-option-ref` | Quick reference for Option type. Use when user needs to handle nullable values, optional data, or wants to avoid null checks. | fp-ts, option, nullable, maybe, quick-reference | fp-ts, option, nullable, maybe, quick-reference, fp, ref, quick, reference, type, user, handle |
 | `fp-pipe-ref` | Quick reference for pipe and flow. Use when user needs to chain functions, compose operations, or build data pipelines in fp-ts. | fp-ts, pipe, flow, composition, quick-reference | fp-ts, pipe, flow, composition, quick-reference, fp, ref, quick, reference, user, chain, functions |
-| `fp-react` | Practical patterns for using fp-ts with React - hooks, state, forms, data fetching. Works with React 18/19, Next.js 14/15. | fp-ts, react, typescript, hooks, state-management, forms, data-fetching, remote-data, react-19, next-js | fp-ts, react, typescript, hooks, state-management, forms, data-fetching, remote-data, react-19, next-js, functional, programming |
+| `fp-react` | Practical patterns for using fp-ts with React - hooks, state, forms, data fetching. Works with React 18/19, Next.js 14/15. | fp-ts, react, typescript, hooks, state-management, forms, data-fetching, remote-data, react-19, next-js | fp-ts, react, typescript, hooks, state-management, forms, data-fetching, remote-data, react-19, next-js, fp, practical |
 | `fp-ts-react` | Practical patterns for using fp-ts with React - hooks, state, forms, data fetching. Use when building React apps with functional programming patterns. Works ... | fp, ts, react | fp, ts, react, practical, hooks, state, forms, data, fetching, building, apps, functional |
 | `frontend-dev-guidelines` | Opinionated frontend development standards for modern React + TypeScript applications. Covers Suspense-first data fetching, lazy loading, feature-based archi... | frontend, dev, guidelines | frontend, dev, guidelines, opinionated, development, standards, react, typescript, applications, covers, suspense, first |
 | `frontend-ui-dark-ts` | Build dark-themed React applications using Tailwind CSS with custom theming, glassmorphism effects, and Framer Motion animations. Use when creating dashboard... | frontend, ui, dark, ts | frontend, ui, dark, ts, themed, react, applications, tailwind, css, custom, theming, glassmorphism |
 | `geo-fundamentals` | Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity). | geo, fundamentals | geo, fundamentals, generative, engine, optimization, ai, search, engines, chatgpt, claude, perplexity |
 | `google-analytics-automation` | Automate Google Analytics tasks via Rube MCP (Composio): run reports, list accounts/properties, funnels, pivots, key events. Always search tools first for cu... | google, analytics | google, analytics, automation, automate, tasks, via, rube, mcp, composio, run, reports, list |
 | `google-sheets-automation` | Read and write Google Sheets spreadsheets - get content, update cells, append rows, fetch specific ranges,
-search for spreadsheets, and view metadata. Use wh... | google, sheets | google, sheets, read, write, spreadsheets, get, content, update, cells, append, rows, fetch |
+search for spreadsheets, and view metadata. Use wh... | google, sheets | google, sheets, automation, read, write, spreadsheets, get, content, update, cells, append, rows |
 | `googlesheets-automation` | Automate Google Sheets operations (read, write, format, filter, manage spreadsheets) via Rube MCP (Composio). Read/write data, manage tabs, apply formatting,... | googlesheets | googlesheets, automation, automate, google, sheets, operations, read, write, format, filter, spreadsheets, via |
 | `graphql` | GraphQL gives clients exactly the data they need - no more, no less. One endpoint, typed schema, introspection. But the flexibility that makes it powerful al... | graphql | graphql, gives, clients, exactly, data, no, less, one, endpoint, typed, schema, introspection |
 | `hig-technologies` | Apple HIG guidance for Apple technology integrations: Siri, Apple Pay, HealthKit, HomeKit, ARKit, machine learning, generative AI, iCloud, Sign in with Apple... | hig, technologies | hig, technologies, apple, guidance, technology, integrations, siri, pay, healthkit, homekit, arkit, machine |
@@ -321,7 +320,6 @@ makepad dynamic, make... | makepad, splash | makepad, splash, critical, scriptin
 BotClient, OpenAI, SSE streaming, AI chat, molykit,
 PlatformSend, spawn(), ThreadToken, cross-platfor... | molykit | molykit, critical, ai, chat, toolkit, triggers, botclient, openai, sse, streaming, platformsend, spawn |
 | `n8n-expression-syntax` | Validate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing $json/$node variables, troubleshooting e... | n8n, expression, syntax | n8n, expression, syntax, validate, fix, common, errors, writing, expressions, accessing, json, node |
-| `n8n-workflow-patterns` | Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, pl... | n8n | n8n, proven, architectural, real, building, new, designing, structure, choosing, planning, architecture, asking |
 | `nanobanana-ppt-skills` | AI-powered PPT generation with document analysis and styled images | nanobanana, ppt, skills | nanobanana, ppt, skills, ai, powered, generation, document, analysis, styled, images |
 | `neon-postgres` | Expert patterns for Neon serverless Postgres, branching, connection pooling, and Prisma/Drizzle integration Use when: neon database, serverless postgres, dat... | neon, postgres | neon, postgres, serverless, branching, connection, pooling, prisma, drizzle, integration, database |
 | `nextjs-app-router-patterns` | Master Next.js 14+ App Router with Server Components, streaming, parallel routes, and advanced data fetching. Use when building Next.js applications, impleme... | nextjs, app, router | nextjs, app, router, next, js, 14, server, components, streaming, parallel, routes, data |
@@ -342,7 +340,6 @@ applications. | php | php, pro, write, idiomatic, code, generators, iterators, s
 | `prompt-caching` | Caching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt caching, cache... | prompt, caching | prompt, caching, llm, prompts, including, anthropic, response, cag, cache, augmented, generation, augm |
 | `prompt-engineering-patterns` | Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production. Use when optimizing prompts, impro... | prompt, engineering | prompt, engineering, techniques, maximize, llm, performance, reliability, controllability, optimizing, prompts, improving, outputs |
 | `pydantic-models-py` | Create Pydantic models following the multi-model pattern with Base, Create, Update, Response, and InDB variants. Use when defining API request/response schem... | pydantic, models, py | pydantic, models, py, following, multi, model, base, update, response, indb, variants, defining |
-| `qiskit` | IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization t... | qiskit | qiskit, ibm, quantum, computing, framework, targeting, hardware, working, runtime, workloads, needing, optimization |
 | `rag-engineer` | Expert in building Retrieval-Augmented Generation systems. Masters embedding models, vector databases, chunking strategies, and retrieval optimization for LL... | rag | rag, engineer, building, retrieval, augmented, generation, masters, embedding, models, vector, databases, chunking |
 | `rag-implementation` | RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup, chunking strategies, and retrieval optimiza... | rag | rag, retrieval, augmented, generation, covering, embedding, selection, vector, database, setup, chunking, optimization |
 | `react-ui-patterns` | Modern React UI patterns for loading states, error handling, and data fetching. Use when building UI components, handling async data, or managing UI states. | react, ui | react, ui, loading, states, error, handling, data, fetching, building, components, async, managing |
@@ -352,13 +349,14 @@ Scope::with_data, save state, load state, serde,
 ... | robius, state | robius, state, critical, triggers, appstate, persistence, theme, switch, scope, data, save, load |
 | `scala-pro` | Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing. Expert in Apache Pekko, Akka, Spark, ZIO... | scala | scala, pro, enterprise, grade, development, functional, programming, distributed, big, data, processing, apache |
 | `schema-markup` | Design, validate, and optimize schema.org structured data for eligibility, correctness, and measurable SEO impact. | schema, markup | schema, markup, validate, optimize, org, structured, data, eligibility, correctness, measurable, seo, impact |
-| `scikit-learn` | Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dime... | scikit, learn | scikit, learn, machine, learning, python, working, supervised, classification, regression, unsupervised, clustering, dimensionality |
+| `scikit-learn` | Machine learning in Python with scikit-learn. Use for classification, regression, clustering, model evaluation, and ML pipelines. | scikit, learn | scikit, learn, machine, learning, python, classification, regression, clustering, model, evaluation, ml, pipelines |
 | `segment-cdp` | Expert patterns for Segment Customer Data Platform including Analytics.js, server-side tracking, tracking plans with Protocols, identity resolution, destinat... | segment, cdp | segment, cdp, customer, data, platform, including, analytics, js, server, side, tracking, plans |
 | `sendgrid-automation` | Automate SendGrid email operations including sending emails, managing contacts/lists, sender identities, templates, and analytics via Rube MCP (Composio). Al... | sendgrid | sendgrid, automation, automate, email, operations, including, sending, emails, managing, contacts, lists, sender |
 | `senior-architect` | Comprehensive software architecture skill for designing scalable, maintainable systems using ReactJS, NextJS, NodeJS, Express, React Native, Swift, Kotlin, F... | senior | senior, architect, software, architecture, skill, designing, scalable, maintainable, reactjs, nextjs, nodejs, express |
 | `similarity-search-patterns` | Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieva... | similarity, search | similarity, search, efficient, vector, databases, building, semantic, implementing, nearest, neighbor, queries, optimizing |
 | `skill-creator-ms` | Guide for creating effective skills for AI coding agents working with Azure SDKs and Microsoft Foundry services. Use when creating new skills or updating exi... | skill, creator, ms | skill, creator, ms, creating, effective, skills, ai, coding, agents, working, azure, sdks |
 | `skill-seekers` | -Automatically convert documentation websites, GitHub repositories, and PDFs into Claude AI skills in minutes. | skill, seekers | skill, seekers, automatically, convert, documentation, websites, github, repositories, pdfs, claude, ai, skills |
+| `skin-health-analyzer` | Analyze skin health data, identify skin problem patterns, assess skin health status. Supports correlation analysis with nutrition, chronic diseases, and medi... | skin, health, analyzer | skin, health, analyzer, analyze, data, identify, problem, assess, status, supports, correlation, analysis |
 | `spark-optimization` | Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or... | spark, optimization | spark, optimization, optimize, apache, jobs, partitioning, caching, shuffle, memory, tuning, improving, performance |
 | `sql-injection-testing` | This skill should be used when the user asks to "test for SQL injection vulnerabilities", "perform SQLi attacks", "bypass authentication using SQL injection"... | sql, injection | sql, injection, testing, skill, should, used, user, asks, test, vulnerabilities, perform, sqli |
 | `sql-optimization-patterns` | Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance and eliminate slow queries. Use when de... | sql, optimization | sql, optimization, query, indexing, explain, analysis, dramatically, improve, database, performance, eliminate, slow |
@@ -385,7 +383,7 @@ Scope::with_data, save state, load state, serde,
 | `xlsx-official` | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work ... | xlsx, official | xlsx, official, spreadsheet, creation, editing, analysis, formulas, formatting, data, visualization, claude, work |
 | `youtube-automation` | Automate YouTube tasks via Rube MCP (Composio): upload videos, manage playlists, search content, get analytics, and handle comments. Always search tools firs... | youtube | youtube, automation, automate, tasks, via, rube, mcp, composio, upload, videos, playlists, search |
 
-## development (169)
+## development (171)
 
 | Skill | Description | Tags | Triggers |
 | --- | --- | --- | --- |
@@ -459,6 +457,7 @@ Scope::with_data, save state, load state, serde,
 | `devcontainer-setup` | Creates devcontainers with Claude Code, language-specific tooling (Python/Node/Rust/Go), and persistent volumes. Use when adding devcontainer support to a pr... | devcontainer, setup | devcontainer, setup, creates, devcontainers, claude, code, language, specific, tooling, python, node, rust |
 | `development` | Comprehensive web, mobile, and backend development workflow bundling frontend, backend, full-stack, and mobile development skills for end-to-end application ... |  | development, web, mobile, backend, bundling, frontend, full, stack, skills, application, delivery |
 | `discord-bot-architect` | Specialized skill for building production-ready Discord bots. Covers Discord.js (JavaScript) and Pycord (Python), gateway intents, slash commands, interactiv... | discord, bot | discord, bot, architect, specialized, skill, building, bots, covers, js, javascript, pycord, python |
+| `django-access-review` | django-access-review | django, access | django, access, review |
 | `documentation` | Documentation generation workflow covering API docs, architecture docs, README files, code comments, and technical writing. | documentation | documentation, generation, covering, api, docs, architecture, readme, files, code, comments, technical, writing |
 | `dotnet-architect` | Expert .NET backend architect specializing in C#, ASP.NET Core, Entity Framework, Dapper, and enterprise application patterns. | dotnet | dotnet, architect, net, backend, specializing, asp, core, entity, framework, dapper, enterprise, application |
 | `dotnet-backend-patterns` | Master C#/.NET backend development patterns for building robust APIs, MCP servers, and enterprise applications. Covers async/await, dependency injection, Ent... | dotnet, backend | dotnet, backend, net, development, building, robust, apis, mcp, servers, enterprise, applications, covers |
@@ -469,10 +468,10 @@ Scope::with_data, save state, load state, serde,
 | `fastapi-router-py` | Create FastAPI routers with CRUD operations, authentication dependencies, and proper response models. Use when building REST API endpoints, creating new rout... | fastapi, router, py | fastapi, router, py, routers, crud, operations, authentication, dependencies, proper, response, models, building |
 | `fastapi-templates` | Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling. Use when building new FastAPI applicati... | fastapi | fastapi, async, dependency, injection, error, handling, building, new, applications, setting, up, backend |
 | `firecrawl-scraper` | Deep web scraping, screenshots, PDF parsing, and website crawling using Firecrawl API | firecrawl, scraper | firecrawl, scraper, deep, web, scraping, screenshots, pdf, parsing, website, crawling, api |
-| `fp-async` | Practical async patterns using TaskEither - clean pipelines instead of try/catch hell, with real API examples | fp-ts, typescript, async, error-handling, practical, promises, api, fetch | fp-ts, typescript, async, error-handling, practical, promises, api, fetch, fp, ts, taskeither, clean |
-| `fp-backend` | Functional programming patterns for Node.js/Deno backend development using fp-ts, ReaderTaskEither, and functional dependency injection | fp-ts, typescript, backend, functional-programming, node, deno, dependency-injection, reader-task-either | fp-ts, typescript, backend, functional-programming, node, deno, dependency-injection, reader-task-either, fp, ts, functional, programming |
-| `fp-errors` | Stop throwing everywhere - handle errors as values using Either and TaskEither for cleaner, more predictable code | fp-ts, error-handling, either, task-either, typescript, validation, practical | fp-ts, error-handling, either, task-either, typescript, validation, practical, error, handling, fp, ts, stop |
-| `fp-pragmatic` | A practical, jargon-free guide to functional programming - the 80/20 approach that gets results without the academic overhead | fp-ts, functional-programming, typescript, pragmatic, beginner-friendly, best-practices | fp-ts, functional-programming, typescript, pragmatic, beginner-friendly, best-practices, functional, programming, practical, jargon, free, 80 |
+| `fp-async` | Practical async patterns using TaskEither - clean pipelines instead of try/catch hell, with real API examples | fp-ts, typescript, async, error-handling, practical, promises, api, fetch | fp-ts, typescript, async, error-handling, practical, promises, api, fetch, fp, taskeither, clean, pipelines |
+| `fp-backend` | Functional programming patterns for Node.js/Deno backend development using fp-ts, ReaderTaskEither, and functional dependency injection | fp-ts, typescript, backend, functional-programming, node, deno, dependency-injection, reader-task-either | fp-ts, typescript, backend, functional-programming, node, deno, dependency-injection, reader-task-either, fp, functional, programming, js |
+| `fp-errors` | Stop throwing everywhere - handle errors as values using Either and TaskEither for cleaner, more predictable code | fp-ts, error-handling, either, task-either, typescript, validation, practical | fp-ts, error-handling, either, task-either, typescript, validation, practical, fp, errors, stop, throwing, everywhere |
+| `fp-pragmatic` | A practical, jargon-free guide to functional programming - the 80/20 approach that gets results without the academic overhead | fp-ts, functional-programming, typescript, pragmatic, beginner-friendly, best-practices | fp-ts, functional-programming, typescript, pragmatic, beginner-friendly, best-practices, fp, practical, jargon, free, functional, programming |
 | `fp-refactor` | Comprehensive guide for refactoring imperative TypeScript code to fp-ts functional patterns | fp-ts, refactoring, functional-programming, typescript, migration, either, option, task, reader | fp-ts, refactoring, functional-programming, typescript, migration, either, option, task, reader, fp, refactor, imperative |
 | `fp-taskeither-ref` | Quick reference for TaskEither. Use when user needs async error handling, API calls, or Promise-based operations that can fail. | fp-ts, taskeither, async, promise, error-handling, quick-reference | fp-ts, taskeither, async, promise, error-handling, quick-reference, fp, ref, quick, reference, user, error |
 | `fp-ts-errors` | Handle errors as values using fp-ts Either and TaskEither for cleaner, more predictable TypeScript code. Use when implementing error handling patterns with f... | fp, ts, errors | fp, ts, errors, handle, values, either, taskeither, cleaner, predictable, typescript, code, implementing |
@@ -514,6 +513,7 @@ no matching field, parse error, widget... | makepad, reference | makepad, refere
 | `n8n-code-javascript` | Write JavaScript code in n8n Code nodes. Use when writing JavaScript in n8n, using $input/$json/$node syntax, making HTTP requests with $helpers, working wit... | n8n, code, javascript | n8n, code, javascript, write, nodes, writing, input, json, node, syntax, making, http |
 | `n8n-code-python` | Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Py... | n8n, code, python | n8n, code, python, write, nodes, writing, input, json, node, syntax, working, standard |
 | `n8n-node-configuration` | Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between g... | n8n, node, configuration | n8n, node, configuration, operation, aware, guidance, configuring, nodes, understanding, property, dependencies, determining |
+| `n8n-workflow-patterns` | Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, pl... | n8n | n8n, proven, architectural, real, building, new, designing, structure, choosing, planning, architecture, asking |
 | `odoo-migration-helper` | Step-by-step guide for migrating Odoo custom modules between versions (v14→v15→v16→v17). Covers API changes, deprecated methods, and view migration. | odoo, migration, helper | odoo, migration, helper, step, migrating, custom, modules, between, versions, v14, v15, v16 |
 | `odoo-rpc-api` | Expert on Odoo's external JSON-RPC and XML-RPC APIs. Covers authentication, model calls, record CRUD, and real-world integration examples in Python, JavaScri... | odoo, rpc, api | odoo, rpc, api, external, json, xml, apis, covers, authentication, model, calls, record |
 | `odoo-shopify-integration` | Connect Odoo with Shopify: sync products, inventory, orders, and customers using the Shopify API and Odoo's external API or connector modules. | odoo, shopify, integration | odoo, shopify, integration, connect, sync, products, inventory, orders, customers, api, external, connector |
@@ -563,7 +563,7 @@ no matching field, parse error, widget... | makepad, reference | makepad, refere
 | `zod-validation-expert` | Expert in Zod — TypeScript-first schema validation. Covers parsing, custom errors, refinements, type inference, and integration with React Hook Form, Next.js... | zod, validation | zod, validation, typescript, first, schema, covers, parsing, custom, errors, refinements, type, inference |
 | `zustand-store-ts` | Create Zustand stores with TypeScript, subscribeWithSelector middleware, and proper state/action separation. Use when building React state management, creati... | zustand, store, ts | zustand, store, ts, stores, typescript, subscribewithselector, middleware, proper, state, action, separation, building |
 
-## general (298)
+## general (299)
 
 | Skill | Description | Tags | Triggers |
 | --- | --- | --- | --- |
@@ -583,23 +583,25 @@ no matching field, parse error, widget... | makepad, reference | makepad, refere
 | `app-builder/templates` | Project scaffolding templates for new applications. Use when creating new projects from scratch. Contains 12 templates for various tech stacks. | app, builder/templates | app, builder/templates, scaffolding, new, applications, creating, scratch, contains, 12, various, tech, stacks |
 | `arm-cortex-expert` | Senior embedded software engineer specializing in firmware and driver development for ARM Cortex-M microcontrollers (Teensy, STM32, nRF52, SAMD). | arm, cortex | arm, cortex, senior, embedded, software, engineer, specializing, firmware, driver, development, microcontrollers, teensy |
 | `ask-questions-if-underspecified` | Clarify requirements before implementing. Use when serious doubts arise. | ask, questions, if, underspecified | ask, questions, if, underspecified, clarify, requirements, before, implementing, serious, doubts, arise |
-| `automate-whatsapp` |  | automate, whatsapp | automate, whatsapp |
+| `automate-whatsapp` | Automate Whatsapp | automate, whatsapp | automate, whatsapp |
 | `avalonia-layout-zafiro` | Guidelines for modern Avalonia UI layout using Zafiro.Avalonia, emphasizing shared styles, generic components, and avoiding XAML redundancy. | avalonia, layout, zafiro | avalonia, layout, zafiro, guidelines, ui, emphasizing, shared, styles, generic, components, avoiding, xaml |
 | `avalonia-zafiro-development` | Mandatory skills, conventions, and behavioral rules for Avalonia UI development using the Zafiro toolkit. | avalonia, zafiro | avalonia, zafiro, development, mandatory, skills, conventions, behavioral, rules, ui, toolkit |
-| `aws-cdk-development` |  | aws, cdk | aws, cdk, development |
-| `aws-common` |  | aws, common | aws, common |
+| `aws-cdk-development` | Aws Cdk Development | aws, cdk | aws, cdk, development |
+| `aws-common` | Aws Common | aws, common | aws, common |
 | `aws-cost-cleanup` | Automated cleanup of unused AWS resources to reduce costs | aws, cost, cleanup | aws, cost, cleanup, automated, unused, resources, reduce, costs |
-| `aws-cost-ops` |  | aws, cost, ops | aws, cost, ops |
+| `aws-cost-ops` | Aws Cost Ops | aws, cost, ops | aws, cost, ops |
 | `aws-cost-optimizer` | Comprehensive AWS cost analysis and optimization recommendations using AWS CLI and Cost Explorer | aws, cost, optimizer | aws, cost, optimizer, analysis, optimization, recommendations, cli, explorer |
-| `aws-mcp-setup` |  | aws, mcp, setup | aws, mcp, setup |
-| `aws-serverless-eda` |  | aws, serverless, eda | aws, serverless, eda |
+| `aws-mcp-setup` | Aws Mcp Setup | aws, mcp, setup | aws, mcp, setup |
+| `aws-serverless-eda` | Aws Serverless Eda | aws, serverless, eda | aws, serverless, eda |
 | `backtesting-frameworks` | Build robust backtesting systems for trading strategies with proper handling of look-ahead bias, survivorship bias, and transaction costs. Use when developin... | backtesting, frameworks | backtesting, frameworks, robust, trading, proper, handling, look, ahead, bias, survivorship, transaction, costs |
 | `bazel-build-optimization` | Optimize Bazel builds for large-scale monorepos. Use when configuring Bazel, implementing remote execution, or optimizing build performance for enterprise co... | bazel, build, optimization | bazel, build, optimization, optimize, large, scale, monorepos, configuring, implementing, remote, execution, optimizing |
 | `blockchain-developer` | Build production-ready Web3 applications, smart contracts, and decentralized systems. Implements DeFi protocols, NFT platforms, DAOs, and enterprise blockcha... | blockchain | blockchain, developer, web3, applications, smart, contracts, decentralized, implements, defi, protocols, nft, platforms |
+| `blog-writing-guide` | Write, review, and improve blog posts for the Sentry engineering blog following Sentry's specific writing standards, voice, and quality bar. Use this skill w... | blog, writing | blog, writing, write, review, improve, posts, sentry, engineering, following, specific, standards, voice |
 | `brand-guidelines-anthropic` | Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand co... | brand, guidelines, anthropic | brand, guidelines, anthropic, applies, official, colors, typography, any, sort, artifact, may, benefit |
 | `brand-guidelines-community` | Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand co... | brand, guidelines, community | brand, guidelines, community, applies, anthropic, official, colors, typography, any, sort, artifact, may |
 | `bug-hunter` | Systematically finds and fixes bugs using proven debugging techniques. Traces from symptoms to root cause, implements fixes, and prevents regression. | bug, hunter | bug, hunter, systematically, finds, fixes, bugs, proven, debugging, techniques, traces, symptoms, root |
-| `building-secure-contracts` |  | building, secure, contracts | building, secure, contracts |
+| `build` | build | build | build |
+| `building-secure-contracts` | Building Secure Contracts | building, secure, contracts | building, secure, contracts |
 | `busybox-on-windows` | How to use a Win32 build of BusyBox to run many of the standard UNIX command line tools on Windows. | busybox, on, windows | busybox, on, windows, how, win32, run, many, standard, unix, command, line |
 | `c-pro` | Write efficient C code with proper memory management, pointer | c | c, pro, write, efficient, code, proper, memory, pointer |
 | `canvas-design` | Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art... | canvas | canvas, beautiful, visual, art, png, pdf, documents, philosophy, should, skill, user, asks |
@@ -634,7 +636,7 @@ no matching field, parse error, widget... | makepad, reference | makepad, refere
 | `context-optimization` | This skill should be used when the user asks to "optimize context", "reduce token costs", "improve context efficiency", "implement KV-cache optimization", "p... | optimization | optimization, context, skill, should, used, user, asks, optimize, reduce, token, costs, improve |
 | `cpp-pro` | Write idiomatic C++ code with modern features, RAII, smart pointers, and STL algorithms. Handles templates, move semantics, and performance optimization. | cpp | cpp, pro, write, idiomatic, code, features, raii, smart, pointers, stl, algorithms, move |
 | `create-branch` | Create a git branch following Sentry naming conventions. Use when asked to "create a branch", "new branch", "start a branch", "make a branch", "switch to a n... | create, branch | create, branch, git, following, sentry, naming, conventions, asked, new, start, switch, starting |
-| `culture-index` |  | culture, index | culture, index |
+| `culture-index` | Culture Index | culture, index | culture, index |
 | `daily-news-report` | Scrapes content based on a preset URL list, filters high-quality technical information, and generates daily Markdown reports. | daily, news, report | daily, news, report, scrapes, content, preset, url, list, filters, high, quality, technical |
 | `debugging-strategies` | Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack. Use ... | debugging, strategies | debugging, strategies, systematic, techniques, profiling, root, cause, analysis, efficiently, track, down, bugs |
 | `debugging-toolkit-smart-debug` | Use when working with debugging toolkit smart debug | debugging, debug | debugging, debug, toolkit, smart, working |
@@ -655,14 +657,14 @@ evolve, evolution, contribute, contribution, self-improve, self-improvement,
 a... | evolution | evolution, critical, makepad, skills, self, contribution, triggers, evolve, contribute, improve, improvement, add |
 | `executing-plans` | Use when you have a written implementation plan to execute in a separate session with review checkpoints | executing, plans | executing, plans, written, plan, execute, separate, session, review, checkpoints |
 | `expo-dev-client` | Build and distribute Expo development clients locally or via TestFlight | expo, dev, client | expo, dev, client, distribute, development, clients, locally, via, testflight |
-| `expo-ui-jetpack-compose` | `@expo/ui/jetpack-compose` package lets you use Jetpack Compose Views and modifiers in your app. | expo, ui, jetpack, compose | expo, ui, jetpack, compose, package, lets, views, modifiers, app |
-| `expo-ui-swift-ui` | `@expo/ui/swift-ui` package lets you use SwiftUI Views and modifiers in your app. | expo, ui, swift | expo, ui, swift, swiftui, package, lets, views, modifiers, app |
+| `expo-ui-jetpack-compose` | expo-ui-jetpack-compose | expo, ui, jetpack, compose | expo, ui, jetpack, compose |
+| `expo-ui-swift-ui` | expo-ui-swift-ui | expo, ui, swift | expo, ui, swift |
 | `fal-platform` | Platform APIs for model management, pricing, and usage tracking | fal, platform | fal, platform, apis, model, pricing, usage, tracking |
 | `family-health-analyzer` | 分析家族病史、评估遗传风险、识别家庭健康模式、提供个性化预防建议 | family, health, analyzer | family, health, analyzer |
 | `favicon` | Generate favicons from a source image | favicon | favicon, generate, favicons, source, image |
 | `ffuf-claude-skill` | Web fuzzing with ffuf | ffuf, claude, skill | ffuf, claude, skill, web, fuzzing |
 | `file-organizer` | Intelligently organizes files and folders by understanding context, finding duplicates, and suggesting better organizational structures. Use when user wants ... | file, organizer | file, organizer, intelligently, organizes, files, folders, understanding, context, finding, duplicates, suggesting, better |
-| `filesystem-context` | This skill should be used when the user asks to "offload context to files", "implement dynamic context discovery", "use filesystem for agent memory", "reduce... | filesystem | filesystem, context, skill, should, used, user, asks, offload, files, dynamic, discovery, agent |
+| `filesystem-context` | Use for file-based context management, dynamic context discovery, and reducing context window bloat. Offload context to files for just-in-time loading. | filesystem | filesystem, context, file, dynamic, discovery, reducing, window, bloat, offload, files, just, time |
 | `finishing-a-development-branch` | Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting s... | finishing, a, branch | finishing, a, branch, development, complete, all, tests, pass, decide, how, integrate, work |
 | `fitness-analyzer` | 分析运动数据、识别运动模式、评估健身进展，并提供个性化训练建议。支持与慢性病数据的关联分析。 | fitness, analyzer | fitness, analyzer |
 | `fix-review` | Verify fix commits address audit findings without new bugs | fix | fix, review, verify, commits, address, audit, findings, without, new, bugs |
@@ -684,18 +686,10 @@ a... | evolution | evolution, critical, makepad, skills, self, contribution, tri
 | `git-pr-workflows-pr-enhance` | You are a PR optimization expert specializing in creating high-quality pull requests that facilitate efficient code reviews. Generate comprehensive PR descri... | git, pr, enhance | git, pr, enhance, optimization, specializing, creating, high, quality, pull, requests, facilitate, efficient |
 | `git-pushing` | Stage, commit, and push git changes with conventional commit messages. Use when user wants to commit and push changes, mentions pushing to remote, or asks to... | git, pushing | git, pushing, stage, commit, push, changes, conventional, messages, user, wants, mentions, remote |
 | `github-issue-creator` | Convert raw notes, error logs, voice dictation, or screenshots into crisp GitHub-flavored markdown issue reports. Use when the user pastes bug info, error me... | github, issue, creator | github, issue, creator, convert, raw, notes, error, logs, voice, dictation, screenshots, crisp |
-| `gmail-automation` | Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels.
-Use when user asks to: search email, read email, send emai... | gmail | gmail, interact, search, emails, read, messages, send, drafts, labels, user, asks, email |
 | `goal-analyzer` | 分析健康目标数据、识别目标模式、评估目标进度,并提供个性化目标管理建议。支持与营养、运动、睡眠等健康数据的关联分析。 | goal, analyzer | goal, analyzer |
 | `godot-4-migration` | Specialized guide for migrating Godot 3.x projects to Godot 4 (GDScript 2.0), covering syntax changes, Tweens, and exports. | godot, 4, migration | godot, 4, migration, specialized, migrating, gdscript, covering, syntax, changes, tweens, exports |
-| `google-docs-automation` | Interact with Google Docs - create documents, search by title, read content, and edit text.
-Use when user asks to: create a Google Doc, find a document, read... | google, docs | google, docs, interact, documents, search, title, read, content, edit, text, user, asks |
-| `google-drive-automation` | Interact with Google Drive - search files, find folders, list contents, download files, upload files,
-create folders, move, copy, rename, and trash files. Us... | google, drive | google, drive, interact, search, files, find, folders, list, contents, download, upload, move |
-| `google-slides-automation` | Read and write Google Slides presentations - get text, find presentations, create presentations, add slides,
-replace text, and manage slide content. Use when... | google, slides | google, slides, read, write, presentations, get, text, find, add, replace, slide, content |
-| `great-tables` |  | great, tables | great, tables |
-| `grimoire` |  | grimoire | grimoire |
+| `great-tables` | Great Tables | great, tables | great, tables |
+| `grimoire` | Grimoire | grimoire | grimoire |
 | `haskell-pro` | Expert Haskell engineer specializing in advanced type systems, pure | haskell | haskell, pro, engineer, specializing, type, pure |
 | `health-trend-analyzer` | 分析一段时间内健康数据的趋势和模式。关联药物、症状、生命体征、化验结果和其他健康指标的变化。识别令人担忧的趋势、改善情况，并提供数据驱动的洞察。当用户询问健康趋势、模式、随时间的变化或"我的健康状况有什么变化？"时使用。支持多维度分析（体重/BMI、症状、药物依从性、化验结果、情绪睡眠），相关性分析，变化检测，以... | health, trend, analyzer | health, trend, analyzer, bmi, html, echarts |
 | `hierarchical-agent-memory` | Scoped CLAUDE.md memory system that reduces context token spend. Creates directory-level context files, tracks savings via dashboard, and routes agents to th... | hierarchical, agent, memory | hierarchical, agent, memory, scoped, claude, md, reduces, context, token, spend, creates, directory |
@@ -710,18 +704,19 @@ replace text, and manage slide content. Use when... | google, slides | google, s
 | `hig-foundations` | Apple Human Interface Guidelines design foundations. | hig, foundations | hig, foundations, apple, human, interface, guidelines |
 | `hig-platforms` | Apple Human Interface Guidelines for platform-specific design. | hig, platforms | hig, platforms, apple, human, interface, guidelines, platform, specific |
 | `hig-project-context` | Create or update a shared Apple design context document that other HIG skills use to tailor guidance. | hig | hig, context, update, shared, apple, document, other, skills, tailor, guidance |
-| `hosted-agents` | This skill should be used when the user asks to "build background agent", "create hosted coding agent", "set up sandboxed execution", "implement multiplayer ... | hosted, agents | hosted, agents, skill, should, used, user, asks, background, agent, coding, set, up |
+| `hosted-agents` | Build background agents in sandboxed environments. Use for hosted coding agents, sandboxed VMs, Modal sandboxes, and remote coding environments. | hosted, agents | hosted, agents, background, sandboxed, environments, coding, vms, modal, sandboxes, remote |
 | `hugging-face-cli` | Execute Hugging Face Hub operations using the `hf` CLI. Use when the user needs to download models/datasets/spaces, upload files to Hub repositories, create ... | hugging, face, cli | hugging, face, cli, execute, hub, operations, hf, user, download, models, datasets, spaces |
 | `hugging-face-jobs` | This skill should be used when users want to run any workload on Hugging Face Jobs infrastructure. Covers UV scripts, Docker-based jobs, hardware selection, ... | hugging, face, jobs | hugging, face, jobs, skill, should, used, users, want, run, any, workload, infrastructure |
+| `hugging-face-model-trainer` | This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastru... | hugging, face, model, trainer | hugging, face, model, trainer, skill, should, used, users, want, train, fine, tune |
 | `hugging-face-paper-publisher` | Publish and manage research papers on Hugging Face Hub. Supports creating paper pages, linking papers to models/datasets, claiming authorship, and generating... | hugging, face, paper, publisher | hugging, face, paper, publisher, publish, research, papers, hub, supports, creating, pages, linking |
 | `infinite-gratitude` | Multi-agent research skill for parallel research execution (10 agents, battle-tested with real case studies). | infinite, gratitude | infinite, gratitude, multi, agent, research, skill, parallel, execution, 10, agents, battle, tested |
-| `integrate-whatsapp` |  | integrate, whatsapp | integrate, whatsapp |
+| `integrate-whatsapp` | Integrate Whatsapp | integrate, whatsapp | integrate, whatsapp |
 | `interactive-portfolio` | Expert in building portfolios that actually land jobs and clients - not just showing work, but creating memorable experiences. Covers developer portfolios, d... | interactive, portfolio | interactive, portfolio, building, portfolios, actually, land, jobs, clients, just, showing, work, creating |
 | `internal-comms-anthropic` | A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenev... | internal, comms, anthropic | internal, comms, anthropic, set, resources, me, write, all, kinds, communications, formats, my |
 | `internal-comms-community` | A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenev... | internal, comms, community | internal, comms, community, set, resources, me, write, all, kinds, communications, formats, my |
 | `inventory-demand-planning` | Codified expertise for demand forecasting, safety stock optimisation, replenishment planning, and promotional lift estimation at multi-location retailers. | inventory, demand, planning | inventory, demand, planning, codified, expertise, forecasting, safety, stock, optimisation, replenishment, promotional, lift |
 | `issues` | Interact with GitHub issues - create, list, and view issues. | issues | issues, interact, github, list, view |
-| `it-depends` |  | it, depends | it, depends |
+| `it-depends` | It Depends | it, depends | it, depends |
 | `julia-pro` | Master Julia 1.10+ with modern features, performance optimization, multiple dispatch, and production-ready practices. | julia | julia, pro, 10, features, performance, optimization, multiple, dispatch |
 | `last30days` | Research a topic from the last 30 days on Reddit + X + Web, become an expert, and write copy-paste-ready prompts for the user's target tool. | last30days | last30days, research, topic, last, 30, days, reddit, web, become, write, copy, paste |
 | `legacy-modernizer` | Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward compati... | legacy, modernizer | legacy, modernizer, refactor, codebases, migrate, outdated, frameworks, gradual, modernization, technical, debt, dependency |
@@ -730,7 +725,7 @@ replace text, and manage slide content. Use when... | google, slides | google, s
 | `lint-and-validate` | Automatic quality control, linting, and static analysis procedures. Use after every code modification to ensure syntax correctness and project standards. Tri... | lint, and, validate | lint, and, validate, automatic, quality, control, linting, static, analysis, procedures, after, every |
 | `linux-privilege-escalation` | This skill should be used when the user asks to "escalate privileges on Linux", "find privesc vectors on Linux systems", "exploit sudo misconfigurations", "a... | linux, privilege, escalation | linux, privilege, escalation, skill, should, used, user, asks, escalate, privileges, find, privesc |
 | `linux-shell-scripting` | This skill should be used when the user asks to "create bash scripts", "automate Linux tasks", "monitor system resources", "backup files", "manage users", or... | linux, shell, scripting | linux, shell, scripting, skill, should, used, user, asks, bash, scripts, automate, tasks |
-| `literature-analysis` |  | literature | literature, analysis |
+| `literature-analysis` | Literature Analysis | literature | literature, analysis |
 | `logistics-exception-management` | Codified expertise for handling freight exceptions, shipment delays, damages, losses, and carrier disputes. Informed by logistics professionals with 15+ year... | logistics, exception | logistics, exception, codified, expertise, handling, freight, exceptions, shipment, delays, damages, losses, carrier |
 | `makepad-animation` | CRITICAL: Use for Makepad animation system. Triggers on:
 makepad animation, makepad animator, makepad hover, makepad state,
@@ -762,13 +757,14 @@ makepad TextInp... | makepad, widgets | makepad, widgets, critical, ui, componen
 | `micro-saas-launcher` | Expert in launching small, focused SaaS products fast - the indie hacker approach to building profitable software. Covers idea validation, MVP development, p... | micro, saas, launcher | micro, saas, launcher, launching, small, products, fast, indie, hacker, approach, building, profitable |
 | `minecraft-bukkit-pro` | Master Minecraft server plugin development with Bukkit, Spigot, and Paper APIs. | minecraft, bukkit | minecraft, bukkit, pro, server, plugin, development, spigot, paper, apis |
 | `monorepo-management` | Master monorepo management with Turborepo, Nx, and pnpm workspaces to build efficient, scalable multi-package repositories with optimized builds and dependen... | monorepo | monorepo, turborepo, nx, pnpm, workspaces, efficient, scalable, multi, package, repositories, optimized, dependency |
-| `monte-carlo-treasury` |  | monte, carlo, treasury | monte, carlo, treasury |
+| `monte-carlo-treasury` | Monte Carlo Treasury | monte, carlo, treasury | monte, carlo, treasury |
+| `n8n-validation-expert` | Interpret validation errors and guide fixing them. Use when encountering validation errors, validation warnings, false positives, operator structure issues, ... | n8n, validation | n8n, validation, interpret, errors, fixing, them, encountering, warnings, false, positives, operator, structure |
 | `new-rails-project` | Create a new Rails project | new, rails | new, rails |
 | `nft-standards` | Implement NFT standards (ERC-721, ERC-1155) with proper metadata handling, minting strategies, and marketplace integration. Use when creating NFT contracts, ... | nft, standards | nft, standards, erc, 721, 1155, proper, metadata, handling, minting, marketplace, integration, creating |
 | `nosql-expert` | Expert guidance for distributed NoSQL databases (Cassandra, DynamoDB). Focuses on mental models, query-first modeling, single-table design, and avoiding hot ... | nosql | nosql, guidance, distributed, databases, cassandra, dynamodb, mental, models, query, first, modeling, single |
-| `numpy` |  | numpy | numpy |
+| `numpy` | Numpy | numpy | numpy |
 | `nutrition-analyzer` | 分析营养数据、识别营养模式、评估营养状况，并提供个性化营养建议。支持与运动、睡眠、慢性病数据的关联分析。 | nutrition, analyzer | nutrition, analyzer |
-| `observe-whatsapp` |  | observe, whatsapp | observe, whatsapp |
+| `observe-whatsapp` | Observe Whatsapp | observe, whatsapp | observe, whatsapp |
 | `obsidian-clipper-template-creator` | Guide for creating templates for the Obsidian Web Clipper. Use when you want to create a new clipping template, understand available variables, or format cli... | obsidian, clipper, creator | obsidian, clipper, creator, creating, web, want, new, clipping, understand, available, variables, format |
 | `occupational-health-analyzer` | 分析职业健康数据、识别工作相关健康风险、评估职业健康状况、提供个性化职业健康建议。支持与睡眠、运动、心理健康等其他健康数据的关联分析。 | occupational, health, analyzer | occupational, health, analyzer |
 | `odoo-accounting-setup` | Expert guide for configuring Odoo Accounting: chart of accounts, journals, fiscal positions, taxes, payment terms, and bank reconciliation. | odoo, accounting, setup | odoo, accounting, setup, configuring, chart, accounts, journals, fiscal, positions, taxes, payment, terms |
@@ -779,15 +775,15 @@ makepad TextInp... | makepad, widgets | makepad, widgets, critical, ui, componen
 | `odoo-upgrade-advisor` | Step-by-step Odoo version upgrade advisor: pre-upgrade checklist, community vs enterprise upgrade path, OCA module compatibility, and post-upgrade validation. | odoo, upgrade, advisor | odoo, upgrade, advisor, step, version, pre, checklist, community, vs, enterprise, path, oca |
 | `odoo-xml-views-builder` | Expert at building Odoo XML views: Form, List, Kanban, Search, Calendar, and Graph. Generates correct XML for Odoo 14-17 with proper visibility syntax. | odoo, xml, views, builder | odoo, xml, views, builder, building, form, list, kanban, search, calendar, graph, generates |
 | `onboarding-cro` | When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding ... | onboarding, cro | onboarding, cro, user, wants, optimize, post, signup, activation, first, run, experience, time |
-| `open-source-context` |  | open, source | open, source, context |
-| `operational-guidelines` |  | operational, guidelines | operational, guidelines |
+| `open-source-context` | Open Source Context | open, source | open, source, context |
+| `operational-guidelines` | Operational Guidelines | operational, guidelines | operational, guidelines |
 | `oral-health-analyzer` | 分析口腔健康数据、识别口腔问题模式、评估口腔健康状况、提供个性化口腔健康建议。支持与营养、慢性病、用药等其他健康数据的关联分析。 | oral, health, analyzer | oral, health, analyzer |
-| `osint-evals` |  | osint, evals | osint, evals |
+| `osint-evals` | Osint Evals | osint, evals | osint, evals |
 | `oss-hunter` | Automatically hunt for high-impact OSS contribution opportunities in trending repositories. | oss, hunter | oss, hunter, automatically, hunt, high, impact, contribution, opportunities, trending, repositories |
 | `page-cro` | Analyze and optimize individual pages for conversion performance. | page, cro | page, cro, analyze, optimize, individual, pages, conversion, performance |
 | `paid-ads` | When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also use when ... | paid, ads | paid, ads, user, wants, advertising, campaigns, google, meta, facebook, instagram, linkedin, twitter |
-| `pandas` |  | pandas | pandas |
-| `paper-analysis` |  | paper | paper, analysis |
+| `pandas` | Pandas | pandas | pandas |
+| `paper-analysis` | Paper Analysis | paper | paper, analysis |
 | `paypal-integration` | Integrate PayPal payment processing with support for express checkout, subscriptions, and refund management. Use when implementing PayPal payments, processin... | paypal, integration | paypal, integration, integrate, payment, processing, express, checkout, subscriptions, refund, implementing, payments, online |
 | `paywall-upgrade-cro` | When the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions "paywall," "upgr... | paywall, upgrade, cro | paywall, upgrade, cro, user, wants, optimize, app, paywalls, screens, upsell, modals, feature |
 | `pdf-official` | Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs ... | pdf, official | pdf, official, manipulation, toolkit, extracting, text, tables, creating, new, pdfs, merging, splitting |
@@ -798,7 +794,7 @@ makepad TextInp... | makepad, widgets | makepad, widgets, critical, ui, componen
 | `plan-writing` | Structured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any multi-step work. | plan, writing | plan, writing, structured, task, planning, clear, breakdowns, dependencies, verification, criteria, implementing, features |
 | `planning-with-files` | Implements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step tasks,... | planning, with, files | planning, with, files, implements, manus, style, file, complex, tasks, creates, task, plan |
 | `plotly` | Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presenta... | plotly | plotly, interactive, visualization, library, hover, info, zoom, pan, web, embeddable, charts, dashboards |
-| `polyfile` |  | polyfile | polyfile |
+| `polyfile` | Polyfile | polyfile | polyfile |
 | `posix-shell-pro` | Expert in strict POSIX sh scripting for maximum portability across Unix-like systems. Specializes in shell scripts that run on any POSIX-compliant shell (das... | posix, shell | posix, shell, pro, strict, sh, scripting, maximum, portability, unix, like, specializes, scripts |
 | `pptx-official` | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying o... | pptx, official | pptx, official, presentation, creation, editing, analysis, claude, work, presentations, files, creating, new |
 | `pr-writer` | ALWAYS use this skill when creating or updating pull requests — never create or edit a PR directly without it. Follows Sentry conventions for PR titles, desc... | pr, writer | pr, writer, always, skill, creating, updating, pull, requests, never, edit, directly, without |
@@ -807,11 +803,12 @@ makepad TextInp... | makepad, widgets | makepad, widgets, critical, ui, componen
 | `professional-proofreader` | Use when a user asks to "proofread", "review and correct", "fix grammar", "improve readability while keeping my voice", and to proofread a document file and ... | professional, proofreader | professional, proofreader, user, asks, proofread, review, correct, fix, grammar, improve, readability, while |
 | `prompt-engineer` | Transforms user prompts into optimized prompts using frameworks (RTF, RISEN, Chain of Thought, RODES, Chain of Density, RACE, RISE, STAR, SOAP, CLEAR, GROW) | [prompt-engineering, optimization, frameworks, ai-enhancement] | [prompt-engineering, optimization, frameworks, ai-enhancement], prompt, engineer, transforms, user, prompts, optimized, rtf, risen |
 | `prompt-library` | Curated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and prompt refinement techniques. Use... | prompt, library | prompt, library, curated, collection, high, quality, prompts, various, cases, includes, role, task |
-| `publish-and-summary` |  | publish, and, summary | publish, and, summary |
-| `pygraphistry` |  | pygraphistry | pygraphistry |
+| `publish-and-summary` | Publish And Summary | publish, and, summary | publish, and, summary |
+| `pygraphistry` | Pygraphistry | pygraphistry | pygraphistry |
+| `qiskit` | IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization t... | qiskit | qiskit, ibm, quantum, computing, framework, targeting, hardware, working, runtime, workloads, needing, optimization |
 | `quality-nonconformance` | Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated m... | quality, nonconformance | quality, nonconformance, codified, expertise, control, non, conformance, investigation, root, cause, analysis, corrective |
-| `quantitative-analysis` |  | quantitative | quantitative, analysis |
-| `rails-upgrade` |  | rails, upgrade | rails, upgrade |
+| `quantitative-analysis` | Quantitative Analysis | quantitative | quantitative, analysis |
+| `rails-upgrade` | Rails Upgrade | rails, upgrade | rails, upgrade |
 | `readme` | When the user wants to create or update a README.md file for a project. Also use when the user says 'write readme,' 'create readme,' 'document this project,'... | readme | readme, user, wants, update, md, file, says, write, document, documentation, asks, he |
 | `receiving-code-review` | Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technic... | receiving, code | receiving, code, review, feedback, before, implementing, suggestions, especially, seems, unclear, technically, questionable |
 | `red-team-tools` | This skill should be used when the user asks to "follow red team methodology", "perform bug bounty hunting", "automate reconnaissance", "hunt for XSS vulnera... | red, team | red, team, skill, should, used, user, asks, follow, methodology, perform, bug, bounty |
@@ -819,17 +816,18 @@ makepad TextInp... | makepad, widgets | makepad, widgets, critical, ui, componen
 | `rehabilitation-analyzer` | 分析康复训练数据、识别康复模式、评估康复进展，并提供个性化康复建议 | rehabilitation, analyzer | rehabilitation, analyzer |
 | `remotion` | Generate walkthrough videos from Stitch projects using Remotion with smooth transitions, zooming, and text overlays | remotion | remotion, generate, walkthrough, videos, stitch, smooth, transitions, zooming, text, overlays |
 | `requesting-code-review` | Use when completing tasks, implementing major features, or before merging to verify work meets requirements | requesting, code | requesting, code, review, completing, tasks, implementing, major, features, before, merging, verify, work |
-| `research-engineer` |  | research | research, engineer |
+| `research-engineer` | Research Engineer | research | research, engineer |
 | `returns-reverse-logistics` | Codified expertise for returns authorisation, receipt and inspection, disposition decisions, refund processing, fraud detection, and warranty claims management. | returns, reverse, logistics | returns, reverse, logistics, codified, expertise, authorisation, receipt, inspection, disposition, decisions, refund, processing |
 | `reverse-engineer` | Expert reverse engineer specializing in binary analysis, disassembly, decompilation, and software analysis. Masters IDA Pro, Ghidra, radare2, x64dbg, and mod... | reverse | reverse, engineer, specializing, binary, analysis, disassembly, decompilation, software, masters, ida, pro, ghidra |
 | `robius-matrix-integration` | CRITICAL: Use for Matrix SDK integration with Makepad. Triggers on:
 Matrix SDK, sliding sync, MatrixRequest, timeline,
 matrix-sdk, matrix client, robrix, mat... | robius, matrix, integration | robius, matrix, integration, critical, sdk, makepad, triggers, sliding, sync, matrixrequest, timeline, client |
-| `scipy` |  | scipy | scipy |
+| `scipy` | Scipy | scipy | scipy |
 | `seaborn` | Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive def... | seaborn | seaborn, statistical, visualization, pandas, integration, quick, exploration, distributions, relationships, categorical, comparisons, attractive |
 | `search-specialist` | Expert web researcher using advanced search techniques and | search | search, web, researcher, techniques |
-| `sexual-health-analyzer` |  | sexual, health, analyzer | sexual, health, analyzer |
+| `sexual-health-analyzer` | Sexual Health Analyzer | sexual, health, analyzer | sexual, health, analyzer |
 | `shader-programming-glsl` | Expert guide for writing efficient GLSL shaders (Vertex/Fragment) for web and game engines, covering syntax, uniforms, and common effects. | shader, programming, glsl | shader, programming, glsl, writing, efficient, shaders, vertex, fragment, web, game, engines, covering |
+| `sharp-edges` | sharp-edges | sharp, edges | sharp, edges |
 | `shellcheck-configuration` | Master ShellCheck static analysis configuration and usage for shell script quality. Use when setting up linting infrastructure, fixing code issues, or ensuri... | shellcheck, configuration | shellcheck, configuration, static, analysis, usage, shell, script, quality, setting, up, linting, infrastructure |
 | `shodan-reconnaissance` | This skill should be used when the user asks to "search for exposed devices on the internet," "perform Shodan reconnaissance," "find vulnerable services usin... | shodan, reconnaissance | shodan, reconnaissance, skill, should, used, user, asks, search, exposed, devices, internet, perform |
 | `signup-flow-cro` | When the user wants to optimize signup, registration, account creation, or trial activation flows. Also use when the user mentions "signup conversions," "reg... | signup, flow, cro | signup, flow, cro, user, wants, optimize, registration, account, creation, trial, activation, flows |
@@ -837,15 +835,14 @@ matrix-sdk, matrix client, robrix, mat... | robius, matrix, integration | robius
 | `skill-improver` | Iteratively reviews and fixes Claude Code skill quality issues until they meet standards. Runs automated fix-review cycles using the skill-reviewer agent. Us... | skill, improver | skill, improver, iteratively, reviews, fixes, claude, code, quality, issues, until, meet, standards |
 | `skill-rails-upgrade` | Analyze Rails apps and provide upgrade assessments | skill, rails, upgrade | skill, rails, upgrade, analyze, apps, provide, assessments |
 | `skill-router` | Use when the user is unsure which skill to use or where to start. Interviews the user with targeted questions and recommends the best skill(s) from the insta... | skill, router | skill, router, user, unsure, which, where, start, interviews, targeted, questions, recommends, installed |
-| `skill-writer` | Create, synthesize, and iteratively improve agent skills following the Agent Skills specification. Use when asked to "create a skill", "write a skill", "synt... | skill, writer | skill, writer, synthesize, iteratively, improve, agent, skills, following, specification, asked, write, sources |
-| `skin-health-analyzer` | 分析皮肤健康数据、识别皮肤问题模式、评估皮肤健康状况、提供个性化皮肤健康建议。支持与营养、慢性病、用药等其他健康数据的关联分析。 | skin, health, analyzer | skin, health, analyzer |
+| `skill-writer` | Create and improve agent skills following the Agent Skills specification. Use when asked to create, write, or update skills. | skill, writer | skill, writer, improve, agent, skills, following, specification, asked, write, update |
 | `slack-gif-creator` | Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users reques... | slack, gif, creator | slack, gif, creator, knowledge, utilities, creating, animated, gifs, optimized, provides, constraints, validation |
 | `sleep-analyzer` | 分析睡眠数据、识别睡眠模式、评估睡眠质量，并提供个性化睡眠改善建议。支持与其他健康数据的关联分析。 | sleep, analyzer | sleep, analyzer |
 | `social-content` | When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other platforms. A... | social, content | social, content, user, wants, creating, scheduling, optimizing, media, linkedin, twitter, instagram, tiktok |
-| `speckit-updater` |  | speckit, updater | speckit, updater |
+| `speckit-updater` | SpecKit Safe Update | speckit, updater | speckit, updater, safe, update |
 | `speed` | Launch RSVP speed reader for text | speed | speed, launch, rsvp, reader, text |
 | `sred-project-organizer` | Take a list of projects and their related documentation, and organize them into the SRED format for submission. | sred, organizer | sred, organizer, take, list, related, documentation, organize, them, format, submission |
-| `static-analysis` |  | static | static, analysis |
+| `static-analysis` | Static Analysis | static | static, analysis |
 | `stitch-loop` | Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern | stitch, loop | stitch, loop, teaches, agents, iteratively, websites, autonomous, baton, passing |
 | `subagent-driven-development` | Use when executing implementation plans with independent tasks in the current session | subagent, driven | subagent, driven, development, executing, plans, independent, tasks, current, session |
 | `superpowers-lab` | Lab environment for Claude superpowers | superpowers, lab | superpowers, lab, environment, claude |
@@ -866,12 +863,12 @@ matrix-sdk, matrix client, robrix, mat... | robius, matrix, integration | robius
 | `tutorial-engineer` | Creates step-by-step tutorials and educational content from code. Transforms complex concepts into progressive learning experiences with hands-on examples. | tutorial | tutorial, engineer, creates, step, tutorials, educational, content, code, transforms, complex, concepts, progressive |
 | `ui-skills` | Opinionated, evolving constraints to guide agents when building interfaces | ui, skills | ui, skills, opinionated, evolving, constraints, agents, building, interfaces |
 | `ui-ux-designer` | Create interface designs, wireframes, and design systems. Masters user research, accessibility standards, and modern design tools. | ui, ux, designer | ui, ux, designer, interface, designs, wireframes, masters, user, research, accessibility, standards |
-| `umap` |  | umap | umap |
+| `umap` | Umap | umap | umap |
 | `upgrading-expo` | Upgrade Expo SDK versions | upgrading, expo | upgrading, expo, upgrade, sdk, versions |
 | `upstash-qstash` | Upstash QStash expert for serverless message queues, scheduled jobs, and reliable HTTP-based task delivery without managing infrastructure. Use when: qstash,... | upstash, qstash | upstash, qstash, serverless, message, queues, scheduled, jobs, reliable, http, task, delivery, without |
 | `using-git-worktrees` | Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with sma... | using, git, worktrees | using, git, worktrees, starting, feature, work, isolation, current, workspace, before, executing, plans |
 | `using-superpowers` | Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying questions | using, superpowers | using, superpowers, starting, any, conversation, establishes, how, find, skills, requiring, skill, invocation |
-| `vercel-deploy-claimable` |  | vercel, deploy, claimable | vercel, deploy, claimable |
+| `vercel-deploy-claimable` | Vercel Deploy Claimable | vercel, deploy, claimable | vercel, deploy, claimable |
 | `verification-before-completion` | Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output... | verification, before, completion | verification, before, completion, about, claim, work, complete, fixed, passing, committing, creating, prs |
 | `vexor-cli` | Semantic file discovery via `vexor`. Use whenever locating where something is implemented/loaded/defined in a medium or large repo, or when the file location... | vexor, cli | vexor, cli, semantic, file, discovery, via, whenever, locating, where, something, implemented, loaded |
 | `videodb` | Video and audio perception, indexing, and editing. Ingest files/URLs/live streams, build visual/spoken indexes, search with timestamps, edit timelines, add o... | [video, editing, transcription, subtitles, search, streaming, ai-generation, media, live-streams, desktop-capture] | [video, editing, transcription, subtitles, search, streaming, ai-generation, media, live-streams, desktop-capture], videodb, video |
@@ -885,10 +882,10 @@ matrix-sdk, matrix client, robrix, mat... | robius, matrix, integration | robius
 | `writing-plans` | Use when you have a spec or requirements for a multi-step task, before touching code | writing, plans | writing, plans, spec, requirements, multi, step, task, before, touching, code |
 | `writing-skills` | Use when creating, updating, or improving agent skills. | writing, skills | writing, skills, creating, updating, improving, agent |
 | `x-article-publisher-skill` | Publish articles to X/Twitter | x, article, publisher, skill | x, article, publisher, skill, publish, articles, twitter |
-| `yara-authoring` |  | yara, authoring | yara, authoring |
+| `yara-authoring` | Yara Authoring | yara, authoring | yara, authoring |
 | `youtube-summarizer` | Extract transcripts from YouTube videos and generate comprehensive, detailed summaries using intelligent analysis frameworks | [video, summarization, transcription, youtube, content-analysis] | [video, summarization, transcription, youtube, content-analysis], summarizer, extract, transcripts, videos, generate, detailed, summaries |
 
-## infrastructure (129)
+## infrastructure (126)
 
 | Skill | Description | Tags | Triggers |
 | --- | --- | --- | --- |
@@ -925,9 +922,7 @@ matrix-sdk, matrix client, robrix, mat... | robius, matrix, integration | robius
 pipelines, and system utilities. Expert in safe, portable, and testable shell
 scripts. | bash | bash, pro, defensive, scripting, automation, ci, cd, pipelines, utilities, safe, portable, testable |
 | `bats-testing-patterns` | Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring t... | bats | bats, testing, bash, automated, shell, script, writing, tests, scripts, ci, cd, pipelines |
-| `biopython` | Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access ... | biopython | biopython, molecular, biology, toolkit, sequence, manipulation, file, parsing, fasta, genbank, pdb, phylogenetics |
 | `box-automation` | Automate Box cloud storage operations including file upload/download, search, folder management, sharing, collaborations, and metadata queries via Rube MCP (... | box | box, automation, automate, cloud, storage, operations, including, file, upload, download, search, folder |
-| `build` | Feature development pipeline - research, plan, track, and implement major features. | build | build, feature, development, pipeline, research, plan, track, major, features |
 | `cdk-patterns` | Common AWS CDK patterns and constructs for building cloud infrastructure with TypeScript, Python, or Java. Use when designing reusable CDK stacks and L3 cons... | cdk | cdk, common, aws, constructs, building, cloud, infrastructure, typescript, python, java, designing, reusable |
 | `chrome-extension-developer` | Expert in building Chrome Extensions using Manifest V3. Covers background scripts, service workers, content scripts, and cross-context communication. | chrome, extension | chrome, extension, developer, building, extensions, manifest, v3, covers, background, scripts, workers, content |
 | `cicd-automation-workflow-automate` | You are a workflow automation expert specializing in creating efficient CI/CD pipelines, GitHub Actions workflows, and automated development processes. Desig... | cicd, automate | cicd, automate, automation, specializing, creating, efficient, ci, cd, pipelines, github, actions, automated |
@@ -969,7 +964,6 @@ scripts. | bash | bash, pro, defensive, scripting, automation, ci, cd, pipelines
 | `gitops-workflow` | Implement GitOps workflows with ArgoCD and Flux for automated, declarative Kubernetes deployments with continuous reconciliation. Use when implementing GitOp... | gitops | gitops, argocd, flux, automated, declarative, kubernetes, deployments, continuous, reconciliation, implementing, automating, deplo |
 | `grafana-dashboards` | Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use when building monitoring dashboards, visua... | grafana, dashboards | grafana, dashboards, real, time, visualization, application, metrics, building, monitoring, visualizing, creating, operational |
 | `helm-chart-scaffolding` | Design, organize, and manage Helm charts for templating and packaging Kubernetes applications with reusable configurations. Use when creating Helm charts, pa... | helm, chart | helm, chart, scaffolding, organize, charts, templating, packaging, kubernetes, applications, reusable, configurations, creating |
-| `hugging-face-model-trainer` | This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastru... | hugging, face, model, trainer | hugging, face, model, trainer, skill, should, used, users, want, train, fine, tune |
 | `hybrid-cloud-architect` | Expert hybrid cloud architect specializing in complex multi-cloud solutions across AWS/Azure/GCP and private clouds (OpenStack/VMware). | hybrid, cloud | hybrid, cloud, architect, specializing, complex, multi, solutions, aws, azure, gcp, private, clouds |
 | `hybrid-cloud-networking` | Configure secure, high-performance connectivity between on-premises infrastructure and cloud platforms using VPN and dedicated connections. Use when building... | hybrid, cloud, networking | hybrid, cloud, networking, configure, secure, high, performance, connectivity, between, premises, infrastructure, platforms |
 | `istio-traffic-management` | Configure Istio traffic management including routing, load balancing, circuit breakers, and canary deployments. Use when implementing service mesh traffic po... | istio, traffic | istio, traffic, configure, including, routing, load, balancing, circuit, breakers, canary, deployments, implementing |
@@ -1027,7 +1021,7 @@ distri... | makepad, deployment | makepad, deployment, critical, packaging, trig
 | `workflow-automation` | Workflow automation is the infrastructure that makes AI agents reliable. Without durable execution, a network hiccup during a 10-step payment flow means lost... |  | automation, infrastructure, makes, ai, agents, reliable, without, durable, execution, network, hiccup, during |
 | `x-twitter-scraper` | X (Twitter) data platform skill — tweet search, user lookup, follower extraction, engagement metrics, giveaway draws, monitoring, webhooks, 19 extraction too... | [twitter, x-api, scraping, mcp, social-media, data-extraction, giveaway, monitoring, webhooks] | [twitter, x-api, scraping, mcp, social-media, data-extraction, giveaway, monitoring, webhooks], twitter, scraper, data |
 
-## security (145)
+## security (143)
 
 | Skill | Description | Tags | Triggers |
 | --- | --- | --- | --- |
@@ -1071,7 +1065,6 @@ distri... | makepad, deployment | makepad, deployment, critical, packaging, trig
 | `deployment-pipeline-design` | Design multi-stage CI/CD pipelines with approval gates, security checks, and deployment orchestration. Use when architecting deployment workflows, setting up... | deployment, pipeline | deployment, pipeline, multi, stage, ci, cd, pipelines, approval, gates, security, checks, orchestration |
 | `devops-troubleshooter` | Expert DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability. | devops, troubleshooter | devops, troubleshooter, specializing, rapid, incident, response, debugging, observability |
 | `differential-review` | Performs security-focused differential review of code changes (PRs, commits, diffs). Adapts analysis depth to codebase size, uses git history for context, ca... | differential | differential, review, performs, security, code, changes, prs, commits, diffs, adapts, analysis, depth |
-| `django-access-review` | Django access control and IDOR security review. Use when reviewing Django views, DRF viewsets, ORM queries, or any Python/Django code handling user authoriza... | django, access | django, access, review, control, idor, security, reviewing, views, drf, viewsets, orm, queries |
 | `docker-expert` | Docker containerization expert with deep knowledge of multi-stage builds, image optimization, container security, Docker Compose orchestration, and productio... | docker | docker, containerization, deep, knowledge, multi, stage, image, optimization, container, security, compose, orchestration |
 | `dotnet-backend` | Build ASP.NET Core 8+ backend services with EF Core, auth, background jobs, and production API patterns. | dotnet, backend | dotnet, backend, asp, net, core, ef, auth, background, jobs, api |
 | `ethical-hacking-methodology` | This skill should be used when the user asks to "learn ethical hacking", "understand penetration testing lifecycle", "perform reconnaissance", "conduct secur... | ethical, hacking, methodology | ethical, hacking, methodology, skill, should, used, user, asks, learn, understand, penetration, testing |
@@ -1086,7 +1079,7 @@ distri... | makepad, deployment | makepad, deployment, critical, packaging, trig
 | `frontend-security-coder` | Expert in secure frontend coding practices specializing in XSS prevention, output sanitization, and client-side security patterns. | frontend, security, coder | frontend, security, coder, secure, coding, specializing, xss, prevention, output, sanitization, client, side |
 | `gdpr-data-handling` | Implement GDPR-compliant data handling with consent management, data subject rights, and privacy by design. Use when building systems that process EU persona... | gdpr, data, handling | gdpr, data, handling, compliant, consent, subject, rights, privacy, building, process, eu, personal |
 | `gha-security-review` | GitHub Actions security review for workflow exploitation vulnerabilities. Use when asked to "review GitHub Actions", "audit workflows", "check CI security", ... | gha, security | gha, security, review, github, actions, exploitation, vulnerabilities, asked, audit, check, ci, pwn |
-| `golang-security-auditor` |  | golang, security, auditor | golang, security, auditor |
+| `golang-security-auditor` | Golang Security Auditor | golang, security, auditor | golang, security, auditor |
 | `graphql-architect` | Master modern GraphQL with federation, performance optimization, and enterprise security. Build scalable schemas, implement advanced caching, and design real... | graphql | graphql, architect, federation, performance, optimization, enterprise, security, scalable, schemas, caching, real, time |
 | `grpc-golang` | Build production-ready gRPC services in Go with mTLS, streaming, and observability. Use when designing Protobuf contracts with Buf or implementing secure ser... | grpc, golang | grpc, golang, go, mtls, streaming, observability, designing, protobuf, contracts, buf, implementing, secure |
 | `incident-responder` | Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management. | incident, responder | incident, responder, sre, specializing, rapid, problem, resolution, observability |
@@ -1106,7 +1099,7 @@ distri... | makepad, deployment | makepad, deployment, critical, packaging, trig
 | `malware-analyst` | Expert malware analyst specializing in defensive malware research, threat intelligence, and incident response. Masters sandbox analysis, behavioral analysis,... | malware, analyst | malware, analyst, specializing, defensive, research, threat, intelligence, incident, response, masters, sandbox, analysis |
 | `memory-forensics` | Master memory forensics techniques including memory acquisition, process analysis, and artifact extraction using Volatility and related tools. Use when analy... | memory, forensics | memory, forensics, techniques, including, acquisition, process, analysis, artifact, extraction, volatility, related, analyzing |
 | `mobile-security-coder` | Expert in secure mobile coding practices specializing in input validation, WebView security, and mobile-specific security patterns. | mobile, security, coder | mobile, security, coder, secure, coding, specializing, input, validation, webview, specific |
-| `monte-carlo-vulnerability-detection` |  | monte, carlo, vulnerability, detection | monte, carlo, vulnerability, detection |
+| `monte-carlo-vulnerability-detection` | Monte Carlo Vulnerability Detection | monte, carlo, vulnerability, detection | monte, carlo, vulnerability, detection |
 | `mtls-configuration` | Configure mutual TLS (mTLS) for zero-trust service-to-service communication. Use when implementing zero-trust networking, certificate management, or securing... | mtls, configuration | mtls, configuration, configure, mutual, tls, zero, trust, communication, implementing, networking, certificate, securing |
 | `nestjs-expert` | Nest.js framework expert specializing in module architecture, dependency injection, middleware, guards, interceptors, testing with Jest/Supertest, TypeORM/Mo... | nestjs | nestjs, nest, js, framework, specializing, module, architecture, dependency, injection, middleware, guards, interceptors |
 | `network-engineer` | Expert network engineer specializing in modern cloud networking, security architectures, and performance optimization. | network | network, engineer, specializing, cloud, networking, security, architectures, performance, optimization |
@@ -1124,14 +1117,14 @@ distri... | makepad, deployment | makepad, deployment, critical, packaging, trig
 | `popup-cro` | Create and optimize popups, modals, overlays, slide-ins, and banners to increase conversions without harming user experience or brand trust. | popup, cro | popup, cro, optimize, popups, modals, overlays, slide, ins, banners, increase, conversions, without |
 | `postmortem-writing` | Write effective blameless postmortems with root cause analysis, timelines, and action items. Use when conducting incident reviews, writing postmortem documen... | postmortem, writing | postmortem, writing, write, effective, blameless, postmortems, root, cause, analysis, timelines, action, items |
 | `product-manager` | Senior PM agent with 6 knowledge domains, 30+ frameworks, 12 templates, and 32 SaaS metrics with formulas. Pure Markdown, zero scripts. | product-management, saas, frameworks, metrics, strategy | product-management, saas, frameworks, metrics, strategy, product, manager, senior, pm, agent, knowledge, domains |
-| `proof-of-vulnerability` |  | proof, of, vulnerability | proof, of, vulnerability |
-| `python-security-auditor` |  | python, security, auditor | python, security, auditor |
+| `proof-of-vulnerability` | Proof Of Vulnerability | proof, of, vulnerability | proof, of, vulnerability |
+| `python-security-auditor` | Python Security Auditor | python, security, auditor | python, security, auditor |
 | `quant-analyst` | Build financial models, backtest trading strategies, and analyze market data. Implements risk metrics, portfolio optimization, and statistical arbitrage. | quant, analyst | quant, analyst, financial, models, backtest, trading, analyze, market, data, implements, risk, metrics |
 | `red-team-tactics` | Red team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting. | red, team, tactics | red, team, tactics, principles, mitre, att, ck, attack, phases, detection, evasion, reporting |
 | `risk-manager` | Monitor portfolio risk, R-multiples, and position limits. Creates hedging strategies, calculates expectancy, and implements stop-losses. | risk, manager | risk, manager, monitor, portfolio, multiples, position, limits, creates, hedging, calculates, expectancy, implements |
 | `risk-metrics-calculation` | Calculate portfolio risk metrics including VaR, CVaR, Sharpe, Sortino, and drawdown analysis. Use when measuring portfolio risk, implementing risk limits, or... | risk, metrics, calculation | risk, metrics, calculation, calculate, portfolio, including, var, cvar, sharpe, sortino, drawdown, analysis |
-| `risk-modeling` |  | risk, modeling | risk, modeling |
-| `rust-security-auditor` |  | rust, security, auditor | rust, security, auditor |
+| `risk-modeling` | Risk Modeling | risk, modeling | risk, modeling |
+| `rust-security-auditor` | Rust Security Auditor | rust, security, auditor | rust, security, auditor |
 | `saas-mvp-launcher` | Use when planning or building a SaaS MVP from scratch. Provides a structured roadmap covering tech stack, architecture, auth, payments, and launch checklist. | saas, mvp, launcher | saas, mvp, launcher, planning, building, scratch, provides, structured, roadmap, covering, tech, stack |
 | `sast-configuration` | Configure Static Application Security Testing (SAST) tools for automated vulnerability detection in application code. Use when setting up security scanning, ... | sast, configuration | sast, configuration, configure, static, application, security, testing, automated, vulnerability, detection, code, setting |
 | `scanning-tools` | This skill should be used when the user asks to "perform vulnerability scanning", "scan networks for open ports", "assess web application security", "scan wi... | scanning | scanning, skill, should, used, user, asks, perform, vulnerability, scan, networks, open, ports |
@@ -1145,7 +1138,7 @@ distri... | makepad, deployment | makepad, deployment, critical, packaging, trig
 | `security-scanning-security-hardening` | Coordinate multi-layer security scanning and hardening across application, infrastructure, and compliance controls. | security, scanning, hardening | security, scanning, hardening, coordinate, multi, layer, application, infrastructure, compliance, controls |
 | `security-scanning-security-sast` | Static Application Security Testing (SAST) for code vulnerability
 analysis across multiple languages and frameworks | security, scanning, sast | security, scanning, sast, static, application, testing, code, vulnerability, analysis, multiple, languages, frameworks |
-| `security-skill-creator` |  | security, skill, creator | security, skill, creator |
+| `security-skill-creator` | Security Skill Creator | security, skill, creator | security, skill, creator |
 | `security/aws-compliance-checker` | Automated compliance checking against CIS, PCI-DSS, HIPAA, and SOC 2 benchmarks | [aws, compliance, audit, cis, pci-dss, hipaa, kiro-cli] | [aws, compliance, audit, cis, pci-dss, hipaa, kiro-cli], aws, checker, automated, checking, against |
 | `security/aws-iam-best-practices` | IAM policy review, hardening, and least privilege implementation | [aws, iam, security, access-control, kiro-cli, least-privilege] | [aws, iam, security, access-control, kiro-cli, least-privilege], aws, policy, review, hardening, least, privilege |
 | `security/aws-secrets-rotation` | Automate AWS secrets rotation for RDS, API keys, and credentials | [aws, secrets-manager, security, automation, kiro-cli, credentials] | [aws, secrets-manager, security, automation, kiro-cli, credentials], aws, secrets, rotation, automate, rds, api |
@@ -1156,7 +1149,6 @@ build authority and trust. Identifies missing credibility elements. Use
 PROACTIVELY for YMY... | seo, authority, builder | seo, authority, builder, analyzes, content, signals, suggests, improvements, trust, identifies, missing, credibility |
 | `seo-forensic-incident-response` | Investigate sudden drops in organic traffic or rankings and run a structured forensic SEO incident response with triage, root-cause analysis and recovery plan. | seo, forensic, incident, response | seo, forensic, incident, response, investigate, sudden, drops, organic, traffic, rankings, run, structured |
 | `service-mesh-expert` | Expert service mesh architect specializing in Istio, Linkerd, and cloud-native networking patterns. Masters traffic management, security policies, observabil... | service, mesh | service, mesh, architect, specializing, istio, linkerd, cloud, native, networking, masters, traffic, security |
-| `sharp-edges` | Identifies error-prone APIs, dangerous configurations, and footgun designs that enable security mistakes. Use when reviewing API designs, configuration schem... | sharp, edges | sharp, edges, identifies, error, prone, apis, dangerous, configurations, footgun, designs, enable, security |
 | `skill-scanner` | Scan agent skills for security issues. Use when asked to "scan a skill", "audit a skill", "review skill security", "check skill for injection", "validate SKI... | skill, scanner | skill, scanner, scan, agent, skills, security, issues, asked, audit, review, check, injection |
 | `solidity-security` | Master smart contract security best practices to prevent common vulnerabilities and implement secure Solidity patterns. Use when writing smart contracts, aud... | solidity, security | solidity, security, smart, contract, prevent, common, vulnerabilities, secure, writing, contracts, auditing, existing |
 | `spec-to-code-compliance` | Verifies code implements exactly what documentation specifies for blockchain audits. Use when comparing code against whitepapers, finding gaps between specs ... | spec, to, code, compliance | spec, to, code, compliance, verifies, implements, exactly, what, documentation, specifies, blockchain, audits |
@@ -1213,7 +1205,7 @@ behavior. Use proactively when encountering any issues. | debugger | debugger, d
 | `tdd-workflows-tdd-refactor` | Use when working with tdd workflows tdd refactor | tdd, refactor | tdd, refactor, working |
 | `test-driven-development` | Use when implementing any feature or bugfix, before writing implementation code | driven | driven, test, development, implementing, any, feature, bugfix, before, writing, code |
 | `test-fixing` | Run tests and systematically fix all failing tests using smart error grouping. Use when user asks to fix failing tests, mentions test failures, runs test sui... | fixing | fixing, test, run, tests, systematically, fix, all, failing, smart, error, grouping, user |
-| `testing-handbook-skills` |  | handbook, skills | handbook, skills, testing |
+| `testing-handbook-skills` | Testing Handbook Skills | handbook, skills | handbook, skills, testing |
 | `testing-qa` | Comprehensive testing and QA workflow covering unit testing, integration testing, E2E testing, browser automation, and quality assurance. | qa | qa, testing, covering, unit, integration, e2e, browser, automation, quality, assurance |
 | `unit-testing-test-generate` | Generate comprehensive, maintainable unit tests across languages with strong coverage and edge case focus. | unit, generate | unit, generate, testing, test, maintainable, tests, languages, strong, coverage, edge, case |
 | `web3-testing` | Test smart contracts comprehensively using Hardhat and Foundry with unit tests, integration tests, and mainnet forking. Use when testing Solidity contracts, ... | web3 | web3, testing, test, smart, contracts, comprehensively, hardhat, foundry, unit, tests, integration, mainnet |
@@ -1221,7 +1213,7 @@ behavior. Use proactively when encountering any issues. | debugger | debugger, d
 | `wordpress-penetration-testing` | This skill should be used when the user asks to "pentest WordPress sites", "scan WordPress for vulnerabilities", "enumerate WordPress users, themes, or plugi... | wordpress, penetration | wordpress, penetration, testing, skill, should, used, user, asks, pentest, sites, scan, vulnerabilities |
 | `xss-html-injection` | This skill should be used when the user asks to "test for XSS vulnerabilities", "perform cross-site scripting attacks", "identify HTML injection flaws", "exp... | xss, html, injection | xss, html, injection, skill, should, used, user, asks, test, vulnerabilities, perform, cross |
 
-## workflow (90)
+## workflow (94)
 
 | Skill | Description | Tags | Triggers |
 | --- | --- | --- | --- |
@@ -1235,6 +1227,7 @@ behavior. Use proactively when encountering any issues. | debugger | debugger, d
 | `bamboohr-automation` | Automate BambooHR tasks via Rube MCP (Composio): employees, time-off, benefits, dependents, employee updates. Always search tools first for current schemas. | bamboohr | bamboohr, automation, automate, tasks, via, rube, mcp, composio, employees, time, off, benefits |
 | `basecamp-automation` | Automate Basecamp project management, to-dos, messages, people, and to-do list organization via Rube MCP (Composio). Always search tools first for current sc... | basecamp | basecamp, automation, automate, dos, messages, people, do, list, organization, via, rube, mcp |
 | `billing-automation` | Build automated billing systems for recurring payments, invoicing, subscription lifecycle, and dunning management. Use when implementing subscription billing... | billing | billing, automation, automated, recurring, payments, invoicing, subscription, lifecycle, dunning, implementing, automating, managing |
+| `biopython` | Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access ... | biopython | biopython, molecular, biology, toolkit, sequence, manipulation, file, parsing, fasta, genbank, pdb, phylogenetics |
 | `bitbucket-automation` | Automate Bitbucket repositories, pull requests, branches, issues, and workspace management via Rube MCP (Composio). Always search tools first for current sch... | bitbucket | bitbucket, automation, automate, repositories, pull, requests, branches, issues, workspace, via, rube, mcp |
 | `brevo-automation` | Automate Brevo (Sendinblue) tasks via Rube MCP (Composio): manage email campaigns, create/edit templates, track senders, and monitor campaign performance. Al... | brevo | brevo, automation, automate, sendinblue, tasks, via, rube, mcp, composio, email, campaigns, edit |
 | `cal-com-automation` | Automate Cal.com tasks via Rube MCP (Composio): manage bookings, check availability, configure webhooks, and handle teams. Always search tools first for curr... | cal, com | cal, com, automation, automate, tasks, via, rube, mcp, composio, bookings, check, availability |
@@ -1263,12 +1256,20 @@ before implementation to ve... | conductor, validator | conductor, validator, va
 | `freshdesk-automation` | Automate Freshdesk helpdesk operations including tickets, contacts, companies, notes, and replies via Rube MCP (Composio). Always search tools first for curr... | freshdesk | freshdesk, automation, automate, helpdesk, operations, including, tickets, contacts, companies, notes, replies, via |
 | `full-stack-orchestration-full-stack-feature` | Use when working with full stack orchestration full stack feature | full, stack | full, stack, orchestration, feature, working |
 | `gitlab-automation` | Automate GitLab project management, issues, merge requests, pipelines, branches, and user operations via Rube MCP (Composio). Always search tools first for c... | gitlab | gitlab, automation, automate, issues, merge, requests, pipelines, branches, user, operations, via, rube |
+| `gmail-automation` | Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels.
+Use when user asks to: search email, read email, send emai... | gmail | gmail, automation, interact, search, emails, read, messages, send, drafts, labels, user, asks |
+| `google-docs-automation` | Interact with Google Docs - create documents, search by title, read content, and edit text.
+Use when user asks to: create a Google Doc, find a document, read... | google, docs | google, docs, automation, interact, documents, search, title, read, content, edit, text, user |
+| `google-drive-automation` | Interact with Google Drive - search files, find folders, list contents, download files, upload files,
+create folders, move, copy, rename, and trash files. Us... | google, drive | google, drive, automation, interact, search, files, find, folders, list, contents, download, upload |
+| `google-slides-automation` | Read and write Google Slides presentations - get text, find presentations, create presentations, add slides,
+replace text, and manage slide content. Use when... | google, slides | google, slides, automation, read, write, presentations, get, text, find, add, replace, slide |
 | `helpdesk-automation` | Automate HelpDesk tasks via Rube MCP (Composio): list tickets, manage views, use canned responses, and configure custom fields. Always search tools first for... | helpdesk | helpdesk, automation, automate, tasks, via, rube, mcp, composio, list, tickets, views, canned |
 | `hubspot-automation` | Automate HubSpot CRM operations (contacts, companies, deals, tickets, properties) via Rube MCP using Composio integration. | hubspot | hubspot, automation, automate, crm, operations, contacts, companies, deals, tickets, properties, via, rube |
 | `instagram-automation` | Automate Instagram tasks via Rube MCP (Composio): create posts, carousels, manage media, get insights, and publishing limits. Always search tools first for c... | instagram | instagram, automation, automate, tasks, via, rube, mcp, composio, posts, carousels, media, get |
 | `intercom-automation` | Automate Intercom tasks via Rube MCP (Composio): conversations, contacts, companies, segments, admins. Always search tools first for current schemas. | intercom | intercom, automation, automate, tasks, via, rube, mcp, composio, conversations, contacts, companies, segments |
 | `jira-automation` | Automate Jira tasks via Rube MCP (Composio): issues, projects, sprints, boards, comments, users. Always search tools first for current schemas. | jira | jira, automation, automate, tasks, via, rube, mcp, composio, issues, sprints, boards, comments |
-| `jupyter-workflow` |  | jupyter | jupyter |
+| `jupyter-workflow` | Jupyter Workflow | jupyter | jupyter |
 | `kaizen` | Guide for continuous improvement, error proofing, and standardization. Use this skill when the user wants to improve code quality, refactor, or discuss proce... | kaizen | kaizen, continuous, improvement, error, proofing, standardization, skill, user, wants, improve, code, quality |
 | `klaviyo-automation` | Automate Klaviyo tasks via Rube MCP (Composio): manage email/SMS campaigns, inspect campaign messages, track tags, and monitor send jobs. Always search tools... | klaviyo | klaviyo, automation, automate, tasks, via, rube, mcp, composio, email, sms, campaigns, inspect |
 | `libreoffice/impress` | Presentation creation, format conversion (ODP/PPTX/PDF), slide automation with LibreOffice Impress. | libreoffice/impress | libreoffice/impress, impress, presentation, creation, format, conversion, odp, pptx, pdf, slide, automation, libreoffice |
@@ -1281,7 +1282,6 @@ before implementation to ve... | conductor, validator | conductor, validator, va
 | `mixpanel-automation` | Automate Mixpanel tasks via Rube MCP (Composio): events, segmentation, funnels, cohorts, user profiles, JQL queries. Always search tools first for current sc... | mixpanel | mixpanel, automation, automate, tasks, via, rube, mcp, composio, events, segmentation, funnels, cohorts |
 | `monday-automation` | Automate Monday.com work management including boards, items, columns, groups, subitems, and updates via Rube MCP (Composio). Always search tools first for cu... | monday | monday, automation, automate, com, work, including, boards, items, columns, groups, subitems, updates |
 | `multi-agent-brainstorming` | Simulate a structured peer-review process using multiple specialized agents to validate designs, surface hidden assumptions, and identify failure modes befor... | multi, agent, brainstorming | multi, agent, brainstorming, simulate, structured, peer, review, process, multiple, specialized, agents, validate |
-| `n8n-validation-expert` | Interpret validation errors and guide fixing them. Use when encountering validation errors, validation warnings, false positives, operator structure issues, ... | n8n, validation | n8n, validation, interpret, errors, fixing, them, encountering, warnings, false, positives, operator, structure |
 | `nerdzao-elite-gemini-high` | Modo Elite Coder + UX Pixel-Perfect otimizado especificamente para Gemini 3.1 Pro High. Workflow completo com foco em qualidade máxima e eficiência de tokens. | nerdzao, elite, gemini, high | nerdzao, elite, gemini, high, modo, coder, ux, pixel, perfect, otimizado, especificamente, para |
 | `notion-automation` | Automate Notion tasks via Rube MCP (Composio): pages, databases, blocks, comments, users. Always search tools first for current schemas. | notion | notion, automation, automate, tasks, via, rube, mcp, composio, pages, databases, blocks, comments |
 | `odoo-purchase-workflow` | Expert guide for Odoo Purchase: RFQ → PO → Receipt → Vendor Bill workflow, purchase agreements, vendor price lists, and 3-way matching. | odoo, purchase | odoo, purchase, rfq, po, receipt, vendor, bill, agreements, price, lists, way, matching |
@@ -1312,7 +1312,7 @@ before implementation to ve... | conductor, validator | conductor, validator, va
 | `vercel-automation` | Automate Vercel tasks via Rube MCP (Composio): manage deployments, domains, DNS, env vars, projects, and teams. Always search tools first for current schemas. | vercel | vercel, automation, automate, tasks, via, rube, mcp, composio, deployments, domains, dns, env |
 | `webflow-automation` | Automate Webflow CMS collections, site publishing, page management, asset uploads, and ecommerce orders via Rube MCP (Composio). Always search tools first fo... | webflow | webflow, automation, automate, cms, collections, site, publishing, page, asset, uploads, ecommerce, orders |
 | `wordpress-woocommerce-development` | WooCommerce store development workflow covering store setup, payment integration, shipping configuration, and customization. | wordpress, woocommerce | wordpress, woocommerce, development, store, covering, setup, payment, integration, shipping, configuration, customization |
-| `workflow-skill-design` |  | skill | skill |
+| `workflow-skill-design` | Workflow Skill Design | skill | skill |
 | `wrike-automation` | Automate Wrike project management via Rube MCP (Composio): create tasks/folders, manage projects, assign work, and track progress. Always search tools first ... | wrike | wrike, automation, automate, via, rube, mcp, composio, tasks, folders, assign, work, track |
 | `zendesk-automation` | Automate Zendesk tasks via Rube MCP (Composio): tickets, users, organizations, replies. Always search tools first for current schemas. | zendesk | zendesk, automation, automate, tasks, via, rube, mcp, composio, tickets, users, organizations, replies |
 | `zoho-crm-automation` | Automate Zoho CRM tasks via Rube MCP (Composio): create/update records, search contacts, manage leads, and convert leads. Always search tools first for curre... | zoho, crm | zoho, crm, automation, automate, tasks, via, rube, mcp, composio, update, records, search |
diff --git a/data/aliases.json b/data/aliases.json
index 81fedcdf..2024bb6f 100644
--- a/data/aliases.json
+++ b/data/aliases.json
@@ -61,16 +61,8 @@
     "error-diagnostics-analysis": "error-diagnostics-error-analysis",
     "error-diagnostics-trace": "error-diagnostics-error-trace",
     "error-diagnostics-debug": "error-diagnostics-smart-debug",
-    "expo ui jetpack compose": "expo-ui-jetpack-compose",
-    "expo ui swiftui": "expo-ui-swift-ui",
     "fda-medtech-auditor": "fda-medtech-compliance-auditor",
     "finishing-a-branch": "finishing-a-development-branch",
-    "fp-ts-async-practical": "fp-async",
-    "fp-ts-backend": "fp-backend",
-    "practical data transformations": "fp-data-transforms",
-    "practical error handling with fp-ts": "fp-errors",
-    "pragmatic functional programming": "fp-pragmatic",
-    "functional programming in react": "fp-react",
     "framework-migration-migrate": "framework-migration-code-migrate",
     "framework-migration-upgrade": "framework-migration-deps-upgrade",
     "framework-migration-modernize": "framework-migration-legacy-modernize",
@@ -88,12 +80,6 @@
     "vr-ar": "game-development/vr-ar",
     "web-games": "game-development/web-games",
     "git-pr-workflow": "git-pr-workflows-git-workflow",
-    "gmail": "gmail-automation",
-    "google-calendar": "google-calendar-automation",
-    "google-docs": "google-docs-automation",
-    "google-drive": "google-drive-automation",
-    "google-sheets": "google-sheets-automation",
-    "google-slides": "google-slides-automation",
     "hugging-face-publisher": "hugging-face-paper-publisher",
     "incident-response": "incident-response-incident-response",
     "javascript-typescript-scaffold": "javascript-typescript-typescript-scaffold",
diff --git a/data/bundles.json b/data/bundles.json
index 217c5662..81bac83c 100644
--- a/data/bundles.json
+++ b/data/bundles.json
@@ -126,7 +126,6 @@
         "cc-skill-frontend-patterns",
         "cc-skill-security-review",
         "cdk-patterns",
-        "claimable-postgres",
         "code-documentation-doc-generate",
         "constant-time-analysis",
         "context7-auto-research",
@@ -135,7 +134,6 @@
         "dbos-golang",
         "dbos-python",
         "dbos-typescript",
-        "debug-buttercup",
         "devcontainer-setup",
         "development",
         "discord-bot-architect",
@@ -263,7 +261,6 @@
         "security/aws-secrets-rotation",
         "senior-architect",
         "senior-fullstack",
-        "sharp-edges",
         "shopify-apps",
         "shopify-development",
         "slack-automation",
@@ -336,7 +333,6 @@
         "dependency-management-deps-audit",
         "deployment-pipeline-design",
         "differential-review",
-        "django-access-review",
         "docker-expert",
         "dotnet-backend",
         "ethical-hacking-methodology",
@@ -403,7 +399,6 @@
         "security/aws-security-audit",
         "semgrep-rule-creator",
         "service-mesh-expert",
-        "sharp-edges",
         "skill-scanner",
         "solidity-security",
         "spec-to-code-compliance",
@@ -439,7 +434,6 @@
         "azure-servicebus-dotnet",
         "azure-servicebus-py",
         "azure-servicebus-ts",
-        "biopython",
         "chrome-extension-developer",
         "cloud-devops",
         "debug-buttercup",
@@ -557,7 +551,6 @@
         "mailchimp-automation",
         "ml-pipeline-workflow",
         "n8n-expression-syntax",
-        "n8n-workflow-patterns",
         "native-data-fetching",
         "neon-postgres",
         "networkx",
@@ -583,12 +576,12 @@
         "react-ui-patterns",
         "robius-state-management",
         "scala-pro",
-        "scanpy",
         "schema-markup",
         "security-bluebook-builder",
         "segment-cdp",
         "sendgrid-automation",
         "senior-architect",
+        "skin-health-analyzer",
         "spark-optimization",
         "sql-injection-testing",
         "sql-optimization-patterns",
@@ -610,7 +603,6 @@
       "description": "Operations, observability, and delivery pipelines.",
       "skills": [
         "agent-evaluation",
-        "agentic-actions-auditor",
         "airflow-dag-patterns",
         "api-testing-observability-api-mock",
         "apify-brand-reputation-monitoring",
@@ -624,7 +616,6 @@
         "azure-microsoft-playwright-testing-ts",
         "azure-monitor-opentelemetry-ts",
         "backend-development-feature-development",
-        "build",
         "cicd-automation-workflow-automate",
         "cloud-devops",
         "code-review-ai-ai-review",
@@ -654,7 +645,6 @@
         "gitops-workflow",
         "grafana-dashboards",
         "grpc-golang",
-        "hugging-face-model-trainer",
         "incident-responder",
         "incident-response-incident-response",
         "incident-response-smart-fix",
diff --git a/data/catalog.json b/data/catalog.json
index c0cadf88..da878191 100644
--- a/data/catalog.json
+++ b/data/catalog.json
@@ -488,7 +488,7 @@
     {
       "id": "agentic-actions-auditor",
       "name": "agentic-actions-auditor",
-      "description": "Audits GitHub Actions workflows for security vulnerabilities in AI agent integrations including Claude Code Action, Gemini CLI, OpenAI Codex, and GitHub AI Inference. Detects attack vectors where attacker-controlled input reaches AI agents running in CI/CD pipelines, including env var intermediary patterns, direct expression injection, dangerous sandbox configurations, and wildcard user allowlists. Use when reviewing workflow files that invoke AI coding agents, auditing CI/CD pipeline security for prompt injection risks, or evaluating agentic action configurations.",
+      "description": "Audits GitHub Actions workflows for security vulnerabilities in AI agent integrations including Claude Code Action, Gemini CLI, OpenAI Codex, and GitHub AI Inference. Detects attack vectors where attacker-controlled input reaches AI agents running in CI/CD pipelines,...",
       "category": "security",
       "tags": [
         "agentic",
@@ -850,7 +850,7 @@
     {
       "id": "alpha-vantage",
       "name": "alpha-vantage",
-      "description": "Access real-time and historical stock market data, forex rates, cryptocurrency prices, commodities, economic indicators, and 50+ technical indicators via the Alpha Vantage API. Use when fetching stock prices (OHLCV), company fundamentals (income statement, balance sheet, cash flow), earnings, options data, market news/sentiment, insider transactions, GDP, CPI, treasury yields, gold/silver/oil prices, Bitcoin/crypto prices, forex exchange rates, or calculating technical indicators (SMA, EMA, MACD, RSI, Bollinger Bands). Requires a free API key from alphavantage.co.",
+      "description": "Access real-time and historical stock market data, forex rates, cryptocurrency prices, commodities, economic indicators, and 50+ technical indicators via the Alpha Vantage API. Use when fetching stock prices (OHLCV), company fundamentals (income statement, balance sheet, cash...",
       "category": "data-ai",
       "tags": [
         "alpha",
@@ -1989,7 +1989,7 @@
     {
       "id": "astropy",
       "name": "astropy",
-      "description": "Comprehensive Python library for astronomy and astrophysics. This skill should be used when working with astronomical data including celestial coordinates, physical units, FITS files, cosmological calculations, time systems, tables, world coordinate systems (WCS), and astronomical data analysis. Use when tasks involve coordinate transformations, unit conversions, FITS file manipulation, cosmological distance calculations, time scale conversions, or astronomical data processing.",
+      "description": "Comprehensive Python library for astronomy and astrophysics. This skill should be used when working with astronomical data including celestial coordinates, physical units, FITS files, cosmological calculations, time systems, tables, world coordinate systems (WCS), and...",
       "category": "data-ai",
       "tags": [
         "astropy"
@@ -2141,7 +2141,7 @@
     {
       "id": "automate-whatsapp",
       "name": "automate-whatsapp",
-      "description": "",
+      "description": "Automate Whatsapp",
       "category": "general",
       "tags": [
         "automate",
@@ -2277,7 +2277,7 @@
     {
       "id": "aws-agentic-ai",
       "name": "aws-agentic-ai",
-      "description": "",
+      "description": "Aws Agentic Ai",
       "category": "data-ai",
       "tags": [
         "aws",
@@ -2294,7 +2294,7 @@
     {
       "id": "aws-cdk-development",
       "name": "aws-cdk-development",
-      "description": "",
+      "description": "Aws Cdk Development",
       "category": "general",
       "tags": [
         "aws",
@@ -2310,7 +2310,7 @@
     {
       "id": "aws-common",
       "name": "aws-common",
-      "description": "",
+      "description": "Aws Common",
       "category": "general",
       "tags": [
         "aws",
@@ -2347,7 +2347,7 @@
     {
       "id": "aws-cost-ops",
       "name": "aws-cost-ops",
-      "description": "",
+      "description": "Aws Cost Ops",
       "category": "general",
       "tags": [
         "aws",
@@ -2386,7 +2386,7 @@
     {
       "id": "aws-mcp-setup",
       "name": "aws-mcp-setup",
-      "description": "",
+      "description": "Aws Mcp Setup",
       "category": "general",
       "tags": [
         "aws",
@@ -2453,7 +2453,7 @@
     {
       "id": "aws-serverless-eda",
       "name": "aws-serverless-eda",
-      "description": "",
+      "description": "Aws Serverless Eda",
       "category": "general",
       "tags": [
         "aws",
@@ -6073,8 +6073,8 @@
     {
       "id": "biopython",
       "name": "biopython",
-      "description": "Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget; for multi-service integration use bioservices.",
-      "category": "infrastructure",
+      "description": "Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget;...",
+      "category": "workflow",
       "tags": [
         "biopython"
       ],
@@ -6169,8 +6169,8 @@
     {
       "id": "blog-writing-guide",
       "name": "blog-writing-guide",
-      "description": "Write, review, and improve blog posts for the Sentry engineering blog following Sentry's specific writing standards, voice, and quality bar. Use this skill whenever someone asks to write a blog post, draft a technical article, review blog content, improve a draft, write a product announcement, create an engineering deep-dive, or produce any written content destined for the Sentry blog or developer audience. Also trigger when the user mentions \"blog post,\" \"blog draft,\" \"write-up,\" \"announcement post,\" \"engineering post,\" \"deep dive,\" \"postmortem,\" or asks for help with technical writing for Sentry. Even if the user just says \"help me write about [feature/topic]\" — if it sounds like it could become a Sentry blog post, use this skill.",
-      "category": "business",
+      "description": "Write, review, and improve blog posts for the Sentry engineering blog following Sentry's specific writing standards, voice, and quality bar. Use this skill whenever someone asks to write a blog post, draft a technical article, review blog content, improve a draft, write a...",
+      "category": "general",
       "tags": [
         "blog",
         "writing"
@@ -6443,21 +6443,13 @@
     {
       "id": "build",
       "name": "build",
-      "description": "Feature development pipeline - research, plan, track, and implement major features.",
-      "category": "infrastructure",
+      "description": "build",
+      "category": "general",
       "tags": [
         "build"
       ],
       "triggers": [
-        "build",
-        "feature",
-        "development",
-        "pipeline",
-        "research",
-        "plan",
-        "track",
-        "major",
-        "features"
+        "build"
       ],
       "path": "skills/build/SKILL.md"
     },
@@ -6490,7 +6482,7 @@
     {
       "id": "building-secure-contracts",
       "name": "building-secure-contracts",
-      "description": "",
+      "description": "Building Secure Contracts",
       "category": "general",
       "tags": [
         "building",
@@ -7253,7 +7245,7 @@
     {
       "id": "cirq",
       "name": "cirq",
-      "description": "Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For IBM hardware use qiskit; for quantum ML with autodiff use pennylane; for physics simulations use qutip.",
+      "description": "Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For IBM hardware use qiskit; for quantum...",
       "category": "data-ai",
       "tags": [
         "cirq"
@@ -7277,7 +7269,7 @@
     {
       "id": "citation-management",
       "name": "citation-management",
-      "description": "Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation information, convert DOIs to BibTeX, or ensure reference accuracy in scientific writing.",
+      "description": "Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation...",
       "category": "general",
       "tags": [
         "citation"
@@ -7301,7 +7293,7 @@
     {
       "id": "claimable-postgres",
       "name": "claimable-postgres",
-      "description": "Provision instant temporary Postgres databases via Claimable Postgres by Neon (pg.new) with no login, signup, or credit card. Supports REST API, CLI, and SDK. Use when users ask for a quick Postgres environment, a throwaway DATABASE_URL for prototyping/tests, or \"just give me a DB now\". Triggers include: \"quick postgres\", \"temporary postgres\", \"no signup database\", \"no credit card database\", \"instant DATABASE_URL\", \"npx get-db\", \"pg.new\", \"pg.new API\", \"claimable postgres API\".",
+      "description": "Provision instant temporary Postgres databases via Claimable Postgres by Neon (pg.new). No login or credit card required. Use for quick Postgres environments and throwaway DATABASE_URL for prototyping.",
       "category": "data-ai",
       "tags": [
         "claimable",
@@ -8537,7 +8529,7 @@
     {
       "id": "constant-time-analysis",
       "name": "constant-time-analysis",
-      "description": "Detects timing side-channel vulnerabilities in cryptographic code. Use when implementing or reviewing crypto code, encountering division on secrets, secret-dependent branches, or constant-time programming questions in C, C++, Go, Rust, Swift, Java, Kotlin, C#, PHP, JavaScript, TypeScript, Python, or Ruby.",
+      "description": "Detects timing side-channel vulnerabilities in cryptographic code. Use when implementing or reviewing crypto code, encountering division on secrets, secret-dependent branches, or constant-time programming questions in C, C++, Go, Rust, Swift, Java, Kotlin, C#, PHP,...",
       "category": "security",
       "tags": [
         "constant",
@@ -8612,7 +8604,7 @@
     {
       "id": "context-compression",
       "name": "context-compression",
-      "description": "This skill should be used when the user asks to \"compress context\", \"summarize conversation history\", \"implement compaction\", \"reduce token usage\", or mentions context compression, structured summarization, tokens-per-task optimization, or long-running agent sessions exceeding context limits.",
+      "description": "This skill should be used when the user asks to \"compress context\", \"summarize conversation history\", \"implement compaction\", \"reduce token usage\", or mentions context compression, structured summarization, tokens-per-task optimization, or long-running agent sessions...",
       "category": "general",
       "tags": [
         "compression"
@@ -8636,7 +8628,7 @@
     {
       "id": "context-degradation",
       "name": "context-degradation",
-      "description": "This skill should be used when the user asks to \"diagnose context problems\", \"fix lost-in-middle issues\", \"debug agent failures\", \"understand context poisoning\", or mentions context degradation, attention patterns, context clash, context confusion, or agent performance degradation. Provides patterns for recognizing and mitigating context failures.",
+      "description": "This skill should be used when the user asks to \"diagnose context problems\", \"fix lost-in-middle issues\", \"debug agent failures\", \"understand context poisoning\", or mentions context degradation, attention patterns, context clash, context confusion, or agent performance...",
       "category": "architecture",
       "tags": [
         "degradation"
@@ -8684,8 +8676,8 @@
     {
       "id": "context-fundamentals",
       "name": "context-fundamentals",
-      "description": "This skill should be used when the user asks to \"understand context\", \"explain context windows\", \"design agent architecture\", \"debug context issues\", \"optimize context usage\", or discusses context components, attention mechanics, progressive disclosure, or context budgeting. Provides foundational understanding of context engineering for AI agent systems.",
-      "category": "data-ai",
+      "description": "This skill should be used when the user asks to \"understand context\", \"explain context windows\", \"design agent architecture\", \"debug context issues\", \"optimize context usage\", or discusses context components, attention mechanics, progressive disclosure, or context budgeting....",
+      "category": "architecture",
       "tags": [
         "fundamentals"
       ],
@@ -8762,7 +8754,7 @@
     {
       "id": "context-optimization",
       "name": "context-optimization",
-      "description": "This skill should be used when the user asks to \"optimize context\", \"reduce token costs\", \"improve context efficiency\", \"implement KV-cache optimization\", \"partition context\", or mentions context limits, observation masking, context budgeting, or extending effective context capacity.",
+      "description": "This skill should be used when the user asks to \"optimize context\", \"reduce token costs\", \"improve context efficiency\", \"implement KV-cache optimization\", \"partition context\", or mentions context limits, observation masking, context budgeting, or extending effective context...",
       "category": "general",
       "tags": [
         "optimization"
@@ -9201,7 +9193,7 @@
     {
       "id": "culture-index",
       "name": "culture-index",
-      "description": "",
+      "description": "Culture Index",
       "category": "general",
       "tags": [
         "culture",
@@ -9471,7 +9463,7 @@
     {
       "id": "data-visualization",
       "name": "data-visualization",
-      "description": "",
+      "description": "Data Visualization",
       "category": "data-ai",
       "tags": [
         "data",
@@ -9912,7 +9904,7 @@
     {
       "id": "debug-buttercup",
       "name": "debug-buttercup",
-      "description": "Debugs the Buttercup CRS (Cyber Reasoning System) running on Kubernetes. Use when diagnosing pod crashes, restart loops, Redis failures, resource pressure, disk saturation, DinD issues, or any service misbehavior in the crs namespace. Covers triage, log analysis, queue inspection, and common failure patterns for: redis, fuzzer-bot, coverage-bot, seed-gen, patcher, build-bot, scheduler, task-server, task-downloader, program-model, litellm, dind, tracer-bot, merger-bot, competition-api, pov-reproducer, scratch-cleaner, registry-cache, image-preloader, ui.",
+      "description": "Debugs the Buttercup CRS (Cyber Reasoning System) running on Kubernetes. Use when diagnosing pod crashes, restart loops, Redis failures, resource pressure, disk saturation, DinD issues, or any service misbehavior in the crs namespace. Covers triage, log analysis,...",
       "category": "infrastructure",
       "tags": [
         "debug",
@@ -10307,7 +10299,7 @@
     {
       "id": "differential-review",
       "name": "differential-review",
-      "description": "Performs security-focused differential review of code changes (PRs, commits, diffs). Adapts analysis depth to codebase size, uses git history for context, calculates blast radius, checks test coverage, and generates comprehensive markdown reports. Automatically detects and prevents security regressions.",
+      "description": "Performs security-focused differential review of code changes (PRs, commits, diffs). Adapts analysis depth to codebase size, uses git history for context, calculates blast radius, checks test coverage, and generates comprehensive markdown reports. Automatically...",
       "category": "security",
       "tags": [
         "differential"
@@ -10458,8 +10450,8 @@
     {
       "id": "django-access-review",
       "name": "django-access-review",
-      "description": "Django access control and IDOR security review. Use when reviewing Django views, DRF viewsets, ORM queries, or any Python/Django code handling user authorization. Trigger keywords: \"IDOR\", \"access control\", \"authorization\", \"Django permissions\", \"object permissions\", \"tenant isolation\", \"broken access\".",
-      "category": "security",
+      "description": "django-access-review",
+      "category": "development",
       "tags": [
         "django",
         "access"
@@ -10467,16 +10459,7 @@
       "triggers": [
         "django",
         "access",
-        "review",
-        "control",
-        "idor",
-        "security",
-        "reviewing",
-        "views",
-        "drf",
-        "viewsets",
-        "orm",
-        "queries"
+        "review"
       ],
       "path": "skills/django-access-review/SKILL.md"
     },
@@ -11465,7 +11448,7 @@
     {
       "id": "evolution",
       "name": "evolution",
-      "description": "CRITICAL: Use for makepad-skills self-evolution and contribution. Triggers on:\nevolve, evolution, contribute, contribution, self-improve, self-improvement,\nadd pattern, new pattern, capture learning, document solution,\nhooks, hook system, auto-trigger, skill routing,\ntemplate, pattern template, shader template, troubleshooting template,\n演进, 贡献, 自我改进, 添加模式, 记录学习, 文档化解决方案",
+      "description": "CRITICAL: Use for makepad-skills self-evolution and contribution. Triggers on:\nevolve, evolution, contribute, contribution, self-improve, self-improvement,\nadd pattern, new pattern, capture learning, document solution,\nhooks, hook system, auto-trigger, skill...",
       "category": "general",
       "tags": [
         "evolution"
@@ -11645,8 +11628,8 @@
     },
     {
       "id": "expo-ui-jetpack-compose",
-      "name": "Expo UI Jetpack Compose",
-      "description": "`@expo/ui/jetpack-compose` package lets you use Jetpack Compose Views and modifiers in your app.",
+      "name": "expo-ui-jetpack-compose",
+      "description": "expo-ui-jetpack-compose",
       "category": "general",
       "tags": [
         "expo",
@@ -11658,19 +11641,14 @@
         "expo",
         "ui",
         "jetpack",
-        "compose",
-        "package",
-        "lets",
-        "views",
-        "modifiers",
-        "app"
+        "compose"
       ],
       "path": "skills/expo-ui-jetpack-compose/SKILL.md"
     },
     {
       "id": "expo-ui-swift-ui",
-      "name": "Expo UI SwiftUI",
-      "description": "`@expo/ui/swift-ui` package lets you use SwiftUI Views and modifiers in your app.",
+      "name": "expo-ui-swift-ui",
+      "description": "expo-ui-swift-ui",
       "category": "general",
       "tags": [
         "expo",
@@ -11680,13 +11658,7 @@
       "triggers": [
         "expo",
         "ui",
-        "swift",
-        "swiftui",
-        "package",
-        "lets",
-        "views",
-        "modifiers",
-        "app"
+        "swift"
       ],
       "path": "skills/expo-ui-swift-ui/SKILL.md"
     },
@@ -12121,7 +12093,7 @@
     {
       "id": "filesystem-context",
       "name": "filesystem-context",
-      "description": "This skill should be used when the user asks to \"offload context to files\", \"implement dynamic context discovery\", \"use filesystem for agent memory\", \"reduce context window bloat\", or mentions file-based context management, tool output persistence, agent scratch pads, or just-in-time context loading.",
+      "description": "Use for file-based context management, dynamic context discovery, and reducing context window bloat. Offload context to files for just-in-time loading.",
       "category": "general",
       "tags": [
         "filesystem"
@@ -12129,16 +12101,16 @@
       "triggers": [
         "filesystem",
         "context",
-        "skill",
-        "should",
-        "used",
-        "user",
-        "asks",
-        "offload",
-        "files",
+        "file",
         "dynamic",
         "discovery",
-        "agent"
+        "reducing",
+        "window",
+        "bloat",
+        "offload",
+        "files",
+        "just",
+        "time"
       ],
       "path": "skills/filesystem-context/SKILL.md"
     },
@@ -12328,7 +12300,7 @@
     {
       "id": "fixing-metadata",
       "name": "fixing-metadata",
-      "description": "Audit and fix HTML metadata including page titles, meta descriptions, canonical URLs, Open Graph tags, Twitter cards, favicons, JSON-LD structured data, and robots directives. Use when adding SEO metadata, fixing social share previews, reviewing Open Graph tags, setting up canonical URLs, or shipping new pages that need correct meta tags.",
+      "description": "Audit and fix HTML metadata including page titles, meta descriptions, canonical URLs, Open Graph tags, Twitter cards, favicons, JSON-LD structured data, and robots directives. Use when adding SEO metadata, fixing social share previews, reviewing Open Graph tags,...",
       "category": "data-ai",
       "tags": [
         "fixing",
@@ -12398,7 +12370,7 @@
     {
       "id": "food-database-query",
       "name": "food-database-query",
-      "description": "",
+      "description": "Food Database Query",
       "category": "data-ai",
       "tags": [
         "food",
@@ -12439,7 +12411,7 @@
     },
     {
       "id": "fp-async",
-      "name": "fp-ts-async-practical",
+      "name": "fp-async",
       "description": "Practical async patterns using TaskEither - clean pipelines instead of try/catch hell, with real API examples",
       "category": "development",
       "tags": [
@@ -12462,15 +12434,15 @@
         "api",
         "fetch",
         "fp",
-        "ts",
         "taskeither",
-        "clean"
+        "clean",
+        "pipelines"
       ],
       "path": "skills/fp-async/SKILL.md"
     },
     {
       "id": "fp-backend",
-      "name": "fp-ts-backend",
+      "name": "fp-backend",
       "description": "Functional programming patterns for Node.js/Deno backend development using fp-ts, ReaderTaskEither, and functional dependency injection",
       "category": "development",
       "tags": [
@@ -12493,15 +12465,15 @@
         "dependency-injection",
         "reader-task-either",
         "fp",
-        "ts",
         "functional",
-        "programming"
+        "programming",
+        "js"
       ],
       "path": "skills/fp-backend/SKILL.md"
     },
     {
       "id": "fp-data-transforms",
-      "name": "Practical Data Transformations",
+      "name": "fp-data-transforms",
       "description": "Everyday data transformations using functional patterns - arrays, objects, grouping, aggregation, and null-safe access",
       "category": "data-ai",
       "tags": [
@@ -12525,9 +12497,9 @@
         "grouping",
         "aggregation",
         "null-safety",
-        "practical",
+        "fp",
         "data",
-        "transformations"
+        "transforms"
       ],
       "path": "skills/fp-data-transforms/SKILL.md"
     },
@@ -12561,7 +12533,7 @@
     },
     {
       "id": "fp-errors",
-      "name": "Practical Error Handling with fp-ts",
+      "name": "fp-errors",
       "description": "Stop throwing everywhere - handle errors as values using Either and TaskEither for cleaner, more predictable code",
       "category": "development",
       "tags": [
@@ -12581,11 +12553,11 @@
         "typescript",
         "validation",
         "practical",
-        "error",
-        "handling",
         "fp",
-        "ts",
-        "stop"
+        "errors",
+        "stop",
+        "throwing",
+        "everywhere"
       ],
       "path": "skills/fp-errors/SKILL.md"
     },
@@ -12647,7 +12619,7 @@
     },
     {
       "id": "fp-pragmatic",
-      "name": "Pragmatic Functional Programming",
+      "name": "fp-pragmatic",
       "description": "A practical, jargon-free guide to functional programming - the 80/20 approach that gets results without the academic overhead",
       "category": "development",
       "tags": [
@@ -12665,18 +12637,18 @@
         "pragmatic",
         "beginner-friendly",
         "best-practices",
-        "functional",
-        "programming",
+        "fp",
         "practical",
         "jargon",
         "free",
-        "80"
+        "functional",
+        "programming"
       ],
       "path": "skills/fp-pragmatic/SKILL.md"
     },
     {
       "id": "fp-react",
-      "name": "Functional Programming in React",
+      "name": "fp-react",
       "description": "Practical patterns for using fp-ts with React - hooks, state, forms, data fetching. Works with React 18/19, Next.js 14/15.",
       "category": "data-ai",
       "tags": [
@@ -12702,8 +12674,8 @@
         "remote-data",
         "react-19",
         "next-js",
-        "functional",
-        "programming"
+        "fp",
+        "practical"
       ],
       "path": "skills/fp-react/SKILL.md"
     },
@@ -13185,7 +13157,7 @@
     {
       "id": "frontend-slides",
       "name": "frontend-slides",
-      "description": "Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to build a presentation, convert a PPT/PPTX to web, or create slides for a talk/pitch. Helps non-designers discover their aesthetic through visual exploration rather than abstract choices.",
+      "description": "Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to build a presentation, convert a PPT/PPTX to web, or create slides for a talk/pitch. Helps non-designers discover their aesthetic through visual...",
       "category": "development",
       "tags": [
         "frontend",
@@ -13666,7 +13638,7 @@
     {
       "id": "gha-security-review",
       "name": "gha-security-review",
-      "description": "GitHub Actions security review for workflow exploitation vulnerabilities. Use when asked to \"review GitHub Actions\", \"audit workflows\", \"check CI security\", \"GHA security\", \"workflow security review\", or review .github/workflows/ for pwn requests, expression injection, credential theft, and supply chain attacks. Exploitation-focused with concrete PoC scenarios.",
+      "description": "GitHub Actions security review for workflow exploitation vulnerabilities. Use when asked to \"review GitHub Actions\", \"audit workflows\", \"check CI security\", \"GHA security\", \"workflow security review\", or review .github/workflows/ for pwn requests, expression injection,...",
       "category": "security",
       "tags": [
         "gha",
@@ -13989,14 +13961,15 @@
     },
     {
       "id": "gmail-automation",
-      "name": "gmail",
-      "description": "Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels.\nUse when user asks to: search email, read email, send email, create email draft, mark as read,\narchive email, star email, or manage Gmail labels. Lightweight alternative to full Google\nWorkspace MCP server with standalone OAuth authentication.",
-      "category": "general",
+      "name": "gmail-automation",
+      "description": "Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels.\nUse when user asks to: search email, read email, send email, create email draft, mark as read,\narchive email, star email, or manage Gmail labels. Lightweight alternative...",
+      "category": "workflow",
       "tags": [
         "gmail"
       ],
       "triggers": [
         "gmail",
+        "automation",
         "interact",
         "search",
         "emails",
@@ -14006,8 +13979,7 @@
         "drafts",
         "labels",
         "user",
-        "asks",
-        "email"
+        "asks"
       ],
       "path": "skills/gmail-automation/SKILL.md"
     },
@@ -14171,7 +14143,7 @@
     {
       "id": "golang-security-auditor",
       "name": "golang-security-auditor",
-      "description": "",
+      "description": "Golang Security Auditor",
       "category": "security",
       "tags": [
         "golang",
@@ -14212,8 +14184,8 @@
     },
     {
       "id": "google-calendar-automation",
-      "name": "google-calendar",
-      "description": "Interact with Google Calendar - list calendars, view events, create/update/delete events, and find free time.\nUse when user asks to: check calendar, schedule a meeting, create an event, find available time, list upcoming events,\ndelete or update a calendar event, or respond to meeting invitations. Lightweight alternative to full\nGoogle Workspace MCP server with standalone OAuth authentication.",
+      "name": "google-calendar-automation",
+      "description": "Interact with Google Calendar - list calendars, view events, create/update/delete events, and find free time.\nUse when user asks to: check calendar, schedule a meeting, create an event, find available time, list upcoming events,\ndelete or update a calendar event, or...",
       "category": "architecture",
       "tags": [
         "google",
@@ -14222,6 +14194,7 @@
       "triggers": [
         "google",
         "calendar",
+        "automation",
         "interact",
         "list",
         "calendars",
@@ -14230,16 +14203,15 @@
         "update",
         "delete",
         "find",
-        "free",
-        "time"
+        "free"
       ],
       "path": "skills/google-calendar-automation/SKILL.md"
     },
     {
       "id": "google-docs-automation",
-      "name": "google-docs",
-      "description": "Interact with Google Docs - create documents, search by title, read content, and edit text.\nUse when user asks to: create a Google Doc, find a document, read doc content, add text to a doc,\nor replace text in a document. Lightweight alternative to full Google Workspace MCP server with\nstandalone OAuth authentication.",
-      "category": "general",
+      "name": "google-docs-automation",
+      "description": "Interact with Google Docs - create documents, search by title, read content, and edit text.\nUse when user asks to: create a Google Doc, find a document, read doc content, add text to a doc,\nor replace text in a document. Lightweight alternative to full Google...",
+      "category": "workflow",
       "tags": [
         "google",
         "docs"
@@ -14247,6 +14219,7 @@
       "triggers": [
         "google",
         "docs",
+        "automation",
         "interact",
         "documents",
         "search",
@@ -14255,16 +14228,15 @@
         "content",
         "edit",
         "text",
-        "user",
-        "asks"
+        "user"
       ],
       "path": "skills/google-docs-automation/SKILL.md"
     },
     {
       "id": "google-drive-automation",
-      "name": "google-drive",
-      "description": "Interact with Google Drive - search files, find folders, list contents, download files, upload files,\ncreate folders, move, copy, rename, and trash files. Use when user asks to: search Google Drive,\nfind a file/folder, list Drive contents, download or upload files, create folders, move files,\nor organize Drive content. Lightweight integration with standalone OAuth authentication supporting\nfull read/write access.",
-      "category": "general",
+      "name": "google-drive-automation",
+      "description": "Interact with Google Drive - search files, find folders, list contents, download files, upload files,\ncreate folders, move, copy, rename, and trash files. Use when user asks to: search Google Drive,\nfind a file/folder, list Drive contents, download or upload files,...",
+      "category": "workflow",
       "tags": [
         "google",
         "drive"
@@ -14272,6 +14244,7 @@
       "triggers": [
         "google",
         "drive",
+        "automation",
         "interact",
         "search",
         "files",
@@ -14280,15 +14253,14 @@
         "list",
         "contents",
         "download",
-        "upload",
-        "move"
+        "upload"
       ],
       "path": "skills/google-drive-automation/SKILL.md"
     },
     {
       "id": "google-sheets-automation",
-      "name": "google-sheets",
-      "description": "Read and write Google Sheets spreadsheets - get content, update cells, append rows, fetch specific ranges,\nsearch for spreadsheets, and view metadata. Use when user asks to: read a spreadsheet, update cells,\nadd data to Google Sheets, find a spreadsheet, check sheet contents, export spreadsheet data, or get cell values.\nLightweight integration with standalone OAuth authentication supporting full read/write access.",
+      "name": "google-sheets-automation",
+      "description": "Read and write Google Sheets spreadsheets - get content, update cells, append rows, fetch specific ranges,\nsearch for spreadsheets, and view metadata. Use when user asks to: read a spreadsheet, update cells,\nadd data to Google Sheets, find a spreadsheet, check sheet...",
       "category": "data-ai",
       "tags": [
         "google",
@@ -14297,6 +14269,7 @@
       "triggers": [
         "google",
         "sheets",
+        "automation",
         "read",
         "write",
         "spreadsheets",
@@ -14305,16 +14278,15 @@
         "update",
         "cells",
         "append",
-        "rows",
-        "fetch"
+        "rows"
       ],
       "path": "skills/google-sheets-automation/SKILL.md"
     },
     {
       "id": "google-slides-automation",
-      "name": "google-slides",
-      "description": "Read and write Google Slides presentations - get text, find presentations, create presentations, add slides,\nreplace text, and manage slide content. Use when user asks to: read a presentation, create slides, find slides,\nadd a slide, replace text in a presentation, or manage presentation content. Lightweight integration with\nstandalone OAuth authentication supporting full read/write access.",
-      "category": "general",
+      "name": "google-slides-automation",
+      "description": "Read and write Google Slides presentations - get text, find presentations, create presentations, add slides,\nreplace text, and manage slide content. Use when user asks to: read a presentation, create slides, find slides,\nadd a slide, replace text in a presentation, or...",
+      "category": "workflow",
       "tags": [
         "google",
         "slides"
@@ -14322,6 +14294,7 @@
       "triggers": [
         "google",
         "slides",
+        "automation",
         "read",
         "write",
         "presentations",
@@ -14330,8 +14303,7 @@
         "find",
         "add",
         "replace",
-        "slide",
-        "content"
+        "slide"
       ],
       "path": "skills/google-slides-automation/SKILL.md"
     },
@@ -14435,7 +14407,7 @@
     {
       "id": "great-tables",
       "name": "great-tables",
-      "description": "",
+      "description": "Great Tables",
       "category": "general",
       "tags": [
         "great",
@@ -14450,7 +14422,7 @@
     {
       "id": "grimoire",
       "name": "grimoire",
-      "description": "",
+      "description": "Grimoire",
       "category": "general",
       "tags": [
         "grimoire"
@@ -14931,7 +14903,7 @@
     {
       "id": "hosted-agents",
       "name": "hosted-agents",
-      "description": "This skill should be used when the user asks to \"build background agent\", \"create hosted coding agent\", \"set up sandboxed execution\", \"implement multiplayer agent\", or mentions background agents, sandboxed VMs, agent infrastructure, Modal sandboxes, self-spawning agents, or remote coding environments.",
+      "description": "Build background agents in sandboxed environments. Use for hosted coding agents, sandboxed VMs, Modal sandboxes, and remote coding environments.",
       "category": "general",
       "tags": [
         "hosted",
@@ -14940,16 +14912,14 @@
       "triggers": [
         "hosted",
         "agents",
-        "skill",
-        "should",
-        "used",
-        "user",
-        "asks",
         "background",
-        "agent",
+        "sandboxed",
+        "environments",
         "coding",
-        "set",
-        "up"
+        "vms",
+        "modal",
+        "sandboxes",
+        "remote"
       ],
       "path": "skills/hosted-agents/SKILL.md"
     },
@@ -15211,8 +15181,8 @@
     {
       "id": "hugging-face-model-trainer",
       "name": "hugging-face-model-trainer",
-      "description": "This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for local deployment. Includes guidance on the TRL Jobs package, UV scripts with PEP 723 format, dataset preparation and validation, hardware selection, cost estimation, Trackio monitoring, Hub authentication, and model persistence. Should be invoked for tasks involving cloud GPU training, GGUF conversion, or when users mention training on Hugging Face Jobs without local GPU setup.",
-      "category": "infrastructure",
+      "description": "This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for...",
+      "category": "general",
       "tags": [
         "hugging",
         "face",
@@ -15265,7 +15235,7 @@
     {
       "id": "hugging-face-tool-builder",
       "name": "hugging-face-tool-builder",
-      "description": "Use this skill when the user wants to build tool/scripts or achieve a task where using data from the Hugging Face API would help. This is especially useful when chaining or combining API calls or the task will be repeated/automated. This Skill creates a reusable script to fetch, enrich or process data.",
+      "description": "Use this skill when the user wants to build tool/scripts or achieve a task where using data from the Hugging Face API would help. This is especially useful when chaining or combining API calls or the task will be repeated/automated. This Skill creates a reusable script to...",
       "category": "data-ai",
       "tags": [
         "hugging",
@@ -15600,7 +15570,7 @@
     {
       "id": "integrate-whatsapp",
       "name": "integrate-whatsapp",
-      "description": "",
+      "description": "Integrate Whatsapp",
       "category": "general",
       "tags": [
         "integrate",
@@ -15808,7 +15778,7 @@
     {
       "id": "it-depends",
       "name": "it-depends",
-      "description": "",
+      "description": "It Depends",
       "category": "general",
       "tags": [
         "it",
@@ -16014,7 +15984,7 @@
     {
       "id": "jupyter-workflow",
       "name": "jupyter-workflow",
-      "description": "",
+      "description": "Jupyter Workflow",
       "category": "workflow",
       "tags": [
         "jupyter"
@@ -16849,7 +16819,7 @@
     {
       "id": "literature-analysis",
       "name": "literature-analysis",
-      "description": "",
+      "description": "Literature Analysis",
       "category": "general",
       "tags": [
         "literature"
@@ -17443,7 +17413,7 @@
     {
       "id": "makepad-reference",
       "name": "makepad-reference",
-      "description": "CRITICAL: Use for Makepad troubleshooting and reference. Triggers on:\ntroubleshoot, error, debug, fix, problem, issue,\nno matching field, parse error, widget not found, UI not updating,\ncode quality, refactor, responsive layout, adaptive,\napi docs, reference, documentation,\n故障排除, 错误, 调试, 问题, 修复",
+      "description": "CRITICAL: Use for Makepad troubleshooting and reference. Triggers on:\ntroubleshoot, error, debug, fix, problem, issue,\nno matching field, parse error, widget not found, UI not updating,\ncode quality, refactor, responsive layout, adaptive,\napi docs, reference,...",
       "category": "development",
       "tags": [
         "makepad",
@@ -17540,7 +17510,7 @@
     {
       "id": "makepad-widgets",
       "name": "makepad-widgets",
-      "description": "CRITICAL: Use for Makepad widgets and UI components. Triggers on:\nmakepad widget, makepad View, makepad Button, makepad Label, makepad Image,\nmakepad TextInput, RoundedView, SolidView, ScrollView, \"makepad component\",\nmakepad Markdown, makepad Html, TextFlow, rich text, 富文本, markdown渲染,\nmakepad 组件, makepad 按钮, makepad 列表, makepad 视图, makepad 输入框",
+      "description": "CRITICAL: Use for Makepad widgets and UI components. Triggers on:\nmakepad widget, makepad View, makepad Button, makepad Label, makepad Image,\nmakepad TextInput, RoundedView, SolidView, ScrollView, \"makepad component\",\nmakepad Markdown, makepad Html, TextFlow, rich...",
       "category": "general",
       "tags": [
         "makepad",
@@ -17688,7 +17658,7 @@
     {
       "id": "matplotlib",
       "name": "matplotlib",
-      "description": "Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick statistical plots use seaborn; for interactive plots use plotly; for publication-ready multi-panel figures with journal styling, use scientific-visualization.",
+      "description": "Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick...",
       "category": "general",
       "tags": [
         "matplotlib"
@@ -18336,7 +18306,7 @@
     {
       "id": "monte-carlo-treasury",
       "name": "monte-carlo-treasury",
-      "description": "",
+      "description": "Monte Carlo Treasury",
       "category": "general",
       "tags": [
         "monte",
@@ -18353,7 +18323,7 @@
     {
       "id": "monte-carlo-vulnerability-detection",
       "name": "monte-carlo-vulnerability-detection",
-      "description": "",
+      "description": "Monte Carlo Vulnerability Detection",
       "category": "security",
       "tags": [
         "monte",
@@ -18655,8 +18625,8 @@
     {
       "id": "n8n-validation-expert",
       "name": "n8n-validation-expert",
-      "description": "Interpret validation errors and guide fixing them. Use when encountering validation errors, validation warnings, false positives, operator structure issues, or need help understanding validation results. Also use when asking about validation profiles, error types, or the validation loop process.",
-      "category": "workflow",
+      "description": "Interpret validation errors and guide fixing them. Use when encountering validation errors, validation warnings, false positives, operator structure issues, or need help understanding validation results. Also use when asking about validation...",
+      "category": "general",
       "tags": [
         "n8n",
         "validation"
@@ -18680,8 +18650,8 @@
     {
       "id": "n8n-workflow-patterns",
       "name": "n8n-workflow-patterns",
-      "description": "Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, planning workflow architecture, or asking about webhook processing, HTTP API integration, database operations, AI agent workflows, or scheduled tasks.",
-      "category": "data-ai",
+      "description": "Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, planning workflow architecture, or asking about webhook processing, HTTP API integration,...",
+      "category": "development",
       "tags": [
         "n8n"
       ],
@@ -18899,7 +18869,7 @@
     {
       "id": "networkx",
       "name": "networkx",
-      "description": "Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting communities, generating synthetic networks, or visualizing network topologies. Applicable to social networks, biological networks, transportation systems, citation networks, and any domain involving pairwise relationships.",
+      "description": "Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting...",
       "category": "infrastructure",
       "tags": [
         "networkx"
@@ -19189,7 +19159,7 @@
     {
       "id": "numpy",
       "name": "numpy",
-      "description": "",
+      "description": "Numpy",
       "category": "general",
       "tags": [
         "numpy"
@@ -19318,7 +19288,7 @@
     {
       "id": "observe-whatsapp",
       "name": "observe-whatsapp",
-      "description": "",
+      "description": "Observe Whatsapp",
       "category": "general",
       "tags": [
         "observe",
@@ -20096,7 +20066,7 @@
     {
       "id": "open-source-context",
       "name": "open-source-context",
-      "description": "",
+      "description": "Open Source Context",
       "category": "general",
       "tags": [
         "open",
@@ -20138,7 +20108,7 @@
     {
       "id": "operational-guidelines",
       "name": "operational-guidelines",
-      "description": "",
+      "description": "Operational Guidelines",
       "category": "general",
       "tags": [
         "operational",
@@ -20195,7 +20165,7 @@
     {
       "id": "osint-evals",
       "name": "osint-evals",
-      "description": "",
+      "description": "Osint Evals",
       "category": "general",
       "tags": [
         "osint",
@@ -20352,7 +20322,7 @@
     {
       "id": "pandas",
       "name": "pandas",
-      "description": "",
+      "description": "Pandas",
       "category": "general",
       "tags": [
         "pandas"
@@ -20365,7 +20335,7 @@
     {
       "id": "paper-analysis",
       "name": "paper-analysis",
-      "description": "",
+      "description": "Paper Analysis",
       "category": "general",
       "tags": [
         "paper"
@@ -20933,7 +20903,7 @@
     {
       "id": "polyfile",
       "name": "polyfile",
-      "description": "",
+      "description": "Polyfile",
       "category": "general",
       "tags": [
         "polyfile"
@@ -21184,7 +21154,7 @@
     {
       "id": "pr-writer",
       "name": "pr-writer",
-      "description": "ALWAYS use this skill when creating or updating pull requests — never create or edit a PR directly without it. Follows Sentry conventions for PR titles, descriptions, and issue references. Trigger on any create PR, open PR, submit PR, make PR, update PR title, update PR description, edit PR, push and create PR, prepare changes for review task, or request for a PR writer.",
+      "description": "ALWAYS use this skill when creating or updating pull requests — never create or edit a PR directly without it. Follows Sentry conventions for PR titles, descriptions, and issue references. Trigger on any create PR, open PR, submit PR, make PR,...",
       "category": "general",
       "tags": [
         "pr",
@@ -21431,7 +21401,7 @@
     {
       "id": "project-development",
       "name": "project-development",
-      "description": "This skill should be used when the user asks to \"start an LLM project\", \"design batch pipeline\", \"evaluate task-model fit\", \"structure agent project\", or mentions pipeline architecture, agent-assisted development, cost estimation, or choosing between LLM and traditional approaches.",
+      "description": "This skill should be used when the user asks to \"start an LLM project\", \"design batch pipeline\", \"evaluate task-model fit\", \"structure agent project\", or mentions pipeline architecture, agent-assisted development, cost estimation, or choosing...",
       "category": "infrastructure",
       "tags": [],
       "triggers": [
@@ -21629,7 +21599,7 @@
     {
       "id": "proof-of-vulnerability",
       "name": "proof-of-vulnerability",
-      "description": "",
+      "description": "Proof Of Vulnerability",
       "category": "security",
       "tags": [
         "proof",
@@ -21672,7 +21642,7 @@
     {
       "id": "publish-and-summary",
       "name": "publish-and-summary",
-      "description": "",
+      "description": "Publish And Summary",
       "category": "general",
       "tags": [
         "publish",
@@ -21740,7 +21710,7 @@
     {
       "id": "pygraphistry",
       "name": "pygraphistry",
-      "description": "",
+      "description": "Pygraphistry",
       "category": "general",
       "tags": [
         "pygraphistry"
@@ -21916,7 +21886,7 @@
     {
       "id": "python-security-auditor",
       "name": "python-security-auditor",
-      "description": "",
+      "description": "Python Security Auditor",
       "category": "security",
       "tags": [
         "python",
@@ -21957,8 +21927,8 @@
     {
       "id": "qiskit",
       "name": "qiskit",
-      "description": "IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware use cirq; for gradient-based quantum ML use pennylane; for open quantum system simulations use qutip.",
-      "category": "data-ai",
+      "description": "IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware...",
+      "category": "general",
       "tags": [
         "qiskit"
       ],
@@ -22031,7 +22001,7 @@
     {
       "id": "quantitative-analysis",
       "name": "quantitative-analysis",
-      "description": "",
+      "description": "Quantitative Analysis",
       "category": "general",
       "tags": [
         "quantitative"
@@ -22117,7 +22087,7 @@
     {
       "id": "rails-upgrade",
       "name": "rails-upgrade",
-      "description": "",
+      "description": "Rails Upgrade",
       "category": "general",
       "tags": [
         "rails",
@@ -22635,7 +22605,7 @@
     {
       "id": "research-engineer",
       "name": "research-engineer",
-      "description": "",
+      "description": "Research Engineer",
       "category": "general",
       "tags": [
         "research"
@@ -22750,7 +22720,7 @@
     {
       "id": "risk-modeling",
       "name": "risk-modeling",
-      "description": "",
+      "description": "Risk Modeling",
       "category": "security",
       "tags": [
         "risk",
@@ -22961,7 +22931,7 @@
     {
       "id": "rust-security-auditor",
       "name": "rust-security-auditor",
-      "description": "",
+      "description": "Rust Security Auditor",
       "category": "security",
       "tags": [
         "rust",
@@ -23174,7 +23144,7 @@
     {
       "id": "scanpy",
       "name": "scanpy",
-      "description": "Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA-seq analysis with established workflows. For deep learning models use scvi-tools; for data format questions use anndata.",
+      "description": "Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA-seq analysis with established workflows. For...",
       "category": "infrastructure",
       "tags": [
         "scanpy"
@@ -23223,7 +23193,7 @@
     {
       "id": "scientific-writing",
       "name": "scientific-writing",
-      "description": "Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), for research papers and journal submissions.",
+      "description": "Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRAD...",
       "category": "workflow",
       "tags": [
         "scientific",
@@ -23248,7 +23218,7 @@
     {
       "id": "scikit-learn",
       "name": "scikit-learn",
-      "description": "Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or building ML pipelines. Provides comprehensive reference documentation for algorithms, preprocessing techniques, pipelines, and best practices.",
+      "description": "Machine learning in Python with scikit-learn. Use for classification, regression, clustering, model evaluation, and ML pipelines.",
       "category": "data-ai",
       "tags": [
         "scikit",
@@ -23260,20 +23230,20 @@
         "machine",
         "learning",
         "python",
-        "working",
-        "supervised",
         "classification",
         "regression",
-        "unsupervised",
         "clustering",
-        "dimensionality"
+        "model",
+        "evaluation",
+        "ml",
+        "pipelines"
       ],
       "path": "skills/scikit-learn/SKILL.md"
     },
     {
       "id": "scipy",
       "name": "scipy",
-      "description": "",
+      "description": "Scipy",
       "category": "general",
       "tags": [
         "scipy"
@@ -23360,7 +23330,7 @@
     {
       "id": "seaborn",
       "name": "seaborn",
-      "description": "Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly; for publication styling use scientific-visualization.",
+      "description": "Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly;...",
       "category": "general",
       "tags": [
         "seaborn"
@@ -23469,7 +23439,7 @@
     {
       "id": "security-bluebook-builder",
       "name": "security-bluebook-builder",
-      "description": "Create or refine a concise, normative security policy (\"Blue Book\") for sensitive applications. Use when users need a threat model, data classification rules, auth/session policy, logging and audit requirements, retention/deletion expectations, incident response, or security gates for apps handling PII/PHI/financial data.",
+      "description": "Create or refine a concise, normative security policy (\"Blue Book\") for sensitive applications. Use when users need a threat model, data classification rules, auth/session policy, logging and audit requirements, retention/deletion expectations, incident response, or security...",
       "category": "security",
       "tags": [
         "security",
@@ -23623,7 +23593,7 @@
     {
       "id": "security-skill-creator",
       "name": "security-skill-creator",
-      "description": "",
+      "description": "Security Skill Creator",
       "category": "security",
       "tags": [
         "security",
@@ -24362,7 +24332,7 @@
     {
       "id": "sexual-health-analyzer",
       "name": "sexual-health-analyzer",
-      "description": "",
+      "description": "Sexual Health Analyzer",
       "category": "general",
       "tags": [
         "sexual",
@@ -24405,25 +24375,15 @@
     {
       "id": "sharp-edges",
       "name": "sharp-edges",
-      "description": "Identifies error-prone APIs, dangerous configurations, and footgun designs that enable security mistakes. Use when reviewing API designs, configuration schemas, cryptographic library ergonomics, or evaluating whether code follows 'secure by default' and 'pit of success' principles. Triggers: footgun, misuse-resistant, secure defaults, API usability, dangerous configuration.",
-      "category": "security",
+      "description": "sharp-edges",
+      "category": "general",
       "tags": [
         "sharp",
         "edges"
       ],
       "triggers": [
         "sharp",
-        "edges",
-        "identifies",
-        "error",
-        "prone",
-        "apis",
-        "dangerous",
-        "configurations",
-        "footgun",
-        "designs",
-        "enable",
-        "security"
+        "edges"
       ],
       "path": "skills/sharp-edges/SKILL.md"
     },
@@ -24681,7 +24641,7 @@
     {
       "id": "skill-improver",
       "name": "skill-improver",
-      "description": "Iteratively reviews and fixes Claude Code skill quality issues until they meet standards. Runs automated fix-review cycles using the skill-reviewer agent. Use to fix skill quality issues, improve skill descriptions, run automated skill review loops, or iteratively refine a skill. Triggers on 'fix my skill', 'improve skill quality', 'skill improvement loop'. NOT for one-time reviews—use /skill-reviewer directly.",
+      "description": "Iteratively reviews and fixes Claude Code skill quality issues until they meet standards. Runs automated fix-review cycles using the skill-reviewer agent. Use to fix skill quality issues, improve skill descriptions, run automated skill review loops, or iteratively refine a...",
       "category": "general",
       "tags": [
         "skill",
@@ -24752,7 +24712,7 @@
     {
       "id": "skill-scanner",
       "name": "skill-scanner",
-      "description": "Scan agent skills for security issues. Use when asked to \"scan a skill\", \"audit a skill\", \"review skill security\", \"check skill for injection\", \"validate SKILL.md\", or assess whether an agent skill is safe to install. Checks for prompt injection, malicious scripts, excessive permissions, secret exposure, and supply chain risks.",
+      "description": "Scan agent skills for security issues. Use when asked to \"scan a skill\", \"audit a skill\", \"review skill security\", \"check skill for injection\", \"validate SKILL.md\", or assess whether an agent skill is safe to install. Checks for prompt injection, malicious scripts,...",
       "category": "security",
       "tags": [
         "skill",
@@ -24802,7 +24762,7 @@
     {
       "id": "skill-writer",
       "name": "skill-writer",
-      "description": "Create, synthesize, and iteratively improve agent skills following the Agent Skills specification. Use when asked to \"create a skill\", \"write a skill\", \"synthesize sources into a skill\", \"improve a skill from positive/negative examples\", \"update a skill\", or \"maintain skill docs and registration\". Handles source capture, depth gates, authoring, registration, and validation.",
+      "description": "Create and improve agent skills following the Agent Skills specification. Use when asked to create, write, or update skills.",
       "category": "general",
       "tags": [
         "skill",
@@ -24811,8 +24771,6 @@
       "triggers": [
         "skill",
         "writer",
-        "synthesize",
-        "iteratively",
         "improve",
         "agent",
         "skills",
@@ -24820,15 +24778,15 @@
         "specification",
         "asked",
         "write",
-        "sources"
+        "update"
       ],
       "path": "skills/skill-writer/SKILL.md"
     },
     {
       "id": "skin-health-analyzer",
       "name": "skin-health-analyzer",
-      "description": "分析皮肤健康数据、识别皮肤问题模式、评估皮肤健康状况、提供个性化皮肤健康建议。支持与营养、慢性病、用药等其他健康数据的关联分析。",
-      "category": "general",
+      "description": "Analyze skin health data, identify skin problem patterns, assess skin health status. Supports correlation analysis with nutrition, chronic diseases, and medication data.",
+      "category": "data-ai",
       "tags": [
         "skin",
         "health",
@@ -24837,7 +24795,16 @@
       "triggers": [
         "skin",
         "health",
-        "analyzer"
+        "analyzer",
+        "analyze",
+        "data",
+        "identify",
+        "problem",
+        "assess",
+        "status",
+        "supports",
+        "correlation",
+        "analysis"
       ],
       "path": "skills/skin-health-analyzer/SKILL.md"
     },
@@ -25111,7 +25078,7 @@
     {
       "id": "speckit-updater",
       "name": "speckit-updater",
-      "description": "",
+      "description": "SpecKit Safe Update",
       "category": "general",
       "tags": [
         "speckit",
@@ -25119,7 +25086,9 @@
       ],
       "triggers": [
         "speckit",
-        "updater"
+        "updater",
+        "safe",
+        "update"
       ],
       "path": "skills/speckit-updater/SKILL.md"
     },
@@ -25498,7 +25467,7 @@
     {
       "id": "static-analysis",
       "name": "static-analysis",
-      "description": "",
+      "description": "Static Analysis",
       "category": "general",
       "tags": [
         "static"
@@ -25512,7 +25481,7 @@
     {
       "id": "statsmodels",
       "name": "statsmodels",
-      "description": "Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. For guided statistical test selection with APA reporting use statistical-analysis.",
+      "description": "Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. For...",
       "category": "development",
       "tags": [
         "statsmodels"
@@ -25771,7 +25740,7 @@
     {
       "id": "sympy",
       "name": "sympy",
-      "description": "Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, performing calculus operations (derivatives, integrals, limits), manipulating algebraic expressions, working with matrices symbolically, physics calculations, number theory problems, geometry computations, and generating executable code from mathematical expressions. Apply this skill when the user needs exact symbolic results rather than numerical approximations, or when working with mathematical formulas that contain variables and parameters.",
+      "description": "Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, performing calculus operations (derivatives, integrals, limits), manipulating algebraic expressions, working...",
       "category": "development",
       "tags": [
         "sympy"
@@ -26464,7 +26433,7 @@
     {
       "id": "testing-handbook-skills",
       "name": "testing-handbook-skills",
-      "description": "",
+      "description": "Testing Handbook Skills",
       "category": "testing",
       "tags": [
         "handbook",
@@ -27323,7 +27292,7 @@
     {
       "id": "umap",
       "name": "umap",
-      "description": "",
+      "description": "Umap",
       "category": "general",
       "tags": [
         "umap"
@@ -27626,7 +27595,7 @@
     {
       "id": "varlock",
       "name": "varlock",
-      "description": "Secure environment variable management with Varlock. Use when handling secrets, API keys, credentials, or any sensitive configuration. Ensures secrets are never exposed in terminals, logs, traces, or Claude's context. Trigger phrases include \"environment variables\", \"secrets\", \".env\", \"API key\", \"credentials\", \"sensitive\", \"Varlock\".",
+      "description": "Secure environment variable management with Varlock. Use when handling secrets, API keys, credentials, or any sensitive configuration. Ensures secrets are never exposed in terminals, logs, traces, or Claude's context. Trigger phrases include \"environment variables\",...",
       "category": "security",
       "tags": [
         "varlock"
@@ -27751,7 +27720,7 @@
     {
       "id": "vercel-deploy-claimable",
       "name": "vercel-deploy-claimable",
-      "description": "",
+      "description": "Vercel Deploy Claimable",
       "category": "general",
       "tags": [
         "vercel",
@@ -28293,7 +28262,7 @@
     {
       "id": "wellally-tech",
       "name": "wellally-tech",
-      "description": "Integrate digital health data sources (Apple Health, Fitbit, Oura Ring) and connect to WellAlly.tech knowledge base. Import external health device data, standardize to local format, and recommend relevant WellAlly.tech knowledge base articles based on health data. Support generic CSV/JSON import, provide intelligent article recommendations, and help users better manage personal health data.",
+      "description": "Integrate digital health data sources (Apple Health, Fitbit, Oura Ring) and connect to WellAlly.tech knowledge base. Import external health device data, standardize to local format, and recommend relevant WellAlly.tech knowledge base articles based on health data. Support...",
       "category": "data-ai",
       "tags": [
         "wellally",
@@ -28755,7 +28724,7 @@
     {
       "id": "workflow-skill-design",
       "name": "workflow-skill-design",
-      "description": "",
+      "description": "Workflow Skill Design",
       "category": "workflow",
       "tags": [
         "skill"
@@ -28939,7 +28908,7 @@
     {
       "id": "yara-authoring",
       "name": "yara-authoring",
-      "description": "",
+      "description": "Yara Authoring",
       "category": "general",
       "tags": [
         "yara",
diff --git a/skills_index.json b/skills_index.json
index 4662dee3..f9d52611 100644
--- a/skills_index.json
+++ b/skills_index.json
@@ -109,6 +109,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "advanced-evaluation",
+    "path": "skills/advanced-evaluation",
+    "category": "uncategorized",
+    "name": "advanced-evaluation",
+    "description": "This skill should be used when the user asks to \"implement LLM-as-judge\", \"compare model outputs\", \"create evaluation rubrics\", \"mitigate evaluation bias\", or mentions direct scoring, pairwise comparison, position bias, evaluation pipelines, or automated quality assessment.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "agent-evaluation",
     "path": "skills/agent-evaluation",
@@ -199,6 +209,16 @@
     "source": "agentfolio.io",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "agentic-actions-auditor",
+    "path": "skills/agentic-actions-auditor",
+    "category": "uncategorized",
+    "name": "agentic-actions-auditor",
+    "description": "Audits GitHub Actions workflows for security vulnerabilities in AI agent integrations including Claude Code Action, Gemini CLI, OpenAI Codex, and GitHub AI Inference. Detects attack vectors where attacker-controlled input reaches AI agents running in CI/CD pipelines,...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "agentmail",
     "path": "skills/agentmail",
@@ -209,6 +229,16 @@
     "source": "community",
     "date_added": null
   },
+  {
+    "id": "agents-md",
+    "path": "skills/agents-md",
+    "category": "uncategorized",
+    "name": "agents-md",
+    "description": "This skill should be used when the user asks to \"create AGENTS.md\", \"update AGENTS.md\", \"maintain agent docs\", \"set up CLAUDE.md\", or needs to keep agent instructions concise. Enforces research-backed best practices for minimal, high-signal agent documentation.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "agents-v2-py",
     "path": "skills/agents-v2-py",
@@ -239,6 +269,16 @@
     "source": "vibeship-spawner-skills (Apache 2.0)",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "ai-analyzer",
+    "path": "skills/ai-analyzer",
+    "category": "uncategorized",
+    "name": "ai-analyzer",
+    "description": "AI\u9a71\u52a8\u7684\u7efc\u5408\u5065\u5eb7\u5206\u6790\u7cfb\u7edf\uff0c\u6574\u5408\u591a\u7ef4\u5ea6\u5065\u5eb7\u6570\u636e\u3001\u8bc6\u522b\u5f02\u5e38\u6a21\u5f0f\u3001\u9884\u6d4b\u5065\u5eb7\u98ce\u9669\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u5efa\u8bae\u3002\u652f\u6301\u667a\u80fd\u95ee\u7b54\u548cAI\u5065\u5eb7\u62a5\u544a\u751f\u6210\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "ai-engineer",
     "path": "skills/ai-engineer",
@@ -319,6 +359,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "alpha-vantage",
+    "path": "skills/alpha-vantage",
+    "category": "uncategorized",
+    "name": "alpha-vantage",
+    "description": "Access real-time and historical stock market data, forex rates, cryptocurrency prices, commodities, economic indicators, and 50+ technical indicators via the Alpha Vantage API. Use when fetching stock prices (OHLCV), company fundamentals (income statement, balance sheet, cash...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "amplitude-automation",
     "path": "skills/amplitude-automation",
@@ -749,6 +799,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "ask-questions-if-underspecified",
+    "path": "skills/ask-questions-if-underspecified",
+    "category": "uncategorized",
+    "name": "ask-questions-if-underspecified",
+    "description": "Clarify requirements before implementing. Use when serious doubts arise.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "astropy",
+    "path": "skills/astropy",
+    "category": "uncategorized",
+    "name": "astropy",
+    "description": "Comprehensive Python library for astronomy and astrophysics. This skill should be used when working with astronomical data including celestial coordinates, physical units, FITS files, cosmological calculations, time systems, tables, world coordinate systems (WCS), and...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "async-python-patterns",
     "path": "skills/async-python-patterns",
@@ -779,6 +849,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "audit-context-building",
+    "path": "skills/audit-context-building",
+    "category": "uncategorized",
+    "name": "audit-context-building",
+    "description": "Enables ultra-granular, line-by-line code analysis to build deep architectural context before vulnerability or bug finding.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "auth-implementation-patterns",
     "path": "skills/auth-implementation-patterns",
@@ -794,10 +874,10 @@
     "path": "skills/automate-whatsapp",
     "category": "uncategorized",
     "name": "automate-whatsapp",
-    "description": "Build WhatsApp automations with Kapso workflows: configure WhatsApp triggers, edit workflow graphs, manage executions, deploy functions, and use databases/integrations for state. Use when automatin...",
-    "risk": "safe",
-    "source": "https://github.com/gokapso/agent-skills/tree/master/skills/automate-whatsapp",
-    "date_added": "2026-02-27"
+    "description": "Automate Whatsapp",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "autonomous-agent-patterns",
@@ -849,6 +929,36 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "aws-agentic-ai",
+    "path": "skills/aws-agentic-ai",
+    "category": "uncategorized",
+    "name": "aws-agentic-ai",
+    "description": "Aws Agentic Ai",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "aws-cdk-development",
+    "path": "skills/aws-cdk-development",
+    "category": "uncategorized",
+    "name": "aws-cdk-development",
+    "description": "Aws Cdk Development",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "aws-common",
+    "path": "skills/aws-common",
+    "category": "uncategorized",
+    "name": "aws-common",
+    "description": "Aws Common",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "aws-compliance-checker",
     "path": "skills/security/aws-compliance-checker",
@@ -869,6 +979,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "aws-cost-ops",
+    "path": "skills/aws-cost-ops",
+    "category": "uncategorized",
+    "name": "aws-cost-ops",
+    "description": "Aws Cost Ops",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "aws-cost-optimizer",
     "path": "skills/aws-cost-optimizer",
@@ -889,6 +1009,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "aws-mcp-setup",
+    "path": "skills/aws-mcp-setup",
+    "category": "uncategorized",
+    "name": "aws-mcp-setup",
+    "description": "Aws Mcp Setup",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "aws-penetration-testing",
     "path": "skills/aws-penetration-testing",
@@ -929,6 +1059,16 @@
     "source": "vibeship-spawner-skills (Apache 2.0)",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "aws-serverless-eda",
+    "path": "skills/aws-serverless-eda",
+    "category": "uncategorized",
+    "name": "aws-serverless-eda",
+    "description": "Aws Serverless Eda",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "aws-skills",
     "path": "skills/aws-skills",
@@ -2189,6 +2329,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "baseline-ui",
+    "path": "skills/baseline-ui",
+    "category": "uncategorized",
+    "name": "baseline-ui",
+    "description": "Validates animation durations, enforces typography scale, checks component accessibility, and prevents layout anti-patterns in Tailwind CSS projects. Use when building UI components, reviewing CSS utilities, styling React views, or enforcing design consistency.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "bash-defensive-patterns",
     "path": "skills/bash-defensive-patterns",
@@ -2249,15 +2399,25 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "bdi-mental-states",
+    "path": "skills/bdi-mental-states",
+    "category": "uncategorized",
+    "name": "bdi-mental-states",
+    "description": "This skill should be used when the user asks to \"model agent mental states\", \"implement BDI architecture\", \"create belief-desire-intention models\", \"transform RDF to beliefs\", \"build cognitive agent\", or mentions BDI ontology, mental state modeling, rational agency, or neuro-symbolic AI integration.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "beautiful-prose",
     "path": "skills/beautiful-prose",
     "category": "uncategorized",
     "name": "beautiful-prose",
-    "description": "Hard-edged writing style contract for timeless, forceful English prose without AI tics",
-    "risk": "safe",
-    "source": "https://github.com/SHADOWPR0/beautiful_prose",
-    "date_added": "2026-02-27"
+    "description": "A hard-edged writing style contract for timeless, forceful English prose without modern AI tics. Use when users ask for prose or rewrites that must be clean, exact, concrete, and free of AI cadence, filler, or therapeutic tone.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "behavioral-modes",
@@ -2299,6 +2459,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "biopython",
+    "path": "skills/biopython",
+    "category": "uncategorized",
+    "name": "biopython",
+    "description": "Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation. For quick lookups use gget;...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "bitbucket-automation",
     "path": "skills/bitbucket-automation",
@@ -2329,6 +2499,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "blog-writing-guide",
+    "path": "skills/blog-writing-guide",
+    "category": "uncategorized",
+    "name": "blog-writing-guide",
+    "description": "Write, review, and improve blog posts for the Sentry engineering blog following Sentry's specific writing standards, voice, and quality bar. Use this skill whenever someone asks to write a blog post, draft a technical article, review blog content, improve a draft, write a...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "box-automation",
     "path": "skills/box-automation",
@@ -2349,6 +2529,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "brand-guidelines",
+    "path": "skills/brand-guidelines",
+    "category": "uncategorized",
+    "name": "brand-guidelines",
+    "description": "Write copy following Sentry brand guidelines. Use when writing UI text, error messages, empty states, onboarding flows, 404 pages, documentation, marketing copy, or any user-facing content. Covers both Plain Speech (default) and Sentry Voice tones.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "brand-guidelines-anthropic",
     "path": "skills/brand-guidelines-anthropic",
@@ -2419,6 +2609,36 @@
     "source": "community",
     "date_added": "2026-03-05"
   },
+  {
+    "id": "build",
+    "path": "skills/build",
+    "category": "uncategorized",
+    "name": "build",
+    "description": "build",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "building-native-ui",
+    "path": "skills/building-native-ui",
+    "category": "uncategorized",
+    "name": "building-native-ui",
+    "description": "Complete guide for building beautiful apps with Expo Router. Covers fundamentals, styling, components, navigation, animations, patterns, and native tabs.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "building-secure-contracts",
+    "path": "skills/building-secure-contracts",
+    "category": "uncategorized",
+    "name": "building-secure-contracts",
+    "description": "Building Secure Contracts",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "bullmq-specialist",
     "path": "skills/bullmq-specialist",
@@ -2449,6 +2669,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "burpsuite-project-parser",
+    "path": "skills/burpsuite-project-parser",
+    "category": "uncategorized",
+    "name": "burpsuite-project-parser",
+    "description": "Searches and explores Burp Suite project files (.burp) from the command line. Use when searching response headers or bodies with regex patterns, extracting security audit findings, dumping proxy history or site map data, or analyzing HTTP traffic captured in a Burp project.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "business-analyst",
     "path": "skills/business-analyst",
@@ -2689,6 +2919,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "chat-widget",
+    "path": "skills/chat-widget",
+    "category": "uncategorized",
+    "name": "chat-widget",
+    "description": "Build a real-time support chat system with a floating widget for users and an admin dashboard for support staff. Use when the user wants live chat, customer support chat, real-time messaging, or in-app support.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "chrome-extension-developer",
     "path": "skills/chrome-extension-developer",
@@ -2719,15 +2959,45 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "cirq",
+    "path": "skills/cirq",
+    "category": "uncategorized",
+    "name": "cirq",
+    "description": "Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For IBM hardware use qiskit; for quantum...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "citation-management",
+    "path": "skills/citation-management",
+    "category": "uncategorized",
+    "name": "citation-management",
+    "description": "Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find papers, verify citation...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "claimable-postgres",
+    "path": "skills/claimable-postgres",
+    "category": "uncategorized",
+    "name": "claimable-postgres",
+    "description": "Provision instant temporary Postgres databases via Claimable Postgres by Neon (pg.new). No login or credit card required. Use for quick Postgres environments and throwaway DATABASE_URL for prototyping.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "clarity-gate",
     "path": "skills/clarity-gate",
     "category": "uncategorized",
     "name": "clarity-gate",
-    "description": "Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow",
-    "risk": "safe",
-    "source": "https://github.com/frmoretto/clarity-gate",
-    "date_added": "2026-02-27"
+    "description": "Pre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clarity-Gated Documents) and validates SOT (Source of Truth) files.\n",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "claude-ally-health",
@@ -2759,6 +3029,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "claude-in-chrome-troubleshooting",
+    "path": "skills/claude-in-chrome-troubleshooting",
+    "category": "uncategorized",
+    "name": "claude-in-chrome-troubleshooting",
+    "description": "Diagnose and fix Claude in Chrome MCP extension connectivity issues. Use when mcp__claude-in-chrome__* tools fail, return \"Browser extension is not connected\", or behave erratically.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "claude-scientific-skills",
     "path": "skills/claude-scientific-skills",
@@ -2769,6 +3049,16 @@
     "source": "https://github.com/K-Dense-AI/claude-scientific-skills",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "claude-settings-audit",
+    "path": "skills/claude-settings-audit",
+    "category": "uncategorized",
+    "name": "claude-settings-audit",
+    "description": "Analyze a repository to generate recommended Claude Code settings.json permissions. Use when setting up a new project, auditing existing settings, or determining which read-only bash commands to allow. Detects tech stack, build tools, and monorepo structure.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "claude-speed-reader",
     "path": "skills/claude-speed-reader",
@@ -2979,6 +3269,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "code-simplifier",
+    "path": "skills/code-simplifier",
+    "category": "uncategorized",
+    "name": "code-simplifier",
+    "description": "Simplifies and refines code for clarity, consistency, and maintainability while preserving all functionality. Use when asked to \"simplify code\", \"clean up code\", \"refactor for clarity\", \"improve readability\", or review recently modified code for elegance. Focuses on project-specific best practices.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "codebase-audit-pre-push",
     "path": "skills/codebase-audit-pre-push",
@@ -3034,10 +3334,10 @@
     "path": "skills/commit",
     "category": "uncategorized",
     "name": "commit",
-    "description": "Create commit messages following Sentry conventions. Use when committing code changes, writing commit messages, or formatting git history. Follows conventional commits with Sentry-specific issue re...",
-    "risk": "safe",
-    "source": "https://github.com/getsentry/skills/tree/main/plugins/sentry-skills/skills/commit",
-    "date_added": "2026-02-27"
+    "description": "ALWAYS use this skill when committing code changes \u2014 never commit directly without it. Creates commits following Sentry conventions with proper conventional commit format and issue references. Trigger on any commit, git commit, save changes, or commit message task.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "competitive-landscape",
@@ -3154,10 +3454,10 @@
     "path": "skills/conductor-setup",
     "category": "uncategorized",
     "name": "conductor-setup",
-    "description": "Initialize project with Conductor artifacts (product definition,\ntech stack, workflow, style guides)\n",
+    "description": "Configure a Rails project to work with Conductor (parallel coding agents)",
     "risk": "unknown",
-    "source": "community",
-    "date_added": "2026-02-27"
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "conductor-status",
@@ -3189,6 +3489,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "constant-time-analysis",
+    "path": "skills/constant-time-analysis",
+    "category": "uncategorized",
+    "name": "constant-time-analysis",
+    "description": "Detects timing side-channel vulnerabilities in cryptographic code. Use when implementing or reviewing crypto code, encountering division on secrets, secret-dependent branches, or constant-time programming questions in C, C++, Go, Rust, Swift, Java, Kotlin, C#, PHP,...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "content-creator",
     "path": "skills/content-creator",
@@ -3214,20 +3524,20 @@
     "path": "skills/context-compression",
     "category": "uncategorized",
     "name": "context-compression",
-    "description": "Design and evaluate compression strategies for long-running sessions",
-    "risk": "safe",
-    "source": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-compression",
-    "date_added": "2026-02-27"
+    "description": "This skill should be used when the user asks to \"compress context\", \"summarize conversation history\", \"implement compaction\", \"reduce token usage\", or mentions context compression, structured summarization, tokens-per-task optimization, or long-running agent sessions...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "context-degradation",
     "path": "skills/context-degradation",
     "category": "uncategorized",
     "name": "context-degradation",
-    "description": "Recognize patterns of context failure: lost-in-middle, poisoning, distraction, and clash",
-    "risk": "safe",
-    "source": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-degradation",
-    "date_added": "2026-02-27"
+    "description": "This skill should be used when the user asks to \"diagnose context problems\", \"fix lost-in-middle issues\", \"debug agent failures\", \"understand context poisoning\", or mentions context degradation, attention patterns, context clash, context confusion, or agent performance...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "context-driven-development",
@@ -3244,10 +3554,10 @@
     "path": "skills/context-fundamentals",
     "category": "uncategorized",
     "name": "context-fundamentals",
-    "description": "Understand what context is, why it matters, and the anatomy of context in agent systems",
-    "risk": "safe",
-    "source": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-fundamentals",
-    "date_added": "2026-02-27"
+    "description": "This skill should be used when the user asks to \"understand context\", \"explain context windows\", \"design agent architecture\", \"debug context issues\", \"optimize context usage\", or discusses context components, attention mechanics, progressive disclosure, or context budgeting....",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "context-management-context-restore",
@@ -3284,10 +3594,10 @@
     "path": "skills/context-optimization",
     "category": "uncategorized",
     "name": "context-optimization",
-    "description": "Apply compaction, masking, and caching strategies",
-    "risk": "safe",
-    "source": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/context-optimization",
-    "date_added": "2026-02-27"
+    "description": "This skill should be used when the user asks to \"optimize context\", \"reduce token costs\", \"improve context efficiency\", \"implement KV-cache optimization\", \"partition context\", or mentions context limits, observation masking, context budgeting, or extending effective context...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "context-window-management",
@@ -3409,15 +3719,25 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "create-branch",
+    "path": "skills/create-branch",
+    "category": "uncategorized",
+    "name": "create-branch",
+    "description": "Create a git branch following Sentry naming conventions. Use when asked to \"create a branch\", \"new branch\", \"start a branch\", \"make a branch\", \"switch to a new branch\", or when starting new work on the default branch.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "create-pr",
     "path": "skills/create-pr",
     "category": "uncategorized",
     "name": "create-pr",
-    "description": "Create pull requests following Sentry conventions. Use when opening PRs, writing PR descriptions, or preparing changes for review. Follows Sentry's code review guidelines.",
-    "risk": "safe",
-    "source": "https://github.com/getsentry/skills/tree/main/plugins/sentry-skills/skills/create-pr",
-    "date_added": "2026-02-27"
+    "description": "Alias for sentry-skills:pr-writer. Use when users explicitly ask for \"create-pr\" or reference the legacy skill name. Redirects to the canonical PR writing workflow.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "crewai",
@@ -3454,10 +3774,10 @@
     "path": "skills/culture-index",
     "category": "uncategorized",
     "name": "culture-index",
-    "description": "Index and search culture documentation",
-    "risk": "safe",
-    "source": "https://github.com/trailofbits/skills/tree/main/plugins/culture-index",
-    "date_added": "2026-02-27"
+    "description": "Culture Index",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "customer-support",
@@ -3559,6 +3879,16 @@
     "source": "https://github.com/k-kolomeitsev/data-structure-protocol",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "data-visualization",
+    "path": "skills/data-visualization",
+    "category": "uncategorized",
+    "name": "data-visualization",
+    "description": "Data Visualization",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "database",
     "path": "skills/database",
@@ -3729,6 +4059,16 @@
     "source": "self",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "debug-buttercup",
+    "path": "skills/debug-buttercup",
+    "category": "uncategorized",
+    "name": "debug-buttercup",
+    "description": "Debugs the Buttercup CRS (Cyber Reasoning System) running on Kubernetes. Use when diagnosing pod crashes, restart loops, Redis failures, resource pressure, disk saturation, DinD issues, or any service misbehavior in the crs namespace. Covers triage, log analysis,...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "debugger",
     "path": "skills/debugger",
@@ -3859,6 +4199,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "devcontainer-setup",
+    "path": "skills/devcontainer-setup",
+    "category": "uncategorized",
+    "name": "devcontainer-setup",
+    "description": "Creates devcontainers with Claude Code, language-specific tooling (Python/Node/Rust/Go), and persistent volumes. Use when adding devcontainer support to a project, setting up isolated development environments, or configuring sandboxed Claude Code workspaces.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "development",
     "path": "skills/development",
@@ -3879,6 +4229,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "differential-review",
+    "path": "skills/differential-review",
+    "category": "uncategorized",
+    "name": "differential-review",
+    "description": "Performs security-focused differential review of code changes (PRs, commits, diffs). Adapts analysis depth to codebase size, uses git history for context, calculates blast radius, checks test coverage, and generates comprehensive markdown reports. Automatically...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "discord-automation",
     "path": "skills/discord-automation",
@@ -3929,6 +4289,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "django-access-review",
+    "path": "skills/django-access-review",
+    "category": "uncategorized",
+    "name": "django-access-review",
+    "description": "django-access-review",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "django-perf-review",
+    "path": "skills/django-perf-review",
+    "category": "uncategorized",
+    "name": "django-perf-review",
+    "description": "Django performance code review. Use when asked to \"review Django performance\", \"find N+1 queries\", \"optimize Django\", \"check queryset performance\", \"database performance\", \"Django ORM issues\", or audit Django code for performance problems.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "django-pro",
     "path": "skills/django-pro",
@@ -4089,6 +4469,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "dwarf-expert",
+    "path": "skills/dwarf-expert",
+    "category": "uncategorized",
+    "name": "dwarf-expert",
+    "description": "Provides expertise for analyzing DWARF debug files and understanding the DWARF debug format/standard (v3-v5). Triggers when understanding DWARF information, interacting with DWARF files, answering DWARF-related questions, or working with code that parses DWARF data.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "dx-optimizer",
     "path": "skills/dx-optimizer",
@@ -4159,6 +4549,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "emergency-card",
+    "path": "skills/emergency-card",
+    "category": "uncategorized",
+    "name": "emergency-card",
+    "description": "\u751f\u6210\u7d27\u6025\u60c5\u51b5\u4e0b\u5feb\u901f\u8bbf\u95ee\u7684\u533b\u7597\u4fe1\u606f\u6458\u8981\u5361\u7247\u3002\u5f53\u7528\u6237\u9700\u8981\u65c5\u884c\u3001\u5c31\u8bca\u51c6\u5907\u3001\u7d27\u6025\u60c5\u51b5\u6216\u8be2\u95ee\"\u7d27\u6025\u4fe1\u606f\"\u3001\"\u533b\u7597\u5361\u7247\"\u3001\"\u6025\u6551\u4fe1\u606f\"\u65f6\u4f7f\u7528\u6b64\u6280\u80fd\u3002\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff08\u8fc7\u654f\u3001\u7528\u836f\u3001\u6025\u75c7\u3001\u690d\u5165\u7269\uff09\uff0c\u652f\u6301\u591a\u683c\u5f0f\u8f93\u51fa\uff08JSON\u3001\u6587\u672c\u3001\u4e8c\u7ef4\u7801\uff09\uff0c\u7528\u4e8e\u6025\u6551\u6216\u5feb\u901f\u5c31\u533b\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "employment-contract-templates",
     "path": "skills/employment-contract-templates",
@@ -4179,6 +4579,16 @@
     "source": "https://github.com/ai-evos/agent-skills",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "enhance-prompt",
+    "path": "skills/enhance-prompt",
+    "category": "uncategorized",
+    "name": "enhance-prompt",
+    "description": "Transforms vague UI ideas into polished, Stitch-optimized prompts. Enhances specificity, adds UI/UX keywords, injects design system context, and structures output for better generation results.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "environment-setup-guide",
     "path": "skills/environment-setup-guide",
@@ -4309,6 +4719,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "evolution",
+    "path": "skills/evolution",
+    "category": "uncategorized",
+    "name": "evolution",
+    "description": "CRITICAL: Use for makepad-skills self-evolution and contribution. Triggers on:\nevolve, evolution, contribute, contribution, self-improve, self-improvement,\nadd pattern, new pattern, capture learning, document solution,\nhooks, hook system, auto-trigger, skill...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "exa-search",
     "path": "skills/exa-search",
@@ -4329,6 +4749,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "expo-api-routes",
+    "path": "skills/expo-api-routes",
+    "category": "uncategorized",
+    "name": "expo-api-routes",
+    "description": "Guidelines for creating API routes in Expo Router with EAS Hosting",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "expo-cicd-workflows",
+    "path": "skills/expo-cicd-workflows",
+    "category": "uncategorized",
+    "name": "expo-cicd-workflows",
+    "description": "Helps understand and write EAS workflow YAML files for Expo projects. Use this skill when the user asks about CI/CD or workflows in an Expo or EAS context, mentions .eas/workflows/, or wants help with EAS build pipelines or deployment automation.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "expo-deployment",
     "path": "skills/expo-deployment",
@@ -4339,6 +4779,46 @@
     "source": "https://github.com/expo/skills/tree/main/plugins/expo-deployment",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "expo-dev-client",
+    "path": "skills/expo-dev-client",
+    "category": "uncategorized",
+    "name": "expo-dev-client",
+    "description": "Build and distribute Expo development clients locally or via TestFlight",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "expo-tailwind-setup",
+    "path": "skills/expo-tailwind-setup",
+    "category": "uncategorized",
+    "name": "expo-tailwind-setup",
+    "description": "Set up Tailwind CSS v4 in Expo with react-native-css and NativeWind v5 for universal styling",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "expo-ui-jetpack-compose",
+    "path": "skills/expo-ui-jetpack-compose",
+    "category": "uncategorized",
+    "name": "expo-ui-jetpack-compose",
+    "description": "expo-ui-jetpack-compose",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "expo-ui-swift-ui",
+    "path": "skills/expo-ui-swift-ui",
+    "category": "uncategorized",
+    "name": "expo-ui-swift-ui",
+    "description": "expo-ui-swift-ui",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "fal-audio",
     "path": "skills/fal-audio",
@@ -4399,6 +4879,16 @@
     "source": "https://github.com/fal-ai-community/skills/blob/main/skills/claude.ai/fal-workflow/SKILL.md",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "family-health-analyzer",
+    "path": "skills/family-health-analyzer",
+    "category": "uncategorized",
+    "name": "family-health-analyzer",
+    "description": "\u5206\u6790\u5bb6\u65cf\u75c5\u53f2\u3001\u8bc4\u4f30\u9057\u4f20\u98ce\u9669\u3001\u8bc6\u522b\u5bb6\u5ead\u5065\u5eb7\u6a21\u5f0f\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u9884\u9632\u5efa\u8bae",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "fastapi-pro",
     "path": "skills/fastapi-pro",
@@ -4429,6 +4919,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "favicon",
+    "path": "skills/favicon",
+    "category": "uncategorized",
+    "name": "favicon",
+    "description": "Generate favicons from a source image",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "fda-food-safety-auditor",
     "path": "skills/fda-food-safety-auditor",
@@ -4459,6 +4959,16 @@
     "source": "https://github.com/jthack/ffuf_claude_skill",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "ffuf-web-fuzzing",
+    "path": "skills/ffuf-web-fuzzing",
+    "category": "uncategorized",
+    "name": "ffuf-web-fuzzing",
+    "description": "Expert guidance for ffuf web fuzzing during penetration testing, including authenticated fuzzing with raw requests, auto-calibration, and result analysis",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "figma-automation",
     "path": "skills/figma-automation",
@@ -4499,15 +5009,25 @@
     "source": "vibeship-spawner-skills (Apache 2.0)",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "filesystem-context",
+    "path": "skills/filesystem-context",
+    "category": "uncategorized",
+    "name": "filesystem-context",
+    "description": "Use for file-based context management, dynamic context discovery, and reducing context window bloat. Offload context to files for just-in-time loading.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "find-bugs",
     "path": "skills/find-bugs",
     "category": "uncategorized",
     "name": "find-bugs",
     "description": "Find bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or audit code on the current branch.",
-    "risk": "safe",
-    "source": "https://github.com/getsentry/skills/tree/main/plugins/sentry-skills/skills/find-bugs",
-    "date_added": "2026-02-27"
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "finishing-a-development-branch",
@@ -4549,6 +5069,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "fitness-analyzer",
+    "path": "skills/fitness-analyzer",
+    "category": "uncategorized",
+    "name": "fitness-analyzer",
+    "description": "\u5206\u6790\u8fd0\u52a8\u6570\u636e\u3001\u8bc6\u522b\u8fd0\u52a8\u6a21\u5f0f\u3001\u8bc4\u4f30\u5065\u8eab\u8fdb\u5c55\uff0c\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u8bad\u7ec3\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u6162\u6027\u75c5\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "fix-review",
     "path": "skills/fix-review",
@@ -4559,6 +5089,36 @@
     "source": "https://github.com/trailofbits/skills/tree/main/plugins/fix-review",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "fixing-accessibility",
+    "path": "skills/fixing-accessibility",
+    "category": "uncategorized",
+    "name": "fixing-accessibility",
+    "description": "Audit and fix HTML accessibility issues including ARIA labels, keyboard navigation, focus management, color contrast, and form errors. Use when adding interactive controls, forms, dialogs, or reviewing WCAG compliance.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fixing-metadata",
+    "path": "skills/fixing-metadata",
+    "category": "uncategorized",
+    "name": "fixing-metadata",
+    "description": "Audit and fix HTML metadata including page titles, meta descriptions, canonical URLs, Open Graph tags, Twitter cards, favicons, JSON-LD structured data, and robots directives. Use when adding SEO metadata, fixing social share previews, reviewing Open Graph tags,...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fixing-motion-performance",
+    "path": "skills/fixing-motion-performance",
+    "category": "uncategorized",
+    "name": "fixing-motion-performance",
+    "description": "Audit and fix animation performance issues including layout thrashing, compositor properties, scroll-linked motion, and blur effects. Use when animations stutter, transitions jank, or reviewing CSS/JS animation performance.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "flutter-expert",
     "path": "skills/flutter-expert",
@@ -4569,6 +5129,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "food-database-query",
+    "path": "skills/food-database-query",
+    "category": "uncategorized",
+    "name": "food-database-query",
+    "description": "Food Database Query",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "form-cro",
     "path": "skills/form-cro",
@@ -4579,6 +5149,116 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "fp-async",
+    "path": "skills/fp-async",
+    "category": "uncategorized",
+    "name": "fp-async",
+    "description": "Practical async patterns using TaskEither - clean pipelines instead of try/catch hell, with real API examples",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-backend",
+    "path": "skills/fp-backend",
+    "category": "uncategorized",
+    "name": "fp-backend",
+    "description": "Functional programming patterns for Node.js/Deno backend development using fp-ts, ReaderTaskEither, and functional dependency injection",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-data-transforms",
+    "path": "skills/fp-data-transforms",
+    "category": "uncategorized",
+    "name": "fp-data-transforms",
+    "description": "Everyday data transformations using functional patterns - arrays, objects, grouping, aggregation, and null-safe access",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-either-ref",
+    "path": "skills/fp-either-ref",
+    "category": "uncategorized",
+    "name": "fp-either-ref",
+    "description": "Quick reference for Either type. Use when user needs error handling, validation, or operations that can fail with typed errors.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-errors",
+    "path": "skills/fp-errors",
+    "category": "uncategorized",
+    "name": "fp-errors",
+    "description": "Stop throwing everywhere - handle errors as values using Either and TaskEither for cleaner, more predictable code",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-option-ref",
+    "path": "skills/fp-option-ref",
+    "category": "uncategorized",
+    "name": "fp-option-ref",
+    "description": "Quick reference for Option type. Use when user needs to handle nullable values, optional data, or wants to avoid null checks.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-pipe-ref",
+    "path": "skills/fp-pipe-ref",
+    "category": "uncategorized",
+    "name": "fp-pipe-ref",
+    "description": "Quick reference for pipe and flow. Use when user needs to chain functions, compose operations, or build data pipelines in fp-ts.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-pragmatic",
+    "path": "skills/fp-pragmatic",
+    "category": "uncategorized",
+    "name": "fp-pragmatic",
+    "description": "A practical, jargon-free guide to functional programming - the 80/20 approach that gets results without the academic overhead",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-react",
+    "path": "skills/fp-react",
+    "category": "uncategorized",
+    "name": "fp-react",
+    "description": "Practical patterns for using fp-ts with React - hooks, state, forms, data fetching. Works with React 18/19, Next.js 14/15.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-refactor",
+    "path": "skills/fp-refactor",
+    "category": "uncategorized",
+    "name": "fp-refactor",
+    "description": "Comprehensive guide for refactoring imperative TypeScript code to fp-ts functional patterns",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "fp-taskeither-ref",
+    "path": "skills/fp-taskeither-ref",
+    "category": "uncategorized",
+    "name": "fp-taskeither-ref",
+    "description": "Quick reference for TaskEither. Use when user needs async error handling, API calls, or Promise-based operations that can fail.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "fp-ts-errors",
     "path": "skills/fp-ts-errors",
@@ -4609,6 +5289,16 @@
     "source": "https://github.com/whatiskadudoing/fp-ts-skills",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "fp-types-ref",
+    "path": "skills/fp-types-ref",
+    "category": "uncategorized",
+    "name": "fp-types-ref",
+    "description": "Quick reference for fp-ts types. Use when user asks which type to use, needs Option/Either/Task decision help, or wants fp-ts imports.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "framework-migration-code-migrate",
     "path": "skills/framework-migration-code-migrate",
@@ -4734,10 +5424,10 @@
     "path": "skills/frontend-slides",
     "category": "uncategorized",
     "name": "frontend-slides",
-    "description": "Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to build a presentation, convert a PPT/PPTX to web, or create slides for a...",
-    "risk": "safe",
-    "source": "https://github.com/zarazhangrui/frontend-slides",
-    "date_added": "2026-02-27"
+    "description": "Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to build a presentation, convert a PPT/PPTX to web, or create slides for a talk/pitch. Helps non-designers discover their aesthetic through visual...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "frontend-ui-dark-ts",
@@ -4849,6 +5539,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "gh-review-requests",
+    "path": "skills/gh-review-requests",
+    "category": "uncategorized",
+    "name": "gh-review-requests",
+    "description": "Fetch unread GitHub notifications for open PRs where review is requested from a specified team or opened by a team member. Use when asked to \"find PRs I need to review\", \"show my review requests\", \"what needs my review\", \"fetch GitHub review requests\", or \"check team review queue\".",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "gha-security-review",
+    "path": "skills/gha-security-review",
+    "category": "uncategorized",
+    "name": "gha-security-review",
+    "description": "GitHub Actions security review for workflow exploitation vulnerabilities. Use when asked to \"review GitHub Actions\", \"audit workflows\", \"check CI security\", \"GHA security\", \"workflow security review\", or review .github/workflows/ for pwn requests, expression injection,...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "git-advanced-workflows",
     "path": "skills/git-advanced-workflows",
@@ -4974,10 +5684,10 @@
     "path": "skills/gmail-automation",
     "category": "uncategorized",
     "name": "gmail-automation",
-    "description": "Automate Gmail tasks via Rube MCP (Composio): send/reply, search, labels, drafts, attachments. Always search tools first for current schemas.",
+    "description": "Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels.\nUse when user asks to: search email, read email, send email, create email draft, mark as read,\narchive email, star email, or manage Gmail labels. Lightweight alternative...",
     "risk": "unknown",
-    "source": "community",
-    "date_added": "2026-02-27"
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "go-concurrency-patterns",
@@ -5009,6 +5719,16 @@
     "source": "https://github.com/go-rod/rod",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "goal-analyzer",
+    "path": "skills/goal-analyzer",
+    "category": "uncategorized",
+    "name": "goal-analyzer",
+    "description": "\u5206\u6790\u5065\u5eb7\u76ee\u6807\u6570\u636e\u3001\u8bc6\u522b\u76ee\u6807\u6a21\u5f0f\u3001\u8bc4\u4f30\u76ee\u6807\u8fdb\u5ea6,\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u76ee\u6807\u7ba1\u7406\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u8425\u517b\u3001\u8fd0\u52a8\u3001\u7761\u7720\u7b49\u5065\u5eb7\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "godot-4-migration",
     "path": "skills/godot-4-migration",
@@ -5039,6 +5759,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "golang-security-auditor",
+    "path": "skills/golang-security-auditor",
+    "category": "uncategorized",
+    "name": "golang-security-auditor",
+    "description": "Golang Security Auditor",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "google-analytics-automation",
     "path": "skills/google-analytics-automation",
@@ -5054,20 +5784,50 @@
     "path": "skills/google-calendar-automation",
     "category": "uncategorized",
     "name": "google-calendar-automation",
-    "description": "Automate Google Calendar events, scheduling, availability checks, and attendee management via Rube MCP (Composio). Create events, find free slots, manage attendees, and list calendars programmatica...",
+    "description": "Interact with Google Calendar - list calendars, view events, create/update/delete events, and find free time.\nUse when user asks to: check calendar, schedule a meeting, create an event, find available time, list upcoming events,\ndelete or update a calendar event, or...",
     "risk": "unknown",
-    "source": "community",
-    "date_added": "2026-02-27"
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "google-docs-automation",
+    "path": "skills/google-docs-automation",
+    "category": "uncategorized",
+    "name": "google-docs-automation",
+    "description": "Interact with Google Docs - create documents, search by title, read content, and edit text.\nUse when user asks to: create a Google Doc, find a document, read doc content, add text to a doc,\nor replace text in a document. Lightweight alternative to full Google...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "google-drive-automation",
     "path": "skills/google-drive-automation",
     "category": "uncategorized",
     "name": "google-drive-automation",
-    "description": "Automate Google Drive file operations (upload, download, search, share, organize) via Rube MCP (Composio). Upload/download files, manage folders, share with permissions, and search across drives pr...",
+    "description": "Interact with Google Drive - search files, find folders, list contents, download files, upload files,\ncreate folders, move, copy, rename, and trash files. Use when user asks to: search Google Drive,\nfind a file/folder, list Drive contents, download or upload files,...",
     "risk": "unknown",
-    "source": "community",
-    "date_added": "2026-02-27"
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "google-sheets-automation",
+    "path": "skills/google-sheets-automation",
+    "category": "uncategorized",
+    "name": "google-sheets-automation",
+    "description": "Read and write Google Sheets spreadsheets - get content, update cells, append rows, fetch specific ranges,\nsearch for spreadsheets, and view metadata. Use when user asks to: read a spreadsheet, update cells,\nadd data to Google Sheets, find a spreadsheet, check sheet...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "google-slides-automation",
+    "path": "skills/google-slides-automation",
+    "category": "uncategorized",
+    "name": "google-slides-automation",
+    "description": "Read and write Google Slides presentations - get text, find presentations, create presentations, add slides,\nreplace text, and manage slide content. Use when user asks to: read a presentation, create slides, find slides,\nadd a slide, replace text in a presentation, or...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "googlesheets-automation",
@@ -5109,6 +5869,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "great-tables",
+    "path": "skills/great-tables",
+    "category": "uncategorized",
+    "name": "great-tables",
+    "description": "Great Tables",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "grimoire",
+    "path": "skills/grimoire",
+    "category": "uncategorized",
+    "name": "grimoire",
+    "description": "Grimoire",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "grpc-golang",
     "path": "skills/grpc-golang",
@@ -5129,6 +5909,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "health-trend-analyzer",
+    "path": "skills/health-trend-analyzer",
+    "category": "uncategorized",
+    "name": "health-trend-analyzer",
+    "description": "\u5206\u6790\u4e00\u6bb5\u65f6\u95f4\u5185\u5065\u5eb7\u6570\u636e\u7684\u8d8b\u52bf\u548c\u6a21\u5f0f\u3002\u5173\u8054\u836f\u7269\u3001\u75c7\u72b6\u3001\u751f\u547d\u4f53\u5f81\u3001\u5316\u9a8c\u7ed3\u679c\u548c\u5176\u4ed6\u5065\u5eb7\u6307\u6807\u7684\u53d8\u5316\u3002\u8bc6\u522b\u4ee4\u4eba\u62c5\u5fe7\u7684\u8d8b\u52bf\u3001\u6539\u5584\u60c5\u51b5\uff0c\u5e76\u63d0\u4f9b\u6570\u636e\u9a71\u52a8\u7684\u6d1e\u5bdf\u3002\u5f53\u7528\u6237\u8be2\u95ee\u5065\u5eb7\u8d8b\u52bf\u3001\u6a21\u5f0f\u3001\u968f\u65f6\u95f4\u7684\u53d8\u5316\u6216\"\u6211\u7684\u5065\u5eb7\u72b6\u51b5\u6709\u4ec0\u4e48\u53d8\u5316\uff1f\"\u65f6\u4f7f\u7528\u3002\u652f\u6301\u591a\u7ef4\u5ea6\u5206\u6790\uff08\u4f53\u91cd/BMI\u3001\u75c7\u72b6\u3001\u836f\u7269\u4f9d\u4ece\u6027\u3001\u5316\u9a8c\u7ed3\u679c\u3001\u60c5\u7eea\u7761\u7720\uff09\uff0c\u76f8\u5173\u6027\u5206\u6790\uff0c\u53d8\u5316\u68c0\u6d4b\uff0c\u4ee5\u53ca\u4ea4\u4e92\u5f0fHTML\u53ef\u89c6\u5316\u62a5\u544a\uff08ECharts\u56fe\u8868\uff09\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "helm-chart-scaffolding",
     "path": "skills/helm-chart-scaffolding",
@@ -5299,6 +6089,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "hosted-agents",
+    "path": "skills/hosted-agents",
+    "category": "uncategorized",
+    "name": "hosted-agents",
+    "description": "Build background agents in sandboxed environments. Use for hosted coding agents, sandboxed VMs, Modal sandboxes, and remote coding environments.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "hosted-agents-v2-py",
     "path": "skills/hosted-agents-v2-py",
@@ -5359,6 +6159,36 @@
     "source": "https://github.com/huggingface/skills/tree/main/skills/hugging-face-cli",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "hugging-face-dataset-viewer",
+    "path": "skills/hugging-face-dataset-viewer",
+    "category": "uncategorized",
+    "name": "hugging-face-dataset-viewer",
+    "description": "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.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "hugging-face-datasets",
+    "path": "skills/hugging-face-datasets",
+    "category": "uncategorized",
+    "name": "hugging-face-datasets",
+    "description": "Create and manage datasets on Hugging Face Hub. Supports initializing repos, defining configs/system prompts, streaming row updates, and SQL-based dataset querying/transformation. Designed to work alongside HF MCP server for comprehensive dataset workflows.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "hugging-face-evaluation",
+    "path": "skills/hugging-face-evaluation",
+    "category": "uncategorized",
+    "name": "hugging-face-evaluation",
+    "description": "Add and manage evaluation results in Hugging Face model cards. Supports extracting eval tables from README content, importing scores from Artificial Analysis API, and running custom model evaluations with vLLM/lighteval. Works with the model-index metadata format.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "hugging-face-jobs",
     "path": "skills/hugging-face-jobs",
@@ -5369,6 +6199,36 @@
     "source": "https://github.com/huggingface/skills/tree/main/skills/hugging-face-jobs",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "hugging-face-model-trainer",
+    "path": "skills/hugging-face-model-trainer",
+    "category": "uncategorized",
+    "name": "hugging-face-model-trainer",
+    "description": "This skill should be used when users want to train or fine-tune language models using TRL (Transformer Reinforcement Learning) on Hugging Face Jobs infrastructure. Covers SFT, DPO, GRPO and reward modeling training methods, plus GGUF conversion for...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "hugging-face-paper-publisher",
+    "path": "skills/hugging-face-paper-publisher",
+    "category": "uncategorized",
+    "name": "hugging-face-paper-publisher",
+    "description": "Publish and manage research papers on Hugging Face Hub. Supports creating paper pages, linking papers to models/datasets, claiming authorship, and generating professional markdown-based research articles.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "hugging-face-tool-builder",
+    "path": "skills/hugging-face-tool-builder",
+    "category": "uncategorized",
+    "name": "hugging-face-tool-builder",
+    "description": "Use this skill when the user wants to build tool/scripts or achieve a task where using data from the Hugging Face API would help. This is especially useful when chaining or combining API calls or the task will be repeated/automated. This Skill creates a reusable script to...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "hybrid-cloud-architect",
     "path": "skills/hybrid-cloud-architect",
@@ -5509,6 +6369,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "integrate-whatsapp",
+    "path": "skills/integrate-whatsapp",
+    "category": "uncategorized",
+    "name": "integrate-whatsapp",
+    "description": "Integrate Whatsapp",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "interactive-portfolio",
     "path": "skills/interactive-portfolio",
@@ -5569,6 +6439,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "issues",
+    "path": "skills/issues",
+    "category": "uncategorized",
+    "name": "issues",
+    "description": "Interact with GitHub issues - create, list, and view issues.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "istio-traffic-management",
     "path": "skills/istio-traffic-management",
@@ -5579,15 +6459,25 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "it-depends",
+    "path": "skills/it-depends",
+    "category": "uncategorized",
+    "name": "it-depends",
+    "description": "It Depends",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "iterate-pr",
     "path": "skills/iterate-pr",
     "category": "uncategorized",
     "name": "iterate-pr",
     "description": "Iterate on a PR until CI passes. Use when you need to fix CI failures, address review feedback, or continuously push fixes until all checks are green. Automates the feedback-fix-push-wait cycle.",
-    "risk": "safe",
-    "source": "https://github.com/getsentry/skills/tree/main/plugins/sentry-skills/skills/iterate-pr",
-    "date_added": "2026-02-27"
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "java-pro",
@@ -5659,6 +6549,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "jupyter-workflow",
+    "path": "skills/jupyter-workflow",
+    "category": "uncategorized",
+    "name": "jupyter-workflow",
+    "description": "Jupyter Workflow",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "k8s-manifest-generator",
     "path": "skills/k8s-manifest-generator",
@@ -5949,6 +6849,16 @@
     "source": "personal",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "literature-analysis",
+    "path": "skills/literature-analysis",
+    "category": "uncategorized",
+    "name": "literature-analysis",
+    "description": "Literature Analysis",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "llm-app-patterns",
     "path": "skills/llm-app-patterns",
@@ -6099,6 +7009,106 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "makepad-animation",
+    "path": "skills/makepad-animation",
+    "category": "uncategorized",
+    "name": "makepad-animation",
+    "description": "CRITICAL: Use for Makepad animation system. Triggers on:\nmakepad animation, makepad animator, makepad hover, makepad state,\nmakepad transition, \"from: { all: Forward\", makepad pressed,\nmakepad \u52a8\u753b, makepad \u72b6\u6001, makepad \u8fc7\u6e21, makepad \u60ac\u505c\u6548\u679c",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-basics",
+    "path": "skills/makepad-basics",
+    "category": "uncategorized",
+    "name": "makepad-basics",
+    "description": "CRITICAL: Use for Makepad getting started and app structure. Triggers on:\nmakepad, makepad getting started, makepad tutorial, live_design!, app_main!,\nmakepad project setup, makepad hello world, \"how to create makepad app\",\nmakepad \u5165\u95e8, \u521b\u5efa makepad \u5e94\u7528, makepad \u6559\u7a0b, makepad \u9879\u76ee\u7ed3\u6784",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-deployment",
+    "path": "skills/makepad-deployment",
+    "category": "uncategorized",
+    "name": "makepad-deployment",
+    "description": "CRITICAL: Use for Makepad packaging and deployment. Triggers on:\ndeploy, package, APK, IPA, \u6253\u5305, \u90e8\u7f72,\ncargo-packager, cargo-makepad, WASM, Android, iOS,\ndistribution, installer, .deb, .dmg, .nsis,\nGitHub Actions, CI, action, marketplace",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-dsl",
+    "path": "skills/makepad-dsl",
+    "category": "uncategorized",
+    "name": "makepad-dsl",
+    "description": "CRITICAL: Use for Makepad DSL syntax and inheritance. Triggers on:\nmakepad dsl, live_design, makepad inheritance, makepad prototype,\n\"<Widget>\", \"Foo = { }\", makepad object, makepad property,\nmakepad DSL \u8bed\u6cd5, makepad \u7ee7\u627f, makepad \u539f\u578b, \u5982\u4f55\u5b9a\u4e49 makepad \u7ec4\u4ef6",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-event-action",
+    "path": "skills/makepad-event-action",
+    "category": "uncategorized",
+    "name": "makepad-event-action",
+    "description": "CRITICAL: Use for Makepad event and action handling. Triggers on:\nmakepad event, makepad action, Event enum, ActionTrait, handle_event,\nMouseDown, KeyDown, TouchUpdate, Hit, FingerDown, post_action,\nmakepad \u4e8b\u4ef6, makepad action, \u4e8b\u4ef6\u5904\u7406",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-font",
+    "path": "skills/makepad-font",
+    "category": "uncategorized",
+    "name": "makepad-font",
+    "description": "CRITICAL: Use for Makepad font and text rendering. Triggers on:\nmakepad font, makepad text, makepad glyph, makepad typography,\nfont atlas, text layout, font family, font size, text shaping,\nmakepad \u5b57\u4f53, makepad \u6587\u5b57, makepad \u6392\u7248, makepad \u5b57\u5f62",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-layout",
+    "path": "skills/makepad-layout",
+    "category": "uncategorized",
+    "name": "makepad-layout",
+    "description": "CRITICAL: Use for Makepad layout system. Triggers on:\nmakepad layout, makepad width, makepad height, makepad flex,\nmakepad padding, makepad margin, makepad flow, makepad align,\nFit, Fill, Size, Walk, \"how to center in makepad\",\nmakepad \u5e03\u5c40, makepad \u5bbd\u5ea6, makepad \u5bf9\u9f50, makepad \u5c45\u4e2d",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-platform",
+    "path": "skills/makepad-platform",
+    "category": "uncategorized",
+    "name": "makepad-platform",
+    "description": "CRITICAL: Use for Makepad cross-platform support. Triggers on:\nmakepad platform, makepad os, makepad macos, makepad windows, makepad linux,\nmakepad android, makepad ios, makepad web, makepad wasm, makepad metal,\nmakepad d3d11, makepad opengl, makepad webgl, OsType, CxOs,\nmakepad \u8de8\u5e73\u53f0, makepad \u5e73\u53f0\u652f\u6301",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-reference",
+    "path": "skills/makepad-reference",
+    "category": "uncategorized",
+    "name": "makepad-reference",
+    "description": "CRITICAL: Use for Makepad troubleshooting and reference. Triggers on:\ntroubleshoot, error, debug, fix, problem, issue,\nno matching field, parse error, widget not found, UI not updating,\ncode quality, refactor, responsive layout, adaptive,\napi docs, reference,...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-shaders",
+    "path": "skills/makepad-shaders",
+    "category": "uncategorized",
+    "name": "makepad-shaders",
+    "description": "CRITICAL: Use for Makepad shader system. Triggers on:\nmakepad shader, makepad draw_bg, Sdf2d, makepad pixel,\nmakepad glsl, makepad sdf, draw_quad, makepad gpu,\nmakepad \u7740\u8272\u5668, makepad shader \u8bed\u6cd5, makepad \u7ed8\u5236",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "makepad-skills",
     "path": "skills/makepad-skills",
@@ -6109,6 +7119,26 @@
     "source": "https://github.com/ZhangHanDong/makepad-skills",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "makepad-splash",
+    "path": "skills/makepad-splash",
+    "category": "uncategorized",
+    "name": "makepad-splash",
+    "description": "CRITICAL: Use for Makepad Splash scripting language. Triggers on:\nsplash language, makepad script, makepad scripting, script!, cx.eval,\nmakepad dynamic, makepad AI, splash \u8bed\u8a00, makepad \u811a\u672c",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "makepad-widgets",
+    "path": "skills/makepad-widgets",
+    "category": "uncategorized",
+    "name": "makepad-widgets",
+    "description": "CRITICAL: Use for Makepad widgets and UI components. Triggers on:\nmakepad widget, makepad View, makepad Button, makepad Label, makepad Image,\nmakepad TextInput, RoundedView, SolidView, ScrollView, \"makepad component\",\nmakepad Markdown, makepad Html, TextFlow, rich...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "malware-analyst",
     "path": "skills/malware-analyst",
@@ -6159,6 +7189,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "matplotlib",
+    "path": "skills/matplotlib",
+    "category": "uncategorized",
+    "name": "matplotlib",
+    "description": "Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "mcp-builder",
     "path": "skills/mcp-builder",
@@ -6209,6 +7249,16 @@
     "source": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/memory-systems",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "mental-health-analyzer",
+    "path": "skills/mental-health-analyzer",
+    "category": "uncategorized",
+    "name": "mental-health-analyzer",
+    "description": "\u5206\u6790\u5fc3\u7406\u5065\u5eb7\u6570\u636e\u3001\u8bc6\u522b\u5fc3\u7406\u6a21\u5f0f\u3001\u8bc4\u4f30\u5fc3\u7406\u5065\u5eb7\u72b6\u51b5\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u5fc3\u7406\u5065\u5eb7\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u7761\u7720\u3001\u8fd0\u52a8\u3001\u8425\u517b\u7b49\u5176\u4ed6\u5065\u5eb7\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "mermaid-expert",
     "path": "skills/mermaid-expert",
@@ -6379,6 +7429,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "molykit",
+    "path": "skills/molykit",
+    "category": "uncategorized",
+    "name": "molykit",
+    "description": "CRITICAL: Use for MolyKit AI chat toolkit. Triggers on:\nBotClient, OpenAI, SSE streaming, AI chat, molykit,\nPlatformSend, spawn(), ThreadToken, cross-platform async,\nChat widget, Messages, PromptInput, Avatar, LLM",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "monday-automation",
     "path": "skills/monday-automation",
@@ -6409,6 +7469,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "monte-carlo-treasury",
+    "path": "skills/monte-carlo-treasury",
+    "category": "uncategorized",
+    "name": "monte-carlo-treasury",
+    "description": "Monte Carlo Treasury",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "monte-carlo-vulnerability-detection",
+    "path": "skills/monte-carlo-vulnerability-detection",
+    "category": "uncategorized",
+    "name": "monte-carlo-vulnerability-detection",
+    "description": "Monte Carlo Vulnerability Detection",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "moodle-external-api-development",
     "path": "skills/moodle-external-api-development",
@@ -6444,10 +7524,10 @@
     "path": "skills/multi-agent-patterns",
     "category": "uncategorized",
     "name": "multi-agent-patterns",
-    "description": "Master orchestrator, peer-to-peer, and hierarchical multi-agent architectures",
-    "risk": "safe",
-    "source": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/main/skills/multi-agent-patterns",
-    "date_added": "2026-02-27"
+    "description": "This skill should be used when the user asks to \"design multi-agent system\", \"implement supervisor pattern\", \"create swarm architecture\", \"coordinate multiple agents\", or mentions multi-agent patterns, context isolation, agent handoffs, sub-agents, or parallel agent execution.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "multi-cloud-architecture",
@@ -6479,35 +7559,75 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "n8n-code-javascript",
+    "path": "skills/n8n-code-javascript",
+    "category": "uncategorized",
+    "name": "n8n-code-javascript",
+    "description": "Write JavaScript code in n8n Code nodes. Use when writing JavaScript in n8n, using $input/$json/$node syntax, making HTTP requests with $helpers, working with dates using DateTime, troubleshooting Code node errors, or choosing between Code node modes.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "n8n-code-python",
     "path": "skills/n8n-code-python",
     "category": "uncategorized",
     "name": "n8n-code-python",
     "description": "Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes.",
-    "risk": "safe",
-    "source": "https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-code-python",
-    "date_added": "2026-02-27"
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "n8n-expression-syntax",
+    "path": "skills/n8n-expression-syntax",
+    "category": "uncategorized",
+    "name": "n8n-expression-syntax",
+    "description": "Validate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing $json/$node variables, troubleshooting expression errors, or working with webhook data in workflows.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "n8n-mcp-tools-expert",
     "path": "skills/n8n-mcp-tools-expert",
     "category": "uncategorized",
     "name": "n8n-mcp-tools-expert",
-    "description": "Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, or using any n8n-mcp tool. Provides tool sele...",
-    "risk": "safe",
-    "source": "https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-mcp-tools-expert",
-    "date_added": "2026-02-27"
+    "description": "Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, or using any n8n-mcp tool. Provides tool selection guidance, parameter formats, and common patterns.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "n8n-node-configuration",
     "path": "skills/n8n-node-configuration",
     "category": "uncategorized",
     "name": "n8n-node-configuration",
-    "description": "Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between get_node detail levels, or learning commo...",
-    "risk": "safe",
-    "source": "https://github.com/czlonkowski/n8n-skills/tree/main/skills/n8n-node-configuration",
-    "date_added": "2026-02-27"
+    "description": "Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between get_node detail levels, or learning common configuration patterns by node type.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "n8n-validation-expert",
+    "path": "skills/n8n-validation-expert",
+    "category": "uncategorized",
+    "name": "n8n-validation-expert",
+    "description": "Interpret validation errors and guide fixing them. Use when encountering validation errors, validation warnings, false positives, operator structure issues, or need help understanding validation results. Also use when asking about validation...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "n8n-workflow-patterns",
+    "path": "skills/n8n-workflow-patterns",
+    "category": "uncategorized",
+    "name": "n8n-workflow-patterns",
+    "description": "Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, planning workflow architecture, or asking about webhook processing, HTTP API integration,...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "nanobanana-ppt-skills",
@@ -6519,6 +7639,16 @@
     "source": "https://github.com/op7418/NanoBanana-PPT-Skills",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "native-data-fetching",
+    "path": "skills/native-data-fetching",
+    "category": "uncategorized",
+    "name": "native-data-fetching",
+    "description": "Use when implementing or debugging ANY network request, API call, or data fetching. Covers fetch API, React Query, SWR, error handling, caching, offline support, and Expo Router data loaders (useLoaderData).",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "neon-postgres",
     "path": "skills/neon-postgres",
@@ -6579,6 +7709,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "networkx",
+    "path": "skills/networkx",
+    "category": "uncategorized",
+    "name": "networkx",
+    "description": "Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "new-rails-project",
+    "path": "skills/new-rails-project",
+    "category": "uncategorized",
+    "name": "new-rails-project",
+    "description": "Create a new Rails project",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "nextjs-app-router-patterns",
     "path": "skills/nextjs-app-router-patterns",
@@ -6679,6 +7829,26 @@
     "source": "vibeship-spawner-skills (Apache 2.0)",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "numpy",
+    "path": "skills/numpy",
+    "category": "uncategorized",
+    "name": "numpy",
+    "description": "Numpy",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "nutrition-analyzer",
+    "path": "skills/nutrition-analyzer",
+    "category": "uncategorized",
+    "name": "nutrition-analyzer",
+    "description": "\u5206\u6790\u8425\u517b\u6570\u636e\u3001\u8bc6\u522b\u8425\u517b\u6a21\u5f0f\u3001\u8bc4\u4f30\u8425\u517b\u72b6\u51b5\uff0c\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u8425\u517b\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u8fd0\u52a8\u3001\u7761\u7720\u3001\u6162\u6027\u75c5\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "nx-workspace-patterns",
     "path": "skills/nx-workspace-patterns",
@@ -6724,10 +7894,10 @@
     "path": "skills/observe-whatsapp",
     "category": "uncategorized",
     "name": "observe-whatsapp",
-    "description": "Observe and troubleshoot WhatsApp in Kapso: debug message delivery, inspect webhook deliveries/retries, triage API errors, and run health checks. Use when investigating production issues, message f...",
-    "risk": "safe",
-    "source": "https://github.com/gokapso/agent-skills/tree/master/skills/observe-whatsapp",
-    "date_added": "2026-02-27"
+    "description": "Observe Whatsapp",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "obsidian-clipper-template-creator",
@@ -6739,6 +7909,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "occupational-health-analyzer",
+    "path": "skills/occupational-health-analyzer",
+    "category": "uncategorized",
+    "name": "occupational-health-analyzer",
+    "description": "\u5206\u6790\u804c\u4e1a\u5065\u5eb7\u6570\u636e\u3001\u8bc6\u522b\u5de5\u4f5c\u76f8\u5173\u5065\u5eb7\u98ce\u9669\u3001\u8bc4\u4f30\u804c\u4e1a\u5065\u5eb7\u72b6\u51b5\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u804c\u4e1a\u5065\u5eb7\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u7761\u7720\u3001\u8fd0\u52a8\u3001\u5fc3\u7406\u5065\u5eb7\u7b49\u5176\u4ed6\u5065\u5eb7\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "odoo-accounting-setup",
     "path": "skills/odoo-accounting-setup",
@@ -7019,6 +8199,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "open-source-context",
+    "path": "skills/open-source-context",
+    "category": "uncategorized",
+    "name": "open-source-context",
+    "description": "Open Source Context",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "openapi-spec-generation",
     "path": "skills/openapi-spec-generation",
@@ -7029,6 +8219,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "operational-guidelines",
+    "path": "skills/operational-guidelines",
+    "category": "uncategorized",
+    "name": "operational-guidelines",
+    "description": "Operational Guidelines",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "oral-health-analyzer",
+    "path": "skills/oral-health-analyzer",
+    "category": "uncategorized",
+    "name": "oral-health-analyzer",
+    "description": "\u5206\u6790\u53e3\u8154\u5065\u5eb7\u6570\u636e\u3001\u8bc6\u522b\u53e3\u8154\u95ee\u9898\u6a21\u5f0f\u3001\u8bc4\u4f30\u53e3\u8154\u5065\u5eb7\u72b6\u51b5\u3001\u63d0\u4f9b\u4e2a\u6027\u5316\u53e3\u8154\u5065\u5eb7\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u8425\u517b\u3001\u6162\u6027\u75c5\u3001\u7528\u836f\u7b49\u5176\u4ed6\u5065\u5eb7\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "os-scripting",
     "path": "skills/os-scripting",
@@ -7039,6 +8249,16 @@
     "source": "personal",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "osint-evals",
+    "path": "skills/osint-evals",
+    "category": "uncategorized",
+    "name": "osint-evals",
+    "description": "Osint Evals",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "oss-hunter",
     "path": "skills/oss-hunter",
@@ -7099,6 +8319,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "pandas",
+    "path": "skills/pandas",
+    "category": "uncategorized",
+    "name": "pandas",
+    "description": "Pandas",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "paper-analysis",
+    "path": "skills/paper-analysis",
+    "category": "uncategorized",
+    "name": "paper-analysis",
+    "description": "Paper Analysis",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "parallel-agents",
     "path": "skills/parallel-agents",
@@ -7309,6 +8549,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "plotly",
+    "path": "skills/plotly",
+    "category": "uncategorized",
+    "name": "plotly",
+    "description": "Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "podcast-generation",
     "path": "skills/podcast-generation",
@@ -7319,6 +8569,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "polars",
+    "path": "skills/polars",
+    "category": "uncategorized",
+    "name": "polars",
+    "description": "Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits in memory. Lazy evaluation, parallel execution, Apache Arrow backend. Best for 1-100GB datasets, ETL pipelines, faster pandas replacement. For larger-than-RAM data use dask or vaex.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "polyfile",
+    "path": "skills/polyfile",
+    "category": "uncategorized",
+    "name": "polyfile",
+    "description": "Polyfile",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "popup-cro",
     "path": "skills/popup-cro",
@@ -7419,6 +8689,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "pr-writer",
+    "path": "skills/pr-writer",
+    "category": "uncategorized",
+    "name": "pr-writer",
+    "description": "ALWAYS use this skill when creating or updating pull requests \u2014 never create or edit a PR directly without it. Follows Sentry conventions for PR titles, descriptions, and issue references. Trigger on any create PR, open PR, submit PR, make PR,...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "pricing-strategy",
     "path": "skills/pricing-strategy",
@@ -7509,6 +8789,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "project-development",
+    "path": "skills/project-development",
+    "category": "uncategorized",
+    "name": "project-development",
+    "description": "This skill should be used when the user asks to \"start an LLM project\", \"design batch pipeline\", \"evaluate task-model fit\", \"structure agent project\", or mentions pipeline architecture, agent-assisted development, cost estimation, or choosing...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "projection-patterns",
     "path": "skills/projection-patterns",
@@ -7579,6 +8869,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "proof-of-vulnerability",
+    "path": "skills/proof-of-vulnerability",
+    "category": "uncategorized",
+    "name": "proof-of-vulnerability",
+    "description": "Proof Of Vulnerability",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "protocol-reverse-engineering",
     "path": "skills/protocol-reverse-engineering",
@@ -7589,6 +8889,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "publish-and-summary",
+    "path": "skills/publish-and-summary",
+    "category": "uncategorized",
+    "name": "publish-and-summary",
+    "description": "Publish And Summary",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "pubmed-database",
+    "path": "skills/pubmed-database",
+    "category": "uncategorized",
+    "name": "pubmed-database",
+    "description": "Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "pydantic-models-py",
     "path": "skills/pydantic-models-py",
@@ -7599,6 +8919,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "pygraphistry",
+    "path": "skills/pygraphistry",
+    "category": "uncategorized",
+    "name": "pygraphistry",
+    "description": "Pygraphistry",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "pypict-skill",
     "path": "skills/pypict-skill",
@@ -7669,6 +8999,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "python-security-auditor",
+    "path": "skills/python-security-auditor",
+    "category": "uncategorized",
+    "name": "python-security-auditor",
+    "description": "Python Security Auditor",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "python-testing-patterns",
     "path": "skills/python-testing-patterns",
@@ -7679,6 +9019,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "qiskit",
+    "path": "skills/qiskit",
+    "category": "uncategorized",
+    "name": "qiskit",
+    "description": "IBM quantum computing framework. Use when targeting IBM Quantum hardware, working with Qiskit Runtime for production workloads, or needing IBM optimization tools. Best for IBM hardware execution, quantum error mitigation, and enterprise quantum computing. For Google hardware...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "quality-nonconformance",
     "path": "skills/quality-nonconformance",
@@ -7699,6 +9049,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "quantitative-analysis",
+    "path": "skills/quantitative-analysis",
+    "category": "uncategorized",
+    "name": "quantitative-analysis",
+    "description": "Quantitative Analysis",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "radix-ui-design-system",
     "path": "skills/radix-ui-design-system",
@@ -7729,6 +9089,16 @@
     "source": "personal",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "rails-upgrade",
+    "path": "skills/rails-upgrade",
+    "category": "uncategorized",
+    "name": "rails-upgrade",
+    "description": "Rails Upgrade",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "react-best-practices",
     "path": "skills/react-best-practices",
@@ -7889,6 +9259,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "rehabilitation-analyzer",
+    "path": "skills/rehabilitation-analyzer",
+    "category": "uncategorized",
+    "name": "rehabilitation-analyzer",
+    "description": "\u5206\u6790\u5eb7\u590d\u8bad\u7ec3\u6570\u636e\u3001\u8bc6\u522b\u5eb7\u590d\u6a21\u5f0f\u3001\u8bc4\u4f30\u5eb7\u590d\u8fdb\u5c55\uff0c\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u5eb7\u590d\u5efa\u8bae",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "remotion",
+    "path": "skills/remotion",
+    "category": "uncategorized",
+    "name": "remotion",
+    "description": "Generate walkthrough videos from Stitch projects using Remotion with smooth transitions, zooming, and text overlays",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "remotion-best-practices",
     "path": "skills/remotion-best-practices",
@@ -7924,10 +9314,10 @@
     "path": "skills/research-engineer",
     "category": "uncategorized",
     "name": "research-engineer",
-    "description": "An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal impl...",
+    "description": "Research Engineer",
     "risk": "unknown",
-    "source": "community",
-    "date_added": "2026-02-27"
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "returns-reverse-logistics",
@@ -7969,6 +9359,66 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "risk-modeling",
+    "path": "skills/risk-modeling",
+    "category": "uncategorized",
+    "name": "risk-modeling",
+    "description": "Risk Modeling",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "robius-app-architecture",
+    "path": "skills/robius-app-architecture",
+    "category": "uncategorized",
+    "name": "robius-app-architecture",
+    "description": "CRITICAL: Use for Robius app architecture patterns. Triggers on:\nTokio, async, submit_async_request, \u5f02\u6b65, \u67b6\u6784,\nSignalToUI, Cx::post_action, worker task,\napp structure, MatchEvent, handle_startup",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "robius-event-action",
+    "path": "skills/robius-event-action",
+    "category": "uncategorized",
+    "name": "robius-event-action",
+    "description": "CRITICAL: Use for Robius event and action patterns. Triggers on:\ncustom action, MatchEvent, post_action, cx.widget_action,\nhandle_actions, DefaultNone, widget action, event handling,\n\u4e8b\u4ef6\u5904\u7406, \u81ea\u5b9a\u4e49\u52a8\u4f5c",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "robius-matrix-integration",
+    "path": "skills/robius-matrix-integration",
+    "category": "uncategorized",
+    "name": "robius-matrix-integration",
+    "description": "CRITICAL: Use for Matrix SDK integration with Makepad. Triggers on:\nMatrix SDK, sliding sync, MatrixRequest, timeline,\nmatrix-sdk, matrix client, robrix, matrix room,\nMatrix \u96c6\u6210, \u804a\u5929\u5ba2\u6237\u7aef",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "robius-state-management",
+    "path": "skills/robius-state-management",
+    "category": "uncategorized",
+    "name": "robius-state-management",
+    "description": "CRITICAL: Use for Robius state management patterns. Triggers on:\nAppState, persistence, theme switch, \u72b6\u6001\u7ba1\u7406,\nScope::with_data, save state, load state, serde,\n\u72b6\u6001\u6301\u4e45\u5316, \u4e3b\u9898\u5207\u6362",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "robius-widget-patterns",
+    "path": "skills/robius-widget-patterns",
+    "category": "uncategorized",
+    "name": "robius-widget-patterns",
+    "description": "CRITICAL: Use for Robius widget patterns. Triggers on:\napply_over, TextOrImage, modal, \u53ef\u590d\u7528, \u6a21\u6001,\ncollapsible, drag drop, reusable widget, widget design,\npageflip, \u7ec4\u4ef6\u8bbe\u8ba1, \u7ec4\u4ef6\u6a21\u5f0f",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "ruby-pro",
     "path": "skills/ruby-pro",
@@ -7999,6 +9449,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "rust-security-auditor",
+    "path": "skills/rust-security-auditor",
+    "category": "uncategorized",
+    "name": "rust-security-auditor",
+    "description": "Rust Security Auditor",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "saas-mvp-launcher",
     "path": "skills/saas-mvp-launcher",
@@ -8079,6 +9539,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "scanpy",
+    "path": "skills/scanpy",
+    "category": "uncategorized",
+    "name": "scanpy",
+    "description": "Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA-seq analysis with established workflows. For...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "schema-markup",
     "path": "skills/schema-markup",
@@ -8089,6 +9559,36 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "scientific-writing",
+    "path": "skills/scientific-writing",
+    "category": "uncategorized",
+    "name": "scientific-writing",
+    "description": "Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRAD...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "scikit-learn",
+    "path": "skills/scikit-learn",
+    "category": "uncategorized",
+    "name": "scikit-learn",
+    "description": "Machine learning in Python with scikit-learn. Use for classification, regression, clustering, model evaluation, and ML pipelines.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "scipy",
+    "path": "skills/scipy",
+    "category": "uncategorized",
+    "name": "scipy",
+    "description": "Scipy",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "screen-reader-testing",
     "path": "skills/screen-reader-testing",
@@ -8119,6 +9619,16 @@
     "source": "vibeship-spawner-skills (Apache 2.0)",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "seaborn",
+    "path": "skills/seaborn",
+    "category": "uncategorized",
+    "name": "seaborn",
+    "description": "Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For interactive plots use plotly;...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "search-specialist",
     "path": "skills/search-specialist",
@@ -8164,10 +9674,10 @@
     "path": "skills/security-bluebook-builder",
     "category": "uncategorized",
     "name": "security-bluebook-builder",
-    "description": "Build security Blue Books for sensitive apps",
-    "risk": "safe",
-    "source": "https://github.com/SHADOWPR0/security-bluebook-builder",
-    "date_added": "2026-02-27"
+    "description": "Create or refine a concise, normative security policy (\"Blue Book\") for sensitive applications. Use when users need a threat model, data classification rules, auth/session policy, logging and audit requirements, retention/deletion expectations, incident response, or security...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "security-compliance-compliance-check",
@@ -8219,6 +9729,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "security-skill-creator",
+    "path": "skills/security-skill-creator",
+    "category": "uncategorized",
+    "name": "security-skill-creator",
+    "description": "Security Skill Creator",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "segment-automation",
     "path": "skills/segment-automation",
@@ -8239,6 +9759,26 @@
     "source": "vibeship-spawner-skills (Apache 2.0)",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "semgrep-rule-creator",
+    "path": "skills/semgrep-rule-creator",
+    "category": "uncategorized",
+    "name": "semgrep-rule-creator",
+    "description": "Creates custom Semgrep rules for detecting security vulnerabilities, bug patterns, and code patterns. Use when writing Semgrep rules or building custom static analysis detections.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "semgrep-rule-variant-creator",
+    "path": "skills/semgrep-rule-variant-creator",
+    "category": "uncategorized",
+    "name": "semgrep-rule-variant-creator",
+    "description": "Creates language variants of existing Semgrep rules. Use when porting a Semgrep rule to specified target languages. Takes an existing rule and target languages as input, produces independent rule+test directories for each language.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "sendgrid-automation",
     "path": "skills/sendgrid-automation",
@@ -8439,6 +9979,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "sexual-health-analyzer",
+    "path": "skills/sexual-health-analyzer",
+    "category": "uncategorized",
+    "name": "sexual-health-analyzer",
+    "description": "Sexual Health Analyzer",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "shader-programming-glsl",
     "path": "skills/shader-programming-glsl",
@@ -8454,10 +10004,10 @@
     "path": "skills/sharp-edges",
     "category": "uncategorized",
     "name": "sharp-edges",
-    "description": "Identify error-prone APIs and dangerous configurations",
-    "risk": "safe",
-    "source": "https://github.com/trailofbits/skills/tree/main/plugins/sharp-edges",
-    "date_added": "2026-02-27"
+    "description": "sharp-edges",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "shellcheck-configuration",
@@ -8559,6 +10109,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "skill-improver",
+    "path": "skills/skill-improver",
+    "category": "uncategorized",
+    "name": "skill-improver",
+    "description": "Iteratively reviews and fixes Claude Code skill quality issues until they meet standards. Runs automated fix-review cycles using the skill-reviewer agent. Use to fix skill quality issues, improve skill descriptions, run automated skill review loops, or iteratively refine a...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "skill-rails-upgrade",
     "path": "skills/skill-rails-upgrade",
@@ -8579,6 +10139,16 @@
     "source": "self",
     "date_added": null
   },
+  {
+    "id": "skill-scanner",
+    "path": "skills/skill-scanner",
+    "category": "uncategorized",
+    "name": "skill-scanner",
+    "description": "Scan agent skills for security issues. Use when asked to \"scan a skill\", \"audit a skill\", \"review skill security\", \"check skill for injection\", \"validate SKILL.md\", or assess whether an agent skill is safe to install. Checks for prompt injection, malicious scripts,...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "skill-seekers",
     "path": "skills/skill-seekers",
@@ -8589,6 +10159,26 @@
     "source": "https://github.com/yusufkaraaslan/Skill_Seekers",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "skill-writer",
+    "path": "skills/skill-writer",
+    "category": "uncategorized",
+    "name": "skill-writer",
+    "description": "Create and improve agent skills following the Agent Skills specification. Use when asked to create, write, or update skills.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "skin-health-analyzer",
+    "path": "skills/skin-health-analyzer",
+    "category": "uncategorized",
+    "name": "skin-health-analyzer",
+    "description": "Analyze skin health data, identify skin problem patterns, assess skin health status. Supports correlation analysis with nutrition, chronic diseases, and medication data.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "slack-automation",
     "path": "skills/slack-automation",
@@ -8619,6 +10209,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "sleep-analyzer",
+    "path": "skills/sleep-analyzer",
+    "category": "uncategorized",
+    "name": "sleep-analyzer",
+    "description": "\u5206\u6790\u7761\u7720\u6570\u636e\u3001\u8bc6\u522b\u7761\u7720\u6a21\u5f0f\u3001\u8bc4\u4f30\u7761\u7720\u8d28\u91cf\uff0c\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u7761\u7720\u6539\u5584\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u5176\u4ed6\u5065\u5eb7\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "slo-implementation",
     "path": "skills/slo-implementation",
@@ -8679,6 +10279,36 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "spec-to-code-compliance",
+    "path": "skills/spec-to-code-compliance",
+    "category": "uncategorized",
+    "name": "spec-to-code-compliance",
+    "description": "Verifies code implements exactly what documentation specifies for blockchain audits. Use when comparing code against whitepapers, finding gaps between specs and implementation, or performing compliance checks for protocol implementations.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "speckit-updater",
+    "path": "skills/speckit-updater",
+    "category": "uncategorized",
+    "name": "speckit-updater",
+    "description": "SpecKit Safe Update",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "speed",
+    "path": "skills/speed",
+    "category": "uncategorized",
+    "name": "speed",
+    "description": "Launch RSVP speed reader for text",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "sql-injection-testing",
     "path": "skills/sql-injection-testing",
@@ -8729,6 +10359,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "sred-project-organizer",
+    "path": "skills/sred-project-organizer",
+    "category": "uncategorized",
+    "name": "sred-project-organizer",
+    "description": "Take a list of projects and their related documentation, and organize them into the SRED format for submission.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "sred-work-summary",
+    "path": "skills/sred-work-summary",
+    "category": "uncategorized",
+    "name": "sred-work-summary",
+    "description": "Go back through the previous year of work and create a Notion doc that groups relevant links into projects that can then be documented as SRED projects.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "ssh-penetration-testing",
     "path": "skills/ssh-penetration-testing",
@@ -8799,6 +10449,36 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "static-analysis",
+    "path": "skills/static-analysis",
+    "category": "uncategorized",
+    "name": "static-analysis",
+    "description": "Static Analysis",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "statsmodels",
+    "path": "skills/statsmodels",
+    "category": "uncategorized",
+    "name": "statsmodels",
+    "description": "Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. For...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "stitch-loop",
+    "path": "skills/stitch-loop",
+    "category": "uncategorized",
+    "name": "stitch-loop",
+    "description": "Teaches agents to iteratively build websites using Stitch with an autonomous baton-passing loop pattern",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "stitch-ui-design",
     "path": "skills/stitch-ui-design",
@@ -8869,15 +10549,35 @@
     "source": "https://github.com/obra/superpowers-lab",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "supply-chain-risk-auditor",
+    "path": "skills/supply-chain-risk-auditor",
+    "category": "uncategorized",
+    "name": "supply-chain-risk-auditor",
+    "description": "Identifies dependencies at heightened risk of exploitation or takeover. Use when assessing supply chain attack surface, evaluating dependency health, or scoping security engagements.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "swiftui-expert-skill",
     "path": "skills/swiftui-expert-skill",
     "category": "uncategorized",
     "name": "swiftui-expert-skill",
-    "description": "Write, review, or improve SwiftUI code following best practices for state management, view composition, performance, modern APIs, Swift concurrency, and iOS 26+ Liquid Glass adoption. Use when buil...",
-    "risk": "safe",
-    "source": "https://github.com/AvdLee/SwiftUI-Agent-Skill/tree/main/swiftui-expert-skill",
-    "date_added": "2026-02-27"
+    "description": "Write, review, or improve SwiftUI code following best practices for state management, view composition, performance, and iOS 26+ Liquid Glass adoption. Use when building new SwiftUI features, refactoring existing views, reviewing code quality, or adopting modern SwiftUI patterns.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "sympy",
+    "path": "skills/sympy",
+    "category": "uncategorized",
+    "name": "sympy",
+    "description": "Use this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations algebraically, performing calculus operations (derivatives, integrals, limits), manipulating algebraic expressions, working...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "systematic-debugging",
@@ -8929,6 +10629,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "tcm-constitution-analyzer",
+    "path": "skills/tcm-constitution-analyzer",
+    "category": "uncategorized",
+    "name": "tcm-constitution-analyzer",
+    "description": "\u5206\u6790\u4e2d\u533b\u4f53\u8d28\u6570\u636e\u3001\u8bc6\u522b\u4f53\u8d28\u7c7b\u578b\u3001\u8bc4\u4f30\u4f53\u8d28\u7279\u5f81,\u5e76\u63d0\u4f9b\u4e2a\u6027\u5316\u517b\u751f\u5efa\u8bae\u3002\u652f\u6301\u4e0e\u8425\u517b\u3001\u8fd0\u52a8\u3001\u7761\u7720\u7b49\u5065\u5eb7\u6570\u636e\u7684\u5173\u8054\u5206\u6790\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "tdd-orchestrator",
     "path": "skills/tdd-orchestrator",
@@ -9169,6 +10879,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "testing-handbook-skills",
+    "path": "skills/testing-handbook-skills",
+    "category": "uncategorized",
+    "name": "testing-handbook-skills",
+    "description": "Testing Handbook Skills",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "testing-patterns",
     "path": "skills/testing-patterns",
@@ -9219,6 +10939,96 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "threejs-animation",
+    "path": "skills/threejs-animation",
+    "category": "uncategorized",
+    "name": "threejs-animation",
+    "description": "Three.js animation - keyframe animation, skeletal animation, morph targets, animation mixing. Use when animating objects, playing GLTF animations, creating procedural motion, or blending animations.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "threejs-fundamentals",
+    "path": "skills/threejs-fundamentals",
+    "category": "uncategorized",
+    "name": "threejs-fundamentals",
+    "description": "Three.js scene setup, cameras, renderer, Object3D hierarchy, coordinate systems. Use when setting up 3D scenes, creating cameras, configuring renderers, managing object hierarchies, or working with transforms.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "threejs-geometry",
+    "path": "skills/threejs-geometry",
+    "category": "uncategorized",
+    "name": "threejs-geometry",
+    "description": "Three.js geometry creation - built-in shapes, BufferGeometry, custom geometry, instancing. Use when creating 3D shapes, working with vertices, building custom meshes, or optimizing with instanced rendering.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "threejs-interaction",
+    "path": "skills/threejs-interaction",
+    "category": "uncategorized",
+    "name": "threejs-interaction",
+    "description": "Three.js interaction - raycasting, controls, mouse/touch input, object selection. Use when handling user input, implementing click detection, adding camera controls, or creating interactive 3D experiences.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "threejs-lighting",
+    "path": "skills/threejs-lighting",
+    "category": "uncategorized",
+    "name": "threejs-lighting",
+    "description": "Three.js lighting - light types, shadows, environment lighting. Use when adding lights, configuring shadows, setting up IBL, or optimizing lighting performance.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "threejs-loaders",
+    "path": "skills/threejs-loaders",
+    "category": "uncategorized",
+    "name": "threejs-loaders",
+    "description": "Three.js asset loading - GLTF, textures, images, models, async patterns. Use when loading 3D models, textures, HDR environments, or managing loading progress.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "threejs-materials",
+    "path": "skills/threejs-materials",
+    "category": "uncategorized",
+    "name": "threejs-materials",
+    "description": "Three.js materials - PBR, basic, phong, shader materials, material properties. Use when styling meshes, working with textures, creating custom shaders, or optimizing material performance.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "threejs-postprocessing",
+    "path": "skills/threejs-postprocessing",
+    "category": "uncategorized",
+    "name": "threejs-postprocessing",
+    "description": "Three.js post-processing - EffectComposer, bloom, DOF, screen effects. Use when adding visual effects, color grading, blur, glow, or creating custom screen-space shaders.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "threejs-shaders",
+    "path": "skills/threejs-shaders",
+    "category": "uncategorized",
+    "name": "threejs-shaders",
+    "description": "Three.js shaders - GLSL, ShaderMaterial, uniforms, custom effects. Use when creating custom visual effects, modifying vertices, writing fragment shaders, or extending built-in materials.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "threejs-skills",
     "path": "skills/threejs-skills",
@@ -9229,6 +11039,16 @@
     "source": "https://github.com/CloudAI-X/threejs-skills",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "threejs-textures",
+    "path": "skills/threejs-textures",
+    "category": "uncategorized",
+    "name": "threejs-textures",
+    "description": "Three.js textures - texture types, UV mapping, environment maps, texture settings. Use when working with images, UV coordinates, cubemaps, HDR environments, or texture optimization.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "tiktok-automation",
     "path": "skills/tiktok-automation",
@@ -9279,6 +11099,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "travel-health-analyzer",
+    "path": "skills/travel-health-analyzer",
+    "category": "uncategorized",
+    "name": "travel-health-analyzer",
+    "description": "\u5206\u6790\u65c5\u884c\u5065\u5eb7\u6570\u636e\u3001\u8bc4\u4f30\u76ee\u7684\u5730\u5065\u5eb7\u98ce\u9669\u3001\u63d0\u4f9b\u75ab\u82d7\u63a5\u79cd\u5efa\u8bae\u3001\u751f\u6210\u591a\u8bed\u8a00\u7d27\u6025\u533b\u7597\u4fe1\u606f\u5361\u7247\u3002\u652f\u6301WHO/CDC\u6570\u636e\u96c6\u6210\u7684\u4e13\u4e1a\u7ea7\u65c5\u884c\u5065\u5eb7\u98ce\u9669\u8bc4\u4f30\u3002",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "trello-automation",
     "path": "skills/trello-automation",
@@ -9409,6 +11239,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "umap",
+    "path": "skills/umap",
+    "category": "uncategorized",
+    "name": "umap",
+    "description": "Umap",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "uniprot-database",
+    "path": "skills/uniprot-database",
+    "category": "uncategorized",
+    "name": "uniprot-database",
+    "description": "Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services). Use this for direct HTTP/REST work or UniProt-specific control.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "unit-testing-test-generate",
     "path": "skills/unit-testing-test-generate",
@@ -9509,6 +11359,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "variant-analysis",
+    "path": "skills/variant-analysis",
+    "category": "uncategorized",
+    "name": "variant-analysis",
+    "description": "Find similar vulnerabilities and bugs across codebases using pattern-based analysis. Use when hunting bug variants, building CodeQL/Semgrep queries, analyzing security vulnerabilities, or performing systematic code audits after finding an initial issue.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "varlock",
+    "path": "skills/varlock",
+    "category": "uncategorized",
+    "name": "varlock",
+    "description": "Secure environment variable management with Varlock. Use when handling secrets, API keys, credentials, or any sensitive configuration. Ensures secrets are never exposed in terminals, logs, traces, or Claude's context. Trigger phrases include \"environment variables\",...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "varlock-claude-skill",
     "path": "skills/varlock-claude-skill",
@@ -9554,10 +11424,10 @@
     "path": "skills/vercel-deploy-claimable",
     "category": "uncategorized",
     "name": "vercel-deploy-claimable",
-    "description": "Deploy applications and websites to Vercel. Use this skill when the user requests deployment actions such as 'Deploy my app', 'Deploy this to production', 'Create a preview deployment', 'Deploy and...",
-    "risk": "safe",
-    "source": "https://github.com/vercel-labs/agent-skills/tree/main/skills/claude.ai/vercel-deploy-claimable",
-    "date_added": "2026-02-27"
+    "description": "Vercel Deploy Claimable",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
   },
   {
     "id": "vercel-deployment",
@@ -9589,6 +11459,16 @@
     "source": "https://github.com/scarletkc/vexor",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "vexor-cli",
+    "path": "skills/vexor-cli",
+    "category": "uncategorized",
+    "name": "vexor-cli",
+    "description": "Semantic file discovery via `vexor`. Use whenever locating where something is implemented/loaded/defined in a medium or large repo, or when the file location is unclear. Prefer this over manual browsing.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "vibe-code-auditor",
     "path": "skills/vibe-code-auditor",
@@ -9769,6 +11649,26 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "weightloss-analyzer",
+    "path": "skills/weightloss-analyzer",
+    "category": "uncategorized",
+    "name": "weightloss-analyzer",
+    "description": "\u5206\u6790\u51cf\u80a5\u6570\u636e\u3001\u8ba1\u7b97\u4ee3\u8c22\u7387\u3001\u8ffd\u8e2a\u80fd\u91cf\u7f3a\u53e3\u3001\u7ba1\u7406\u51cf\u80a5\u9636\u6bb5",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
+  {
+    "id": "wellally-tech",
+    "path": "skills/wellally-tech",
+    "category": "uncategorized",
+    "name": "wellally-tech",
+    "description": "Integrate digital health data sources (Apple Health, Fitbit, Oura Ring) and connect to WellAlly.tech knowledge base. Import external health device data, standardize to local format, and recommend relevant WellAlly.tech knowledge base articles based on health data. Support...",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "whatsapp-automation",
     "path": "skills/whatsapp-automation",
@@ -9949,6 +11849,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "workflow-skill-design",
+    "path": "skills/workflow-skill-design",
+    "category": "uncategorized",
+    "name": "workflow-skill-design",
+    "description": "Workflow Skill Design",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "wrike-automation",
     "path": "skills/wrike-automation",
@@ -10029,6 +11939,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "yara-authoring",
+    "path": "skills/yara-authoring",
+    "category": "uncategorized",
+    "name": "yara-authoring",
+    "description": "Yara Authoring",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "youtube-automation",
     "path": "skills/youtube-automation",
@@ -10069,6 +11989,16 @@
     "source": "community",
     "date_added": "2026-02-27"
   },
+  {
+    "id": "zeroize-audit",
+    "path": "skills/zeroize-audit",
+    "category": "uncategorized",
+    "name": "zeroize-audit",
+    "description": "Detects missing zeroization of sensitive data in source code and identifies zeroization removed by compiler optimizations, with assembly-level analysis, and control-flow verification. Use for auditing C/C++/Rust code handling secrets, keys, passwords, or other sensitive data.",
+    "risk": "unknown",
+    "source": "unknown",
+    "date_added": null
+  },
   {
     "id": "zod-validation-expert",
     "path": "skills/zod-validation-expert",