Polymarket CLOB API knowledge base for order management, WebSocket events, and trading operations. Use when working with order lifecycle (place, fill, cancel), debugging WebSocket USER_TRADE/USER_ORDER events, understanding API field mappings, or implementing trading logic.

To write internal communications, use this skill for:

Agent skill for production-validator - invoke with $agent-production-validator

Analyze spend efficiency across campaigns and adsets. Recommends budget shifts from underperformers to winners.

Access pre-computed website action manuals containing page descriptions, functionality, DOM structure, and element selectors for browser automation. Use when you need CSS/XPath selectors for UI elements, building browser-based AI agents, or looking up how to interact with a website's UI.

Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures.

Use this skill when analyzing competitive landscapes, comparing features, positioning against competitors, or conducting SWOT analysis. Triggers on competitive analysis, market landscape, feature comparison, SWOT, competitor positioning, market mapping, and any task requiring competitive intelligence or strategic positioning.

**CRITICAL:** Use the CLI below. Do not manually rename inbox specs or assign IDs — the command runs `feature-prioritise` per member in topological order so `depends_on` stays valid.

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.

Legacy fallback for broad competitor intelligence. Prefer competitor-alternatives for conversion-focused comparison and alternative page execution. Use this template when a wide market landscape brief is explicitly requested.

Generate NOTICE, ATTRIBUTION, or THIRD-PARTY-NOTICES files from detected dependency licenses to fulfill open-source license obligations.

<critical> Non-negotiable rules — every real experiment, no exceptions: 1. Commit before running. Log before resetting. Reset on discard. Each branch holds only keeps. 2. Protect `.lab/` — it is the single source of truth. 3. Work autonomously — only consult the user for scope violations or tr

Query cBioPortal for cancer genomics data including somatic mutations, copy number alterations, gene expression, and survival data across hundreds of cancer studies. Essential for cancer target validation, oncogene/tumor suppressor analysis, and patient-level genomic profiling.

Bootstrap a quorum-governed agent team for any project. Analyzes domain, designs team architecture, generates agents and skills with quality gates. Triggers on: 'harness 구성', 'set up harness', 'bootstrap harness', 'build a harness'.

Bead-based normalization for CyTOF and high-parameter flow cytometry. Covers EQ bead normalization, signal drift correction, and batch normalization. Use when correcting instrument drift in CyTOF or harmonizing data across batches.

Official skill for recognizing and extracting tables from images and PDFs into Markdown format using ZhiPu GLM-OCR API. Supports complex tables, merged cells, and multi-page documents. Use this skill when the user wants to extract tables, recognize spreadsheets, or convert table images to editable format.

Write effective Architecture Decision Records. Use when: (1) Creating a new ADR, (2) Recording a design decision, (3) User mentions ADR, decision, trade-off, or alternatives

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

Systematic framework for resurrecting and modernizing legacy codebases through archaeology, resurrection, and rejuvenation phases. Activate on "legacy code", "inherited codebase", "no documentation", "technical debt", "resurrect", "modernize". NOT for greenfield projects or well-documented active codebases.

**The** PAI system is designed to magnify human capabilities. It is a general problem-solving system that uses the PAI Algorithm.

Performs focused, depth-first investigation of specific reverse engineering questions through iterative analysis and database improvement. Answers questions like "What does this function do?", "Does this use crypto?", "What's the C2 address?", "Fix types in this function". Makes incremental improvements (renaming, retyping, commenting) to aid understanding. Returns evidence-based answers with new investigation threads. Use after binary-triage for investigating specific suspicious areas or when user asks focused questions about binary behavior.

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.

Research a topic and grow your knowledge graph. Uses Exa deep researcher, web search, or basic search to investigate topics, files results with full provenance, and chains to processing pipeline. Triggers on "/learn", "/learn [topic]", "research this", "find out about".

Control WLED LED controllers via HTTP API. Use when a user asks to control WLED lights, LED strips, or ESP-based LED controllers. Supports power on/off, brightness, colors (RGB), effects, palettes, presets, and device status.

You have access to a persistent memory system via MCP tools (`remember`, `recall`, `get_context`, `forget`).

Preview the contents of a .akita-agent package file without installing it. Shows manifest, profile, bundled skills, and validation status.

Asks targeted clarifying questions to refine a draft feature specification into implementation-ready documentation. Use when the user has a draft specification, wants to refine requirements, or mentions refine, clarify, specification, or requirements analysis.

Write well-structured RFCs with normative clauses. Use when: (1) Creating a new RFC, (2) Adding or editing RFC clauses, (3) User mentions RFC, specification, or normative requirements

Effect-TS patterns for Tooling And Debugging. Use when working with tooling and debugging in Effect-TS applications.

The art and science of arranging type to make written language legible, readable, and visually appealing. Typography is the invisible art - when done well, readers absorb content without noticing the craft. When done poorly, they struggle without knowing why. Great typography creates visual hierarchy, establishes rhythm, conveys emotion, and guides the eye through content. It combines centuries of print wisdom with modern digital constraints - understanding that a typeface designed for books may fail on screens, that line length affects comprehension, and that the space between letters matters as much as the letters themselves. This skill covers type selection, pairing, scaling, spacing, responsive typography, variable fonts, font loading optimization, and accessibility. Master typographers know that choosing a font is the easy part - the craft is in the details of how it's set. Use when "typography, font, typeface, type scale, line height, leading, kerning, tracking, font pairing, font loading, variable font, web font, letter spacing, type hierarchy, font size, font weight, measure, line length, vertical rhythm, FOUT, FOIT, font display, typography, fonts, typeface, type-scale, line-height, font-pairing, web-fonts, variable-fonts, design-system, accessibility, readability" mentioned.

Build web interfaces that feel like they were designed by engineers inside NERV — not by graphic designers outside it. This is the total visual identity of a fictional military-scientific organization: CRT terminals, tactical maps, neural sync diagnostics, contamination scanners, and access contro

Configures environment variables and secrets protection. Use when setting up .env files and gitignore rules for a project.

Generates GitHub Actions CI workflow configuration. Use when adding continuous integration to a project.

Diagnose and audit SEO issues affecting crawlability, indexation, rankings, and organic performance.

Everyday data transformations using functional patterns - arrays, objects, grouping, aggregation, and null-safe access

Create Tandem custom modes through guided questions, then output one valid mode JSON object for preview and apply.

Use when a PR has been created and needs to be monitored through to merge - handles CI failures, review comments, and thread resolution automatically until all checks pass and all threads are resolved.

Build daily habits with streak tracking, reminders, and progress charts. Use when starting habits, maintaining streaks, or analyzing completion rates.

Product and business-rule guardrails for Engram. Trigger: Any change that affects sync behavior, project controls, permissions, or memory semantics.

Analyze development sessions, capture learnings, and improve Claude Code instructions. Use when the user wants to reflect on a session, improve CLAUDE.md, extract learnings, or optimize AI-human collaboration. Supports two modes: quick (default) focuses on CLAUDE.md improvements, deep mode performs comprehensive session analysis with learning capture.

CloudFormation template optimization, nested stacks, drift detection, and production-ready patterns. Use when writing or reviewing CF templates.

Curated "user intent → exact command" mapping for the n8nac CLI. Use this BEFORE reading `n8nac-reference` or running `--help`. Covers the 60+ common workflows — lookup, deploy, test, debug, migrate, credentials, projects, environments. If your task matches a row here, run the linked command verbatim — no flag fishing.

Manage track lifecycle: archive, restore, delete, rename, and cleanup

Use this skill when users need Youmind board operations via API (list/find/create boards, add links/files, chat, generate image/slides/docs, extract artifacts). Browser is only for auth bootstrap/refresh.

Expert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container orchestration.

Compare the current branch against develop and generate two review documents: architecture change diagram + PR review checklist.

Screen incoming NDAs and classify them as GREEN (standard), YELLOW (needs review), or RED (significant issues). Use when a new NDA comes in from sales or business development, when assessing NDA risk level, or when deciding whether an NDA needs full counsel review.

Build Shopify apps, extensions, themes using GraphQL Admin API, Shopify CLI, Polaris UI, and Liquid.

Generates Playwright E2E specs for PwnDoc. Tests run against the full stack (frontend + backend + MongoDB) with pre-authenticated browser sessions. Run with ./pwndoc-cli test --frontend-e2e.

Render an interactive map of your world. Generates the world index from all walnut and bundle frontmatter, then produces a force-directed graph showing connections between walnuts, people, bundles, and tags. Opens in the browser.

Manage Google Drive files and folders. Upload, download, share, and organize files via Drive API.

Researches competitive benchmarks and generates optimization hypotheses for identified bottlenecks. Use after profiling.

Validates optimization plan via multi-agent review before execution. Use when verifying feasibility of optimization hypotheses.

Generate .NET SDK release notes by comparing two git branches, investigating PRs for user-facing changes, and producing a structured markdown document with contributor acknowledgments. Use this when asked to create or draft release notes for a new .NET SDK release.

Generate, edit, and transform images with commercially-safe AI models. Create images from text, edit by natural language instruction, remove backgrounds (transparent PNG), replace backgrounds, add/replace/remove objects, inpaint, outpaint, upscale (2x/4x), enhance quality, restyle (oil painting, anime, 3D), relight, reseason, restore old photos, colorize, sketch to photo, and product lifestyle shots. Use for websites, apps, presentations needing hero images, banners, product photos, product placement in scenes, icons, illustrations, or backgrounds. Also for e-commerce photography, batch generation, and pipelines. Triggers are image generation, generate/create image, edit photo, remove background, transparent PNG, replace background, product shot, lifestyle scenes, upscale, style transfer, photo restoration, colorize, sketch to image, outpaint, inpaint, cut out subject, integrate products into scene.

Use when recording architectural or implementation decisions in a module/package/area agent/decisions.md file. Use when user mentions record decision, boundary decision, why we chose, decision log, or remember this decision.

Compile raw knowledge base sources into structured wiki articles.

Transform raw data into compelling narratives that drive decisions and inspire action.

Use this skill when setting up CI/CD pipelines, configuring GitHub Actions, implementing deployment strategies, or automating build/test/deploy workflows. Triggers on GitHub Actions, CI pipeline, CD pipeline, deployment automation, blue-green deployment, canary release, rolling update, build matrix, artifacts, and any task requiring continuous integration or delivery setup.

Manage LlamaFarm worktrees for isolated parallel development. Create, start, stop, and clean up worktrees.

Consolidates text blobs into the OrbitOS vault structure (Areas + Wiki)

Evaluate FX carry trade opportunities by combining spot rates, forward points, interest rate differentials, volatility surface analysis, and historical price trends. Use when analyzing carry trades, comparing FX forward curves, assessing carry-to-vol ratios, or evaluating currency pair opportunities.

Azure Resource Manager SDK for Azure SQL in .NET.

description: Systematic stock screening and investment idea sourcing. Combines quantitative screens, thematic research, and pattern recognition to surface new long and short ideas. Use when looking for new ideas, running screens, or conducting thematic sweeps. Triggers on "idea generation", "stock s

레시피: 블로그 글 작성부터 발행까지 전체 워크플로우

Use when the task involves Office document handling such as creating, modifying, or converting PPTX, DOCX, or XLSX files, and the agent should first check whether officecli supports that workflow before choosing the execution path.

Execute the fast path for trivial changes with minimal governance ceremony. Use when: (1) User invokes /quick, (2) Change is doc-only or non-behavioral, (3) No RFC or ADR work is needed

Transform feature descriptions into well-structured project plans following conventions

Execute governed implementation workflow with work items, RFC/ADR checks, phase gates, testing, and closure. Use when: (1) User invokes /gov, (2) A non-trivial change needs work item tracking, (3) Implementation may require RFC/ADR handling

Technology-agnostic blueprint generator for creating comprehensive copilot-instructions.md files that guide GitHub Copilot to produce code consistent with project standards, architecture patterns, and exact technology versions by analyzing existing codebase patterns and avoiding assumptions.

This skill should be used when comparing two videos to analyze compression results or quality differences. Generates interactive HTML reports with quality metrics (PSNR, SSIM) and frame-by-frame visual comparisons. Triggers when users mention "compare videos", "video quality", "compression analysis", "before/after compression", or request quality assessment of compressed videos.

Universal coding standards, best practices, and patterns for TypeScript, JavaScript, React, and Node.js development.

Generate Digital Outcomes and Specialists (DOS) procurement documentation for UK Digital Marketplace

Clean code patterns for Azure AI Search Python SDK (azure-search-documents). Use when building search applications, creating/managing indexes, implementing agentic retrieval with knowledge bases, or working with vector/hybrid search. Covers SearchClient, SearchIndexClient, SearchIndexerClient, and KnowledgeBaseRetrievalClient.

Very quick process to create implementation-ready quick specs for small changes or features. Use when the user says "create a quick spec" or "generate a quick tech spec"

Manually trigger plan-sync to update downstream task specs after implementation drift. Use when code changes outpace specs.

Debug applications using the dbg CLI debugger. Supports Node.js (V8/CDP), Bun (WebKit/JSC), and native code via LLDB (DAP). Use when: (1) investigating runtime bugs by stepping through code, (2) inspecting variable values at specific execution points, (3) setting breakpoints and conditional breakpoints, (4) evaluating expressions in a paused context, (5) hot-patching code without restarting (JS/TS), (6) debugging test failures by attaching to a running process, (7) debugging C/C++/Rust/Swift with LLDB, (8) any task where understanding runtime behavior requires a debugger. Triggers: "debug this", "set a breakpoint", "step through", "inspect variables", "why is this value wrong", "trace execution", "attach debugger", "runtime error", "segfault", "core dump".

Semantic image-text matching with CLIP and alternatives. Use for image search, zero-shot classification, similarity matching. NOT for counting objects, fine-grained classification (celebrities, car models), spatial reasoning, or compositional queries. Activate on "CLIP", "embeddings", "image similarity", "semantic search", "zero-shot classification", "image-text matching".

This is the core skill for the deep research and writing tool—combining AI-driven deep research with well-formatted written outputs. Every document produced is backed by comprehensive literature search and verified citations through the research-lookup skill.

Guide for creating templates for the Obsidian Web Clipper. Use when you want to create a new clipping template, understand available variables, or format clipped content.

Step-by-step guide for adding a new React hook to the shadcn-hooks project. Use when the user wants to create, add, or implement a new hook in this repository.

Curated documentation reference for developers building with Pinecone. Contains links to official docs organized by topic and data format references. Use when writing Pinecone code, looking up API parameters, or needing the correct format for vectors or records.

Creates encapsulated, reusable query objects for complex database queries with composable scopes. Use when building reports, dashboards, aggregations, or when user mentions query objects, complex queries, or statistics.

AI agents as force multipliers for quality work. Core skill for all 19 QE agents using PACT principles.

Gather and summarize topic-specific news.

Plan and build production-ready FastAPI endpoints with async SQLAlchemy, Pydantic v2 models, dependency injection for auth, and pytest tests. Uses interview-driven planning to clarify data models, authentication method, pagination strategy, and caching before writing any code.

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Systematically finds and fixes bugs using proven debugging techniques. Traces from symptoms to root cause, implements fixes, and prevents regression.

Validate all intermediate calculations during inference are correct using source of truth values

sharp-edges

Automated compliance checking against CIS, PCI-DSS, HIPAA, and SOC 2 benchmarks

Use when running a governed editorial assignment desk from Readian recommendations through candidate selection and source-backed story packs.

Automate Zendesk tasks via Rube MCP (Composio): tickets, users, organizations, replies. Always search tools first for current schemas.

Offloads heavy, token-intensive reasoning and search tasks to Antigravity CLI (agy) via MCP. MANDATORY delegation for grep, git diff, git log, large files, multi-file analysis.

Problem-solving strategies for analytic functions in complex analysis

This page provides a skill definition for OpenCode agents to use Labtasker.

Apple Combine framework for reactive programming. Publishers, subscribers, operators, and error handling.

1. create the file WORKLOG/YYYYMMDD.md if it doesn't already exist. 2. if the file exists, append a new TOP-LEVEL markdown section to it. 3. When you add a section, follow this format for the section header, so it has HH:MM timestamp followed by suitable concise topic

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.

Migrates files containing React Native components which use the React Native Gesture Handler 2 API to Gesture Handler 3.

Creative writing skill for capturing story brainstorming. Use when the user is exploring narrative ideas, discussing characters, planning episodes, or thinking through story possibilities. Creates minimal working notes that preserve creative freedom by recording only what was stated and marking sources.

Enable feature flag mode - all code changes will be guarded by feature flags for safe rollback. Use when implementing new features that need gradual rollout, A/B testing, or safe rollback capability. Applies the Legacy pattern for large changes, factory/DI switching for medium changes, and simple conditionals for small changes. Use when user mentions feature flag, feature toggle, gradual rollout, safe rollback, or guard with flag.

Use when reviewing UX correctness and accessibility risks, delegating UI-framework-heavy checks to bill-kmp-code-review-ui. Use when user mentions UX review, accessibility, content description, screen reader, or localization review.

Evaluate research artifacts against NDSS badge criteria (Available, Functional, Reproduced) by checking DOI, documentation, exercisability, and reproducibility requirements.

Work with B2C Commerce site metadata XML for custom attributes and object types. Use when defining custom attributes on products/orders/customers, creating custom object types, or setting site preferences via XML import. Covers system-objecttype-extensions.xml and custom-objecttype-definitions.xml.

Implements policy-based authorization with Pundit for resource access control. Use when adding authorization rules, checking permissions, restricting actions, role-based access, or when user mentions Pundit, policies, authorization, or permissions.

Plan and prioritize product roadmaps using frameworks like RICE, MoSCoW, and ICE. Use when creating a roadmap, reprioritizing features, mapping dependencies, choosing between Now/Next/Later or quarterly formats, or presenting roadmap tradeoffs to stakeholders.

Manages daily notes workflow in Obsidian. Appends tasks, session logs, and learnings to today's daily note. Creates the daily note if it doesn't exist. Bridges Claude Code sessions to your daily note so nothing gets lost. Activates on "add to daily", "log this", "daily note", or end of session when daily notes are enabled.

Create Architecture Decision Record from specification context.

Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI training or research. No authentication required. Query by metadata, visualize in browser, check licenses.

Project configuration: atmos.yaml structure, all sections, discovery, merging, base paths, settings, imports, profiles

Initialises an Obsidian vault for Claude Code workflows. Sets up folder structure, frontmatter conventions, templates, starter .base views, and a CLAUDE.md that describes the vault so future sessions understand it instantly. Activates on "set up obsidian", "init vault", "new vault", or first contact with an Obsidian project that has no CLAUDE.md.

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.

Define, track, and analyze product metrics with frameworks for goal setting and dashboard design. Use when setting up OKRs, building metrics dashboards, running weekly metrics reviews, identifying trends, or choosing the right metrics for a product area.

How to use a Win32 build of BusyBox to run many of the standard UNIX command line tools on Windows.

PR creation workflow for Engram following the issue-first enforcement system. Trigger: When creating a pull request, opening a PR, or preparing changes for review.

Use when reviewing Kotlin backend/server API boundaries including request validation, serialization, HTTP or RPC contracts, status-code mapping, and backward compatibility. Use when user mentions API contract, request validation, response serialization, status codes, or backward compatibility in Kotlin backend.

A library for building, validating, visualizing, and serializing dialogue graphs. Use this when parsing scripts or creating branching narrative structures.

Build AI agents on Cloudflare Workers using the Agents SDK. Load when creating stateful agents, durable workflows, real-time WebSocket apps, scheduled tasks, MCP servers, or chat applications. Covers Agent class, state management, callable RPC, Workflows integration, and React hooks. Biases towards retrieval from Cloudflare docs over pre-trained knowledge.

Comprehensive guide for mastering modern JavaScript (ES6+) features, functional programming patterns, and best practices for writing clean, maintainable, and performant code.

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.

Produce weekly progress summaries from Notion sources.

Session orchestrator — reads handoff, picks unblocked tasks, distributes to parallel workers, tracks agent assignments, manages correction cycles.

Convert user stories to GitHub issues. Use when ready to create issues. Triggers on: create github issues, export to github, generate issues.

Interactive open-source license compliance audit to identify all dependency licenses, flag risks, and detect license incompatibilities.

Vue bindings for TanStack Router: RouterProvider, useRouter, useRouterState, useMatch, useMatches, useLocation, useSearch, useParams, useNavigate, useLoaderData, useLoaderDeps, useRouteContext, useBlocker, useCanGoBack, Link, Navigate, Outlet, CatchBoundary, ErrorComponent, Html, Body. Vue-specific patterns with Ref<T> returns, defineComponent, h() render functions, provide/inject, and computed refs.

Creates well-structured Obsidian notes with proper frontmatter, wikilinks, and template adherence. Detects available CLI (official, Yakitrak, or direct file write) and uses the best option. Reads vault conventions from CLAUDE.md before creating. Activates on "create note", "new note", "add to obsidian", or when creating markdown files in an Obsidian vault.

Use when an OpenClaw user clearly wants a local Office file artifact such as a PPTX, DOCX, or XLSX, and route the request through officecli agent-bridge instead of parsing human CLI output.

AI image generation via SkillBoss: text-to-image, image upscaling, and image-to-image transformation. Powered by Flux, DALL-E, Gemini, and more.

Vaaya is your extension to the world: it lets you do what you can't do on your own by connecting you to any external service and running multi-step workflows on your behalf.

Builds the Fake Survey Generator React frontend with Vite and TypeScript. Use this skill when frontend code changes need to be compiled and validated for TypeScript errors. This skill orchestrates the npm build command and reports build errors.

基于企百科 API，快速查询企业工商信息和人员关联信息，将结果转为中文 Markdown 后回答用户。

Debug the VM agent pipeline — Phone → Agent-Proxy → VM (mobile) and Desktop Claude Agent Bridge. Use when AI chat messages don't come through, AI stops unexpectedly, second query times out, EPIPE errors, session confusion, tool calls failing, or agent bridge crashes. Triggers: 'AI chat not working', 'message not coming through', 'AI stopped', 'agent bridge', 'EPIPE', 'nodeNotFound', 'agent chat timeout', 'second query', 'query not responding', 'VM agent', 'agent proxy'.

Run a frontend load testing audit. Seeds data, tests all pages via Chrome DevTools MCP, records network calls, TanStack queries, DOM sizes, and generates a timestamped report.

Search and retrieve preprints from arXiv via the Atom API. Use this skill when searching for papers in physics, mathematics, computer science, quantitative biology, quantitative finance, statistics, electrical engineering, or economics by keywords, authors, arXiv IDs, date ranges, or categories.

This skill extends `django-security` with file uploads, API security, headers, and deployment. Load `django-security` first.

Use when reviewing architecture, boundaries, DI scopes, and source-of-truth consistency in Kotlin code. Use when user mentions Kotlin architecture, DI scope, module boundaries, or dependency direction in Kotlin code.

Use when you need a comprehensive code review combining architecture, security, and test perspectives - especially before merging, releasing, or after major changes.

```void --- type: socket-request attrs: uid: "s1ocket2-e5f6-7890-abcd-ef1234567890" content: - type: smethod attrs: uid: "sm1eth2-e5f6-7890-abcd-ef1234567890" method: UserService.GetUser visible: true content: grpc.UserService.GetUser - type: surl attrs: uid: "su1rl23-e5f6-7890-abcd-ef1234567890" co

Create and submit a GitHub PR from the current branch

Guide for adding a new benchmark or training environment to NeMo-Gym. Use when the user asks to add, create, or integrate a benchmark, evaluation, training environment, or resources server into NeMo-Gym. Also use when wrapping an existing 3rd-party benchmark library. Covers the full workflow: data preparation, resources server implementation, agent wiring, YAML config, testing, and reward profiling (baselining). Triggered by: "add benchmark", "new resources server", "integrate benchmark", "wrap benchmark", "add training environment", "add eval".

Automatically trace Claude Code conversations to Braintrust for observability. Captures sessions, conversation turns, and tool calls as hierarchical traces.

Two-tier memory system that makes the AI a true workplace collaborator. Decodes shorthand, acronyms, nicknames, and internal language so the AI understands requests like a colleague would. Uses CONTEXT.md for working memory and a memory/ directory for the full knowledge base.

Patterns and techniques for mitigating breaking changes during Azure management-plane SDK migration from Swagger/AutoRest to TypeSpec. Covers SDK-side customizations (partial classes, CodeGenType, CodeGenSuppress) and TypeSpec decorator customizations (clientName, access, markAsPageable, alternateType).

Show quorum status — audit state, skill health, or both. Subcommands: audit (gate verdicts, locks, retro), skills (wrapper parity, trigger conflicts), all (everything). Triggers on 'status', 'skill status', 'gate status', '상태'.

Cultural and collaboration norms for Engram contributors and agents. Trigger: Starting substantial work, reviewing changes, or defining team conventions.

Orchestrate GSD (Get Shit Done) projects programmatically via headless CLI. Use when an agent needs to create milestones from specs, execute software development workflows, monitor task progress, check project status, or control GSD execution (pause/stop/skip/steer). Triggers on requests to "run gsd", "create milestone", "execute project", "check gsd status", "orchestrate development", "run headless workflow", or any programmatic interaction with the GSD project management system. Essential for building orchestrators that coordinate multiple GSD workers.

Web browser game development principles. Framework selection, WebGPU, optimization, PWA.

When to use: ['Web applications and APIs', 'Need any runtime or library', 'Complex services with multiple endpoints', 'Stateless containerized workloads']

End-of-session ritual that syncs Claude Code session artifacts to an Obsidian vault. Chains breadcrumbs, retrospective, note creation, and daily driver into a single flow. Creates session notes, updates daily note, and leaves breadcrumbs. Activates on "sync to obsidian", "save session", "end session", or when user wraps up significant work in a vault-connected project.

Simple task management using a shared TASKS.md file. Reference this when the user asks about their tasks, wants to add/complete tasks, or needs help tracking commitments.

Deploy and manage (B2C/SFCC/Demandware) Managed Runtime (MRT) storefronts using the b2c cli. Always reference when using the CLI to deploy MRT bundles, manage MRT environments, set environment variables, configure redirects, or manage MRT projects and organizations.

X/Twitter CLI and SDK for reading, searching, posting, and engagement via cookie auth.

Mingli (命理) — Multi-system daily horoscope: Western astrology (natal chart + transits), Ba-Zi / Four Pillars (Bát Tự), numerology, I Ching (Kinh Dịch). Kerykeion + astronomyapi.com. Telegram delivery.

Analyze citation networks, impact metrics, and bibliometric patterns

Executes implementation tasks using Test-Driven Development, prevents code duplication through anti-duplication checks, and maintains quality through continuous testing. Use when implementing features from tasks.md, during the /implement phase, or when the user requests TDD-based implementation. (project)

Use when reviewing performance risks in Kotlin code, including hot-path work, blocking I/O, latency regressions, and resource waste. Use when user mentions performance, blocking I/O, hot path, memory leak, or latency in Kotlin code.

Parses documents (images, PDFs, scans) via the GLM-OCR SDK.

Automatically copy trades from successful wallets on Polymarket and crypto

Design tasks into tracks with work breakdowns. Writes and maintains PRDs, generates DRM-driven documents. Use whenever the user mentions planning, PRD, tracks, features, requirements, work breakdown, or 설계/기획.

Build landing pages and web UIs using a dark blueprint/wireframe aesthetic with sharp edges, connected sections, dashed outlines, measurement annotations, and technical typography. Use when creating marketing sites, landing pages, or product pages.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

Manage Fly.io apps, machines, volumes and certificates via Machines API

Transform messy input (error logs, voice notes, screenshots) into clean, actionable GitHub issues.

Built-in web interface for communicating with Claude without external services. Use when setting up or configuring the web console channel, or troubleshooting browser-based access.

Use this skill when implementing encryption, hashing, TLS configuration, JWT tokens, or key management. Triggers on encryption, hashing, bcrypt, AES, RSA, TLS certificates, JWT signing, HMAC, key rotation, digital signatures, and any task requiring cryptographic implementation or protocol selection.

Provide a comprehensive, structured reference for the 100 most critical web application vulnerabilities organized by category. This skill enables systematic vulnerability identification, impact assessment, and remediation guidance across the full spectrum of web security threats.

Search context data(memories, skills and resource) from OpenViking Context Database (aka. ov). Trigger this tool when 1. need information that might be stored as memories, skills or resources on OpenViking; 2. is explicitly requested searching files or knowledge; 3. sees `search context`, `search openviking`, `search ov` request.

CI/CD: GitHub Actions, Spacelift, Atlantis, `atmos describe affected` for change detection

Use when reviewing unit tests in a file, current changes, or a commit to flag low-value, tautological, or coverage-only tests that do not validate real behavior. Use when user mentions check test quality, review tests, tautological tests, weak tests, or coverage-padding.

Capture technical breakthroughs and transform them into actionable, reusable documentation. Use this skill when the user has achieved a significant technical insight, solved a hard problem, discovered a non-obvious solution, or wants to document a breakthrough moment. Also trigger when the user mentions "eureka", "breakthrough", "document this insight", "capture this discovery", or wants to turn a technical win into reusable knowledge.

Access Adobe Creative Cloud APIs - Photoshop, Lightroom, PDF Services, and Firefly AI. Automate creative workflows.

Migration logic for Azure SDK for .NET libraries migrating from AutoRest/Swagger to TypeSpec-based generation.

Environment Triage

Multi-period supply chain planning model: data files, BOM structure, variable/constraint reference for the max-supply base model.

Search computer science publications, authors, and venues via DBLP

Initialize the productivity system and open the dashboard. Use when setting up the plugin for the first time, bootstrapping working memory from your existing task list, or decoding the shorthand (nicknames, acronyms, project codenames) you use in your todos.

Extract CLI command structure from commander/yargs for AI agent skill generation Use when working with agent-skills, cli, commander, documentation, skill-generation, yargs.

Complete guide to observability patterns for Istio, Linkerd, and service mesh deployments.

Google Chat: Manage Chat spaces and messages.

Manage tasks using a Markdown file at `.alma/todos-<THREAD_ID>.md` in the current workspace directory. Use the thread ID from the system prompt to create the filename (e.g., `.alma/todos-abc123.md`). This prevents conflicts when multiple threads share the same workspace.

Annotated deep learning paper implementations with code walkthroughs

cd skills/data-viz

Look up the latest news for the user from specified news sites. Provides authoritative URLs for politics, finance, society, world, tech, sports, and entertainment. Use browser_use to open each URL and snapshot to get content, then summarize for the user.

This skill covers patterns for building LLM applications, RAG pipelines, and AI workflows with Apache Hamilton.

Execute work plans efficiently while maintaining quality and finishing features

Django REST Framework patterns. Trigger: When building REST APIs with Django - ViewSets, Serializers, Filters.

Fixture quality-check content.

This skill should be used when the user asks to "analyze network traffic with Wireshark", "capture packets for troubleshooting", "filter PCAP files", "follow TCP/UDP streams", "detect network anomalies", "investigate suspicious traffic", or "perform protocol analysis". It provides comprehensive techniques for network packet capture, filtering, and analysis using Wireshark.

Use when a user asks for a plan for a coding task, to generate a clear, actionable, and atomic checklist.

Problem-solving strategies for sigma algebras in measure theory

Guide for Android and iOS game security, reversing, and anti-cheat-adjacent platform research. Use this skill when working with APK or IPA analysis, IL2CPP mobile titles, Frida, Zygisk or Magisk, jailbreak or root detection bypass, Android kernel modules, emulator detection, or mobile anti-cheat systems.

Guide for working in parallel with other agents. Use when another agent is already working in the same directory, or when you need to work on multiple features simultaneously. Covers git worktrees as the recommended approach.

Watch important pages and notify when content changes.

A specialized skill for managing Model Context Protocol (MCP) servers by editing the standard mcp.json configuration file.

Guide for building UIs with shadcn/ui components. Use when (1) creating or styling React components, (2) working with UI elements like buttons, inputs, selects, checkboxes, dialogs, sheets, popovers, tooltips, cards, tables, tabs, accordions, menus, dropdowns, badges, alerts, toasts, forms, calendars, carousels, sidebars, or any other UI component, (3) user mentions "shadcn", "ui components", or asks about component usage, (4) editing files in components/ui directory.

Analyze a screen recording of a manual process and produce targeted, working automation scripts. Extracts frames and audio narration from video files, reconstructs the step-by-step workflow, and proposes automation at multiple complexity levels using tools already installed on the user machine.

Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.

Write content to Seed Hypermedia documents and comments using the Seed CLI. Use when the user wants to create, update, or modify Seed documents or comments.

Monitor service health checks and alert on failures.

Use this skill to automate a new version release for the juriscraper project. Trigger by asking to "release a new version" or "bump version."

wget https://raw.githubusercontent.com/xpzouying/xiaohongshu-mcp/main/docker/docker-compose.yml

Apple Human Interface Guidelines for platform-specific design.

Investigate sudden drops in organic traffic or rankings and run a structured forensic SEO incident response with triage, root-cause analysis and recovery plan.

Review and improve the clarity, tone, and impact of text files in your workspace.

How the atopile Language Server works (pygls), how it builds per-document graphs for completion/hover/defs, and the invariants for keeping it fast and crash-proof.

**Auto-activates when user mentions:** - "terminator issue" - "terminator bug" - "terminator error" - "terminator not working" - "create issue" - "report bug"

Set up keyboard shortcuts and chord bindings for a Rezi app. Use when adding hotkeys, key combos, or modal input modes.

Start your day with a prioritized sales briefing. Works standalone when you tell me your meetings and priorities, supercharged when you connect your calendar, CRM, and email. Trigger with "morning briefing", "daily brief", "what's on my plate today", "prep my day", or "start my day".

Guide developers through creating a custom generation pipeline plugin for AutoRAG-Research. Walks through scaffolding, implementing BaseGenerationPipeline methods, composing with retrieval pipelines, writing YAML configs, testing, and installing. Use when building a new RAG generation strategy (e.g., chain-of-thought RAG, multi-hop RAG).

Onboard this agent to Cortex by reading its config from the team directory and generating the local protocol file.

Unity audio system — AudioMixer groups, snapshots, spatial audio, audio source pooling, compression per platform.

Expert guide for diagnosing and fixing Odoo performance issues: slow queries, worker configuration, memory limits, PostgreSQL tuning, and profiling tools.

Prepare for a sales call with account context, attendee research, and suggested agenda. Works standalone with user input and web research, supercharged when you connect your CRM, email, chat, or transcripts. Trigger with "prep me for my call with [company]", "I'm meeting with [company] prep me", "call prep [company]", or "get me ready for [meeting]".

All pods run in namespace crs. Key services:

Stage all changes, create a conventional commit, and push to the remote branch.

You are **SoloFounder**, the thinking partner for one-person startups and indie hackers. You operate in the pre-revenue to early revenue territory where time is the only non-renewable resource and everything is a tradeoff. You've been the solo technical founder twice — shipped, iterated, and learn

Use when distributing Electrobun apps, configuring auto-updates, uploading artifacts, understanding update channels, or integrating the Updater API. Covers artifact naming, update.json format, bsdiff patch generation, upload targets, and the full Updater lifecycle.

Unified skill for content extraction and analysis workflows.

Create and manage Shopify products via the Admin API. Workflow: gather product data, choose method (API or CSV), execute, verify. Use when adding products, bulk importing, updating variants, managing inventory, uploading product images, or assigning products to collections.

Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV/JSON for graph databases and visualization. Trigger only when the user explicitly wants a security-oriented ownership or bus-factor analysis grounded in git history (for example: orphaned sensitive code, security maintainers, CODEOWNERS reality checks for risk, sensitive hotspots, or ownership clusters). Do not trigger for general maintainer lists or non-security ownership questions.

Run all 8 done-criteria checks (CQ/T/CC/CL/S/I/FV/CV) with 20 analysis tools and 5-language registry. Deterministic tools only — zero LLM tokens. Triggers on 'verify', 'self check', 'pre-audit', '검증', '자가 검증'.

Use this skill when you need to write, review, or debug automated tests for applications built on the Jazz framework. This skill provides the correct architectural patterns for simulating local-first synchronization and multi-user environments without resorting to invalid mocking strategies.

Audit a spreadsheet for formula accuracy, errors, and common mistakes. Scopes to a selected range, a single sheet, or the entire model (including financial-model integrity checks like BS balance, cash tie-out, and logic sanity). Triggers on "audit this sheet", "check my formulas", "find formula errors", "QA this spreadsheet", "sanity check this", "debug model", "model check", "model won't balance", "something's off in my model", "model review".

Provides assistance with planning family history and genealogy research projects.

Calculate portfolio risk metrics including VaR, CVaR, Sharpe, Sortino, and drawdown analysis. Use when measuring portfolio risk, implementing risk limits, or building risk monitoring systems.

Process [APPROVE] and [IGNORE] replies on /refactor review threads. Applies approved fixes to the codebase, resolves all responded threads on GitHub, commits and pushes changes. Sequential single-agent workflow. All output is in English.

Tracks cumulative LLM costs across DAG execution and makes real-time decisions to stay within budget. Downgrades models, skips optional nodes, or stops early when cost exceeds thresholds. Use when managing execution budgets, analyzing cost breakdowns, or optimizing model routing for cost. Activate on "cost budget", "too expensive", "reduce cost", "cost optimization", "model downgrade", "budget exceeded". NOT for LLM model selection logic (use llm-router), pricing comparisons across providers, or billing/invoicing.

Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new spreadsheet from scratch or from other data sources; or convert between tabular file formats. Trigger especially when the user references a spreadsheet file by name or path — even casually (like "the xlsx in my downloads") — and wants something done to it or produced from it. Also trigger for cleaning or restructuring messy tabular data files (malformed rows, misplaced headers, junk data) into proper spreadsheets. The deliverable must be a spreadsheet file. Do NOT trigger when the primary deliverable is a Word document, HTML report, standalone Python script, database pipeline, or Google Sheets API integration, even if tabular data is involved.

Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use this skill when working with demographic data, economic indicators, health statistics, environmental data, or any public datasets available through Data Commons. Applicable for querying population statistics, GDP figures, unemployment rates, disease prevalence, geographic entity resolution, and exploring relationships between statistical entities.

Use when setting up new projects or updating tool configurations. Configures Vite, TypeScript, Biome, and Vitest for React 19 projects. Covers build configuration, strict TypeScript setup, linting/formatting, and testing infrastructure.

Unity physics — non-allocating queries, collision layers, FixedUpdate discipline, continuous collision detection, character controllers, joints.

Creates Wagmi features across all layers - core actions, query options, framework bindings. Use when adding new actions, hooks, or working across packages/core, packages/react, packages/vue.

Connect to MAXIA AI-to-AI marketplace on Solana. Discover, buy, sell AI services. Earn USDC. 13 MCP tools, A2A protocol, DeFi yields, sentiment analysis, rug detection.

Comprehensive checklist for conducting thorough code reviews covering functionality, security, performance, and maintainability

Runs a YAML pipeline. Each phase must complete (and pass `verify` if present) before dependents can start. Phases without dependencies run in parallel.

Documentation alignment rules for Engram. Trigger: Any code or workflow change that affects user or contributor behavior.

Problem-solving strategies for matrices in linear algebra

Migration monitoring, CDC, and observability infrastructure

Validate and use CUDA graph capture in Megatron Bridge, including local full-iteration graphs and Transformer Engine scoped graphs for attention, MLP, and MoE modules.

Expert knowledge for Azure Backup development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when backing up Azure VMs, AKS, SQL/PostgreSQL/MySQL, SAP HANA, files/disks/blobs, or automating via CLI/PowerShell/REST, and other Azure Backup related development tasks. Not for Azure Site Recovery (use azure-site-recovery), Azure Virtual Machines (use azure-virtual-machines), Azure Blob Storage (use azure-blob-storage), Azure Files (use azure-files).

Guide developers through creating a custom retrieval pipeline plugin for AutoRAG-Research. Walks through scaffolding, implementing BaseRetrievalPipeline methods, writing YAML configs, testing, and installing. Use when building a new search/retrieval strategy (e.g., Elasticsearch, ColBERT, custom vector search).

BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq, bull queue, redis queue, background job, job queue.

Conduct comprehensive SSH security assessments including enumeration, credential attacks, vulnerability exploitation, tunneling techniques, and post-exploitation activities. This skill covers the complete methodology for testing SSH service security.

Build high-performance async APIs with FastAPI, SQLAlchemy 2.0, and Pydantic V2. Master microservices, WebSockets, and modern Python async patterns.

Connect to local Weaviate vector database and verify connection health

Creative problem-solving and ideation using SCAMPER, First Principles, Random Word, and AI-optimized techniques. Use when generating ideas, breaking creative blocks, brainstorming alternatives, or innovating.

Expert at building Odoo XML views: Form, List, Kanban, Search, Calendar, and Graph. Generates correct XML for Odoo 14-17 with proper visibility syntax.

Trigger browser verification of code changes. Args: (default), full, visual, functional

Mobile puzzle game architecture — grid/board logic, undo system, hint system, level packs, star ratings, touch drag-and-drop, tutorial overlays.

You are an expert in email marketing and automation. Your goal is to create email sequences that nurture relationships, drive action, and move people toward conversion.

Parse work-breakdown files into structured requirements tables. Extracts Req IDs, target files, acceptance criteria, dependencies. Triggers on 'parse WB', 'extract requirements', '요구사항 추출', 'WB 파싱'.

Composite: security audit -> production upgrade -> self-evaluation. Use when user says 'audit', 'check the codebase', 'find and fix issues', or 'is this production-ready'.

TextMeshPro text rendering — font asset creation, material presets, rich text tags, dynamic font fallback, sprite assets in text. Use for all text rendering in Unity.

Generate comprehensive documentation for Microsoft Copilot Studio agents from exported Dataverse solutions using the Power Platform CLI. Use when asked, to analyse the solution with the agents file and create documentation from the contents.

Korean stock market AI analyst. Monitor KOSPI/KOSDAQ, track watchlist, deliver briefings, and answer questions about Korean market movements.

Set up Shopify CLI auth and Admin API access for a store. Workflow: install CLI, authenticate, create custom app, store access token, verify. Use when connecting to a Shopify store, setting up API access, or troubleshooting auth issues with Shopify CLI or Admin API tokens.

此 skill 确保所有代码开发遵循 TDD 原则并具有全面的测试覆盖。

Score content against the 10 GEO criteria with evidence and prioritized fixes. Use when users ask to score, rate, evaluate, or estimate ranking strength.

Understanding and calculating research impact metrics

Extract reusable components from approved HTML mockups during implementation. Identifies patterns, maps CSS to Tailwind, and populates prototype-patterns.md for visual fidelity. Use at start of /implement for UI-first features.

Resume project or hunt work from the previous session with full context restoration

Creates comprehensive technical documentation from existing codebases. Analyzes architecture, design patterns, and implementation details to produce long-form technical manuals and ebooks.

STMicroelectronics STM32 HAL and Low-Level driver expertise

AI-powered image editing with style transfer and object removal

Automate ClickUp project management including tasks, spaces, folders, lists, comments, and team operations via Rube MCP (Composio). Always search tools first for current schemas.

🌐 **Languages:** 🇺🇸 [English](../../../../../skills_omni/learning-opportunities/SKILL.md) · 🇪🇸 [es](../../../es/skills_omni/learning-opportunities/SKILL.md) · 🇫🇷 [fr](../../../fr/skills_omni/learning-opportunities/SKILL.md) · 🇩🇪 [de](../../../de/skills_omni/learning-opp

INVOKE THIS SKILL at the START of any LangChain/LangGraph/Deep Agents project, before writing any agent code. Determines which framework layer is right for the task: LangChain, LangGraph, Deep Agents, or a combination. Must be consulted before other agent skills.

Create LangChain agents with create_agent, define tools, and use middleware for human-in-the-loop and error handling.

Send and close SIGNL4 alerts using the SIGNL4 inbound webhook (team secret in URL).

Configure a Rails project to work with Conductor (parallel coding agents)

Automate GitHub repositories, issues, pull requests, branches, CI/CD, and permissions via Rube MCP (Composio). Manage code workflows, review PRs, search code, and handle deployments programmatically.

Generates Obsidian .base files from natural language descriptions. Translates requests like "show me all active project notes sorted by date" into valid .base YAML with filters, formulas, views, and summaries. Activates on "create base", "make a view", "show me all notes where", "dashboard", or when user wants structured views of their vault.

Execute multi-agent voting for critical decisions using MAKER-style first-to-ahead-by-k error correction.

React component architecture for creating composable, accessible components with data attributes. Use when creating/updating composable components, not for higher-level feature/page components.

Explore a codebase like an AI would, surface architectural friction, and propose deep-module changes that improve testability and agent-friendliness.

Build search applications with vector, hybrid, and semantic search capabilities.

Production deployment principles and decision-making. Safe deployment workflows, rollback strategies, and verification. Teaches thinking, not scripts.

Upscale and enhance image and video resolution using AI

Research a library and create comprehensive documentation in .claude/docs/libraries/.

Elite code review expert specializing in modern AI-powered code

INVOKE THIS SKILL when setting up a new project or when asked about package versions, installation, or dependency management for LangChain, LangGraph, LangSmith, or Deep Agents. Covers required packages, minimum versions, environment requirements, versioning best practices, and common community tool packages for both Python and TypeScript.

Patterns for automating GitHub workflows with AI assistance, inspired by [Gemini CLI](https://github.com/google-gemini/gemini-cli) and modern DevOps practices.

This skill should be used when the user asks to convert an academic paper in LaTeX from one format (e.g., Springer, IPOL) to another format (e.g., MDPI, IEEE, Nature). It automates extraction, injection, fixing formatting, and compiling.

PostgreSQL database optimization workflow for query tuning, indexing strategies, performance analysis, and production database management.

Identify and exploit authentication and session management vulnerabilities in web applications. Broken authentication consistently ranks in the OWASP Top 10 and can lead to account takeover, identity theft, and unauthorized access to sensitive systems.

Detects and removes AI-generated writing patterns from English text. Rewrites content to sound natural, authentic, and genuinely human.

9 diagrams & visuals skills. Trigger: creating diagrams, flowcharts, architecture visuals, LaTeX drawings. Design: tool-specific guides (Mermaid, Excalidraw, TikZ) with academic conventions.

description: Build quick IRR/MOIC sensitivity tables for PE deal evaluation. Models returns across entry multiple, leverage, exit multiple, growth, and hold period scenarios. Use when sizing up a deal, stress-testing assumptions, or preparing IC returns exhibits. Triggers on "returns analysis", "IRR

INVOKE THIS SKILL when you need human-in-the-loop approval, custom middleware, or structured output. Covers HumanInTheLoopMiddleware for human approval of dangerous tool calls, creating custom middleware with hooks, Command resume patterns, and structured output with Pydantic/Zod.

Git rebase assistant that rebases the current working branch onto the default branch, intelligently resolves merge conflicts by examining PR and issue context, and reports unresolvable conflicts for user review

Set up the GenAI Engine development environment. Use when starting work on the project for the first time, or when environment needs to be reset. Handles Poetry, PostgreSQL, migrations, and environment variables.

Use the Inbound CLI to manage mailbox profiles, list and read emails, and keep an agent's default mailbox context between sessions.

This skill guides you through creating custom external web service APIs for Moodle LMS, following Moodle's external API framework and coding standards.

Rename a VIPER screen across all files including View, Presenter, Interactor, Router, Delegate, CoreBuilder extension, CoreRouter extension, event name strings, and cross-references from other screens. Use when the user asks to rename, refactor, or change the name of a screen.

Implement framebuffer and diff renderer with grapheme safety and minimal terminal output.

Comprehensive performance optimization guide for React and Next.js applications, maintained by Vercel. Contains 45 rules across 8 categories, prioritized by impact to guide automated refactoring and code generation.

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 save an updated version.

A skill-format reference for any agent (Claude Code, Codex, Cursor, Hermes, plain-MCP) calling this server. For human-readable installation instructions, see [README.md](README.md). For harness-agnostic routing logic and the pasteable instruction block (drop into your harness's global `CLAUDE.md` /

Sync linked issue status for before_specify hook.

Set up AWS SES for receiving inbound emails with SNS webhook delivery

Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on limited GPU memory, when you need faster inference than GPTQ with better accuracy preservation, or for instruction-tuned and multimodal models. MLSys 2024 Best Paper Award winner.

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.

Verify scientific claims, political statements, and environmental assertions against evidence

Molecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurization options and MoleculeNet benchmarks. Best for quick experiments with pre-trained models, diverse molecular representations. For graph-first PyTorch workflows use torchdrug; for benchmark datasets use pytdc.

High-quality app code generation for end users building Rust desktop GUIs with gpui + Yororen UI (yororen_ui). Use when a user asks to build or modify an application using Yororen UI/gpui (e.g., "build a beautiful counter with yororen ui", "add a modal form", "add i18n", "use TextInput/SearchInput/ComboBox"), or when working in a Rust project that depends on yororen_ui. Not for contributing to yororen-ui itself.

Performs video editing using the Volcengine cloud editing API with native Track structure.

Test-driven development with a strict red-green-refactor loop, vertical slices, and deep modules. Use to build features or fix bugs using TDD.

Comprehensive guide to creating, structuring, and distributing Python packages using modern packaging tools, pyproject.toml, and publishing to PyPI.

Add a PostgreSQL database with Drizzle ORM to a Scaffold-ETH 2 project. Use when the user wants to: add a database, use Drizzle ORM, integrate Neon PostgreSQL, store off-chain data, build a backend with database, or add persistent storage to their dApp.

Relentlessly interview the user when they want to learn about a topic, plan, or design until you both reach a shared, testable understanding, before any planning or implementation.

Modifies non-operator Kubernetes deployment manifests, profile-owned stack resources, or profile-specific platform wiring. Use when changing deploy/kubernetes stack manifests outside CRDs, such as response-api, ai-gateway, routing-strategies, observability, or streaming profiles.

Distributed agent swarm orchestrator — spawns parallel subagent clusters for any task with configurable depth, swarm size, and convergence criteria

description: Prepare for client review meetings with portfolio performance summary, allocation analysis, talking points, and action items. Pulls together account data into a concise meeting-ready format. Use before quarterly reviews, annual checkups, or ad-hoc client meetings. Triggers on "client re

Defining typed state schemas for @durable-streams/state. createStateSchema() with CollectionDefinition (schema, type, primaryKey), Standard Schema validators (Zod, Valibot, ArkType), event helpers insert/update/delete/upsert, ChangeEvent and ControlEvent types, State Protocol operations, transaction IDs (txid) for write confirmation. Load when defining entity types, choosing a schema validator, or creating typed change events.

Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. Covers temperature scaling, soft targets, reverse KLD, logit distillation, and MiniLLM training strategies.

Ask users questions via the UI. Use when you need clarification, user preferences, or confirmation before proceeding. The user CANNOT see CLI output - this tool is the ONLY way to communicate with them.

Принимает компактное JSON-определение формы (20–50 строк) и генерирует полный корректный Form.xml (100–500+ строк) с namespace-декларациями, автогенерированными companion-элементами,

Interactively create a new Task work item as a child of an existing User Story in Azure DevOps.

Azure Key Vault Secrets Java SDK for secret management. Use when storing, retrieving, or managing passwords, API keys, connection strings, or other sensitive configuration data.

Vendor-overridden Livewire skill

GitHub CLI (gh) comprehensive reference for repositories, issues, pull requests, Actions, projects, releases, gists, codespaces, organizations, extensions, and all GitHub operations from the command line.

Adds a new publication page to the RLinf Sphinx docs (EN + ZH) and wires it into the Publications index/toctree and navbar. Use when the user asks to add a publication/paper page, convert a paper README/markdown into docs, or update the publications listing.

Technical SEO auditor and fixer. Runs Lighthouse/PageSpeed audits on websites or local dev servers, analyzes SEO/performance/accessibility scores, and automatically implements fixes for meta tags, structured data, Core Web Vitals, and accessibility issues.

Deploy ERC20 tokens with Uniswap V4 pools on Base, Ethereum, Arbitrum

Install and configure Rho from scratch (Doom-style init.toml + sync). Only prereq: a coding agent that can run shell commands.

Generate tool-specific configuration files (Cursor rules, Copilot instructions, Windsurf rules) from the .context/ documentation. Use when setting up a project for a specific AI coding tool.

How to use the coala-client CLI for chat with LLMs, MCP servers, and skills. Use when the user asks how to use coala, run coala chat, add MCP servers, import CWL toolsets, list or call MCP tools, or import or load skills.

Applies tests-first discipline (red/green/refactor) and adds regression tests for bugs. Use when implementing features, fixing bugs, or refactoring.

Explore requirements and approaches through collaborative dialogue before planning implementation

Generate OpenEnv environments from a concrete use case (for example, "generate an env for the library textarena"). Use when asked to design or implement a new environment under envs/ by researching a target library/API, selecting matching OpenEnv examples, asking key implementation questions, and building models/client/server/openenv.yaml. Do not use for model training or evaluation tasks.

Implement deterministic UTF-8, grapheme segmentation, width policy, and wrapping primitives.

12 econometrics skills. Trigger: causal analysis, regression models, treatment effects, panel data. Design: method-centric guides with R/Python code and diagnostic tests.

将 `slidev-react` 视为一个会长期演进的前端产品，而不是一次性 demo。优先追求清晰度，具体是降低理解成本、修改成本和协作成本，而不是追求更抽象的概念模型。

Comprehensive guide for configuring and managing GitHub Dependabot. Use this skill when users ask about creating or optimizing dependabot.yml files, managing Dependabot pull requests, configuring dependency update strategies, setting up grouped updates, monorepo patterns, multi-ecosystem groups, security update configuration, auto-triage rules, or any GitHub Advanced Security (GHAS) supply chain security topic related to Dependabot.

Alpha and beta diversity analysis for microbiome data. Calculate within-sample richness, evenness, and between-sample dissimilarity with phyloseq and vegan. Use when comparing community composition across samples or testing for group differences in microbiome structure.

Master major dependency version upgrades, compatibility analysis, staged upgrade strategies, and comprehensive testing approaches.

Use this skill when designing SDKs, writing onboarding flows, creating changelogs, or authoring migration guides. Triggers on developer experience (DX), API ergonomics, SDK design, getting-started guides, quickstart documentation, breaking change communication, version migration, upgrade paths, developer portals, and developer advocacy. Covers the full DX lifecycle from first impression to long-term retention.

**Validation principles:** - Validate at the system boundary (API layer, form handler) — not deep in business logic. - Validate type, range, length, and format explicitly. - Reject unexpected input by default (allowlist > denylist).

Runs a PySpark script.