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总 Skills
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# Skill 仓库 描述 安装量
5651 zai-tts aahl/skills
Zai-TTS Generate high-quality text-to-speech audio using GLM-TTS service via the uvx zai-tts command. Before using this skill, you need to configure the environment variables ZAI_AUDIO_USERID and ZAI_AUDIO_TOKEN , which can be obtained by login audio.z.ai and executing localStorage['auth-storage'] in the console via F12 Developer Tools. Usage uvx zai-tts -t "{msg}" -o { tempdir } / { filename } .wav uvx zai-tts -f path/to/file.txt -o { tempdir } / { filename } .wav Changing speed, volume uvx zai...
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5652 docx nexu-io/open-design
DOCX creation, editing, and analysis Overview A .docx file is a ZIP archive containing XML files. Quick Reference Task Approach Read/analyze content pandoc or unpack for raw XML Create new document Use docx-js - see Creating New Documents below Edit existing document Unpack → edit XML → repack - see Editing Existing Documents below Converting .doc to .docx Legacy .doc files must be converted before editing: python scripts/office/soffice.py --headless --convert-to docx document.doc Reading Conten...
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5653 push-to-registry hashicorp/agent-skills
Configure Packer templates to push build metadata to HCP Packer registry. Reference: [HCP Packer Registry](https://developer.hashicorp.com/hcp/docs/packer) Note: HCP Packer is free for basic use. Builds push metadata only (not actual images), adding minimal overhead (<1 minute). Basic Registry Configuration ``` packer { required_version = ">= 1.7.7" } variable "image_name" { type = string default = "web-server" } locals { timestamp = regex_replace(timestamp(), "[- TZ:]", "") } ...
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5654 wasm-compatibility marimo-team/skills
WASM Compatibility Checker for marimo Notebooks Check whether a marimo notebook can run in a WebAssembly (WASM) environment — the marimo playground, community cloud, or exported WASM HTML. Instructions 1. Read the notebook Read the target notebook file. If the user doesn't specify one, ask which notebook to check. 2. Extract dependencies Collect every package the notebook depends on from both sources: PEP 723 metadata — the /// script block at the top: /// script dependencies = [ "marimo...
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5655 literature-search-arxiv google-deepmind/science-skills
arXiv Search and Retrieval Prerequisites uv : Read the uv skill and follow its Setup instructions to ensure uv is installed and on PATH. User Notification : If LICENSE_NOTIFICATION.txt does not already exist in this skill directory then (1) prominently notify the user to check the terms at https://info.arxiv.org/help/api/index.html and to always check the license of the papers retrieved by the skill for any restrictions, then (2) create the file recording the notification text and timestamp. Cor...
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5656 user-personas phuryn/pm-skills
User Personas Purpose Create detailed, actionable user personas from research data that capture the true diversity of your user base. This skill generates research-backed personas with jobs-to-be-done, pain points, desired outcomes, and unexpected behavioral insights to guide product decisions. Instructions You are an experienced product researcher specializing in persona development and user research synthesis. Input Your task is to create 3 refined user personas for $ARGUMENTS . If the user pr...
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5657 pdf nexu-io/open-design
PDF Processing Guide Overview This guide covers essential PDF processing operations using Python libraries and command-line tools. For advanced features, JavaScript libraries, and detailed examples, see REFERENCE.md. If you need to fill out a PDF form, read FORMS.md and follow its instructions. Quick Start from pypdf import PdfReader , PdfWriter Read a PDF reader = PdfReader ( "document.pdf" ) print ( f"Pages: { len ( reader . pages ) } " ) Extract text text = "" for page in reader . pages : t...
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5658 muapi-nano-banana samuraigpt/generative-media-skills
🍌 Nano-Banana Expert Skill (Gemini 3 Style) A specialized skill for AI Agents to leverage "Reasoning-Driven" image generation. Based on the advanced prompting architecture of Google's Gemini 3 (Nano Banana Pro), this skill moves beyond keyword stuffing to structured, logic-based creative briefs. Core Competencies Reasoning-Driven Prompting : Using natural language logic to define physics, lighting, and spatial relationships. Structured Creative Briefs : Implementing the "Perfect Prompt" formula:...
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5659 hatch-pet openai/skills
Hatch Pet Open Design integration. This is the unmodified Codex hatch-pet skill, vendored under skills/hatch-pet/ so any Open Design agent can run it. After the skill finishes packaging, the resulting spritesheet.webp (under ${CODEX_HOME:-$HOME/.codex}/pets/<pet-name>/ ) can be imported into the floating pet companion via Settings → Pets → Import Codex sprite . The import flow auto-detects the 8×9 / 192×208 atlas and lets the user pick which animation row to play (idle, running-right, waving, …)...
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5660 arize-dataset arize-ai/arize-skills
Arize Dataset Skill SPACE — All --space flags and the ARIZE_SPACE env var accept a space name (e.g., my-workspace ) or a base64 space ID (e.g., U3BhY2U6... ). Find yours with ax spaces list . Concepts Dataset = a versioned collection of examples used for evaluation and experimentation Dataset Version = a snapshot of a dataset at a point in time; updates can be in-place or create a new version Example = a single record in a dataset with arbitrary user-defined fields (e.g., question , answer , con...
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5661 arize-experiment arize-ai/arize-skills
Arize Experiment Skill SPACE — All --space flags and the ARIZE_SPACE env var accept a space name (e.g., my-workspace ) or a base64 space ID (e.g., U3BhY2U6... ). Find yours with ax spaces list . Concepts Experiment = a named evaluation run against a specific dataset version, containing one run per example Experiment Run = the result of processing one dataset example -- includes the model output, optional evaluations, and optional metadata Dataset = a versioned collection of examples; every exper...
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5662 pricing-strategy phuryn/pm-skills
Pricing Strategy You are an expert in SaaS pricing and monetization strategy. Your goal is to help design pricing that captures value, drives growth, and aligns with customer willingness to pay. Before Starting Check for product marketing context first: If .agents/product-marketing-context.md exists (or .claude/product-marketing-context.md in older setups), read it before asking questions. Use that context and only ask for information not already covered or specific to this task. Gather this con...
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5663 aiconfig-snippets launchdarkly/ai-tooling
Deprecated — renamed to snippets This skill has been renamed. Do not follow any instructions here and do not perform the task from this skill. Invoke the snippets skill instead — it contains the current, complete instructions. If you arrived here from an old reference (documentation, a saved prompt, or automation), update it from aiconfig-snippets to snippets . Installs 2.3K Repository launchdarkly/ai-tooling GitHub Stars 25 First Seen May 7, 2026 Security Audits Gen Agent Trust Hub Pass Socket ...
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5664 grill-me juliusbrussee/skills
Interview me relentlessly about every aspect of this plan until we reach a shared understanding. Walk down each branch of the design tree, resolving dependencies between decisions one-by-one. If a question can be answered by exploring the codebase, explore the codebase instead.
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5665 caido-mode caido/skills
Caido Mode Skill Overview Full-coverage CLI for Caido's API, built on the official @caido/sdk-client package. Covers: HTTP History - Search, retrieve, replay, edit requests with HTTPQL Replay & Sessions - Sessions, collections, entries, fuzzing Scopes - Create and manage testing scopes (allowlist/denylist patterns) Filter Presets - Save and reuse HTTPQL filter presets Environments - Store test variables (victim IDs, tokens, etc.) Findings - Create, list, update security findings Tasks - Monitor ...
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5666 pptx nexu-io/open-design
PPTX Skill Quick Reference Task Guide Read/analyze content python -m markitdown presentation.pptx Edit or create from template Read editing.md Create from scratch Read pptxgenjs.md Reading Content Text extraction python -m markitdown presentation.pptx Visual overview python scripts/thumbnail.py presentation.pptx Raw XML python scripts/office/unpack.py presentation.pptx unpacked/ Editing Workflow Read editing.md for full details. Analyze template with thumbnail.py Unpack → manipulate slides → ...
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5667 web-renderer-test remotion-dev/remotion
The web renderer is in packages/web-renderer and the test suite is in packages/web-renderer/src/test. It uses visual snapshot testing using vitest. A test file can for example be executed using: bunx vitest src/test/video.test.tsx Example Each test is powered by a fixture in packages/web-renderer/src/test/fixtures. A fixture looks like this for example: import {AbsoluteFill} from 'remotion'; const Component: React.FC = () => { return ( <AbsoluteFill style={{ justifyCont...
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5668 rust-daily actionbook/rust-skills
Rust Daily Report Version: 2.1.0 | Last Updated: 2025-01-27 Fetch Rust community updates, filtered by time range. Data Sources Category Sources Ecosystem Reddit r/rust, This Week in Rust Official blog.rust-lang.org, Inside Rust Foundation rustfoundation.org (news, blog, events) Parameters time_range : day | week | month (default: week) category : all | ecosystem | official | foundation Show more
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5669 korean-cinema-search nomadamas/k-skill
Korean Cinema Search What this skill does upstream 원본 hmmhmmhm/daiso-mcp 와 npm package daiso 를 사용해 CGV, 메가박스, 롯데시네마 영화관 검색, 상영작, 시간표, 잔여석 조회 를 안내한다. 이 저장소는 upstream 코드를 vendoring 하지 않는다. 기본 경로는 MCP 서버를 직접 설치하지 않고 CLI로 먼저 확인하는 방식 이다. 핵심 조회 경로: CGV: /api/cgv/theaters , /api/cgv/movies , /api/cgv/timetable 메가박스: /api/megabox/theaters , /api/megabox/movies , /api/megabox/seats 롯데시네마: /api/lottecinema/theaters , /api/lottecinema/movies , /api/lottecinema/seats health check: npx --yes daiso health Whe...
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5670 react-core copilotkit/copilotkit
CopilotKit React Core @copilotkit/react-core is the React frontend half of CopilotKit: it mounts a provider, speaks AG-UI over SSE to a runtime (or directly to CopilotKit Intelligence in SPA mode), and exposes hooks for every interaction surface. This SKILL.md is the index . Read the reference under references/ that matches your task — do not try to absorb the whole package from this file. Mental model — three shells you compose Show more Installs 522 Repository copilotkit/copilotkit GitHub Star...
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5671 notion-meeting-intelligence openai/skills
Meeting Intelligence Prep meetings by pulling Notion context, tailoring agendas/pre-reads, and enriching with Codex research. Quick start Confirm meeting goal, attendees, date/time, and decisions needed. Gather context: search with Notion:notion-search , then fetch with Notion:notion-fetch (prior notes, specs, OKRs, decisions). Pick the right template via reference/template-selection-guide.md (status, decision, planning, retro, 1:1, brainstorming). Draft agenda/pre-read in Notion with Notion:not...
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5672 signature-request anthropics/knowledge-work-plugins
/signature-request -- E-Signature Routing If you see unfamiliar placeholders or need to check which tools are connected, see CONNECTORS.md . Prepare a document for electronic signature — verify completeness, set signing order, and route for execution. Important : This command assists with legal workflows but does not provide legal advice. Verify documents are in final form before sending for signature. Usage /signature-request $ARGUMENTS Prepare for signature: @$1 Workflow Step 1: Accept the Doc...
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5673 market-sizing phuryn/pm-skills
Estimate Market Size (TAM, SAM, SOM) Purpose Estimate the Total Addressable Market (TAM), Serviceable Addressable Market (SAM), and Serviceable Obtainable Market (SOM) for a product. Includes both top-down and bottom-up estimation approaches, growth projections, and key assumptions to validate. Instructions You are a strategic market analyst specializing in market sizing, opportunity assessment, and growth forecasting. Input Your task is to estimate the market size for $ARGUMENTS within the spec...
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5674 ghost-bits-cast-attack yaklang/hack-skills
SKILL: Ghost Bits / Cast Attack — Java char to byte Narrowing Playbook AI LOAD INSTRUCTION : This is a Java-only injection-enabling primitive, not a standalone vulnerability class. Whenever you see (1) a Java backend, (2) a WAF/IDS in front of it, and (3) any of {SQLi, deser RCE, file upload, path traversal, CRLF, request smuggling, SMTP injection} on the menu, ALWAYS try Ghost Bits variants of the payload before declaring it "blocked". The root cause is the silent loss of the high 8 bits when J...
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5675 actionbook actionbook/actionbook
When the user needs to automate website tasks, use Actionbook to fetch complete action manuals instead of figuring out the steps yourself. When to Use This Skill Activate this skill when the user: Needs to complete a multi-step task ("Send a LinkedIn message", "Book an Airbnb") Asks how to interact with a website ("How do I post a tweet?") Builds browser-based AI agents or web scrapers Writes E2E tests for external websites What Actionbook Provides Action manuals include: Step-by-step instr...
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5676 copywriting-tone-of-voice-creator samber/cc-skills
Persona: You are a senior brand voice strategist. You treat tone of voice as operational infrastructure, not a deliverable PDF — discover deeply, define falsifiably, document for the writers (or bots) who will use it. Thinking mode: Use ultrathink for Phase 3 (voice definition) and category mapping. Synthesising stakeholder inputs, audience nuance, and cross-channel modulation rewards deep reasoning; shallow synthesis produces generic, derivative voices. Modes: Create — build TONE.md from scratc...
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5677 arxiv-search langchain-ai/deepagents
arXiv Search Skill Usage Run the bundled Python script using the absolute skills directory path from your system prompt: .venv/bin/python [ YOUR_SKILLS_DIR ] /arxiv-search/arxiv_search.py "your search query" [ --max-papers N ] query (required): Search query string --max-papers (optional): Maximum results to retrieve (default: 10) Example .venv/bin/python ~/.deepagents/agent/skills/arxiv-search/arxiv_search.py "deep learning drug discovery" --max-papers 5 Returns title and abstract for each match...
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5678 draft-offer anthropics/knowledge-work-plugins
/draft-offer If you see unfamiliar placeholders or need to check which tools are connected, see CONNECTORS.md . Draft a complete offer letter for a new hire. Usage /draft-offer $ARGUMENTS What I Need From You Role and title : What position? Level : Junior, Mid, Senior, Staff, etc. Location : Where will they be based? (affects comp and benefits) Compensation : Base salary, equity, signing bonus (if applicable) Start date : When should they start? Hiring manager : Who will they report to? If you d...
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5679 review-resume phuryn/pm-skills
Resume Review for Product Managers You are an expert resume reviewer specializing in Product Management careers. Your role is to provide comprehensive, personalized, and actionable feedback on PM resumes based on industry best practices. Purpose Conduct a thorough review of a PM resume against 10 best practices. Provide specific, constructive suggestions with examples directly from the resume being reviewed. Input Arguments $RESUME : The resume text or content to review $JOB_POSTING : (Optional)...
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5680 copilotkit-agui copilotkit/copilotkit
AG-UI Protocol Skill Overview AG-UI (Agent-User Interaction) is CopilotKit's open event-based protocol for agent-to-UI communication. All agent-frontend interaction flows through typed events streamed over SSE (Server-Sent Events) or binary protobuf transport. Agents implement AbstractAgent.run() returning an RxJS Observable<BaseEvent> , and the client SDK handles event application, state management, and message history. When to Use Building a custom agent backend that needs to speak AG-UI Imple...
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5681 copilotkit-develop copilotkit/copilotkit
CopilotKit v2 Development Skill Live Documentation (MCP) This plugin includes an MCP server ( copilotkit-docs ) that provides search-docs and search-code tools for querying live CopilotKit documentation and source code. Claude Code: Auto-configured by the plugin's .mcp.json -- no setup needed. Codex: Requires manual configuration. See the copilotkit-debug skill for setup instructions. Architecture Overview CopilotKit v2 is built on the AG-UI protocol ( @ag-ui/client / @ag-ui/core ). The stack ha...
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5682 session-report anthropics/claude-plugins-official
Session Report Produce a self-contained HTML report of Claude Code usage and save it to the current working directory. Steps Get data. Run the bundled analyzer (default window: last 7 days; honor a different range if the user passed one, e.g. 24h , 30d , or all ). The script analyze-sessions.mjs lives in the same directory as this SKILL.md — use its absolute path: node < skill-dir > /analyze-sessions.mjs --json --since 7d > /tmp/session-report.json For all-time, omit --since . Read /tmp/session-...
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5683 kstartup-search nomadamas/k-skill
창업진흥원 K-Startup 조회 What this skill does 공공데이터포털의 창업진흥원_K-Startup(사업소개,사업공고,콘텐츠 등)_조회서비스 ( kisedKstartupService01 , dataset 15125364 )를 k-skill-proxy 경유로 호출해 다음 4개 endpoint를 조회한다. business-info → getBusinessInformation01 : 통합공고 지원사업 정보 (예산, 규모, 수행기관, 사업소개) announcements → getAnnouncementInformation01 : 지원사업 공고 정보 (공고명, 접수기간, 지역, 신청대상, 모집진행여부 등 — 가장 활용도 높음 ) contents → getContentInformation01 : 창업관련 콘텐츠 (공지·뉴스·우수사례 등) statistics → getStatisticalInformation01 : 창업관련 통계보고서 조회 전용 스킬이다. 사업 신청·지원금 청구·콘...
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5684 unit-test-scheduled-async giuseppe-trisciuoglio/developer-kit
Unit Testing @Scheduled and @Async Methods Overview This skill provides patterns for unit testing @Scheduled and @Async methods using JUnit 5. It covers testing async logic without actual async executors, verifying CompletableFuture results, using Awaitility for async assertions, mocking scheduled task execution, and testing async error handling without waiting for real scheduling intervals. When to Use Use this skill when: Testing @Scheduled method logic Testing @Async method behavior Verifying...
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5685 unit-test-mapper-converter giuseppe-trisciuoglio/developer-kit
Unit Testing Mappers and Converters Overview This skill provides patterns for unit testing MapStruct mappers and custom converter classes. It covers testing field mapping accuracy, null handling, type conversions, nested object transformations, bidirectional mapping, enum mapping, and partial updates for comprehensive mapping test coverage. When to Use Use this skill when: Testing MapStruct mapper implementations Testing custom entity-to-DTO converters Testing nested object mapping Verifying nul...
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5686 unit-test-caching giuseppe-trisciuoglio/developer-kit
Unit Testing Spring Caching Overview This skill provides patterns for unit testing Spring caching annotations (@Cacheable, @CacheEvict, @CachePut) without full Spring context. It covers testing cache behavior, hits/misses, invalidation strategies, cache key generation, and conditional caching using in-memory cache managers. When to Use Use this skill when: Testing @Cacheable method caching Testing @CacheEvict cache invalidation Testing @CachePut cache updates Verifying cache key generation Testi...
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5687 langchain4j-ai-services-patterns giuseppe-trisciuoglio/developer-kit
LangChain4j AI Services Patterns This skill provides guidance for building declarative AI Services with LangChain4j using interface-based patterns, annotations for system and user messages, memory management, tools integration, and advanced AI application patterns that abstract away low-level LLM interactions. When to Use Use this skill when: Building declarative AI-powered interfaces with minimal boilerplate code Creating type-safe AI services with Java interfaces and annotations Implementing c...
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5688 unit-test-config-properties giuseppe-trisciuoglio/developer-kit
Unit Testing Configuration Properties and Profiles Overview This skill provides patterns for unit testing @ConfigurationProperties bindings, environment-specific configurations, and property validation using JUnit 5. It covers testing property name mapping, type conversions, validation constraints, nested structures, and profile-specific configurations without full Spring context startup. When to Use Use this skill when: Testing @ConfigurationProperties property binding Testing property name map...
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5689 nx-monorepo giuseppe-trisciuoglio/developer-kit
Nx Monorepo Overview Provides comprehensive guidance for working with Nx monorepos in TypeScript/JavaScript projects. Nx is a smart build system with advanced caching, affected command execution, and powerful generators for React, Next.js, NestJS, and more. This skill covers workspace creation, project generation, task execution, caching strategies, Module Federation, and CI/CD integration. When to Use Use this skill when: Creating a new Nx workspace or initializing Nx in an existing project Gen...
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5690 copilotkit-debug copilotkit/copilotkit
CopilotKit Debugging Skill When to Use Invoke this skill when: The CopilotKit runtime is unreachable or returning errors Agents fail to connect, respond, or stream events Frontend tools are not executing or returning results Transcription (voice) is failing Version mismatch errors appear between packages AG-UI SSE events are malformed or missing CORS errors block browser requests to the runtime Diagnostic Workflow Step 1: Gather Information Before proposing any fix, collect: Show more Installs 5...
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5691 runtime copilotkit/copilotkit
assistant-ui Runtime Always consult assistant-ui.com/llms.txt for latest API. References ./references/local-runtime.md -- useLocalRuntime deep dive ./references/external-store.md -- useExternalStoreRuntime deep dive ./references/thread-list.md -- Thread list management ./references/state-hooks.md -- State access hooks ./references/types.md -- Type definitions Runtime Hierarchy AssistantRuntime ├── ThreadListRuntime (thread management) │ ├── ThreadListItemRuntime (per-thread item) │ └── ......
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5692 nuxt-content onmax/nuxt-skills
Nuxt Content v3 Progressive guidance for content-driven Nuxt apps with typed collections and SQL-backed queries. When to Use Working with: Content collections (content.config.ts, defineCollection) Remote sources (GitHub repos, external APIs via defineCollectionSource) Content queries (queryCollection, navigation, search) MDC rendering (<ContentRenderer>, prose components) Database configuration (SQLite, PostgreSQL, D1, LibSQL) Content hooks (content:file:beforeParse, content:file:afterParse)...
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5693 positioning-ideas phuryn/pm-skills
Positioning Ideas Brainstorm product positioning ideas differentiated from competitors. Identifies top competitors and generates positioning statements with strategic rationale. Use when developing product positioning, differentiating from competitors, or crafting brand positioning strategy. When to Use Developing product positioning strategy Differentiating from competitors Crafting brand positioning statements Identifying market positioning gaps Triggers: positioning, brand positioning, differ...
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5694 remotion nexu-io/open-design
Stitch to Remotion Walkthrough Videos You are a video production specialist focused on creating engaging walkthrough videos from app designs. You combine Stitch's screen retrieval capabilities with Remotion's programmatic video generation to produce smooth, professional presentations. Overview This skill enables you to create walkthrough videos that showcase app screens with professional transitions, zoom effects, and contextual text overlays. The workflow retrieves screens from Stitch projects ...
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5695 journal-abbrev agents365-ai/365-skills
Journal Abbreviation Lookup Look up journal/magazine name abbreviations using a multi-source cascade: JabRef database (~25K journals) → AbbrevISO API (ISO 4) → NLM Catalog (MEDLINE). Critical rule: Always use jabbrv.py for lookups. Never guess abbreviations — even common journals have non-obvious abbreviations. Quick Reference Show more Installs 518 Repository agents365-ai/365-skills GitHub Stars 10 First Seen May 19, 2026 Security Audits Gen Agent Trust Hub Pass Socket Pass Snyk Warn
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5696 superwall-editor superwall/skills
Superwall Paywall Editor Paywalls are built in a browser editor that exposes its tools over an authenticated relay. This skill drives that relay from the CLI — the exact same surface the MCP gateway uses — so every tool you invoke runs inside the live browser session the user has open. When to use The user wants to build, edit, or review a Superwall paywall, onboarding, or web2app flow. The user pastes a pairing code and asks you to take over editing. The user asks "what tools can you run right ...
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5697 unit-test-application-events giuseppe-trisciuoglio/developer-kit
Unit Testing Application Events Overview This skill provides comprehensive patterns for testing Spring ApplicationEvent publishers and event listeners using JUnit 5. It covers testing event publishing, listener execution, event propagation, and both synchronous and asynchronous event handling without requiring full Spring context startup. When to Use Use this skill when: Testing ApplicationEventPublisher event publishing Testing @EventListener method invocation Verifying event listener logic and...
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5698 langchain4j-vector-stores-configuration giuseppe-trisciuoglio/developer-kit
LangChain4J Vector Stores Configuration Configure vector stores for Retrieval-Augmented Generation applications with LangChain4J. Overview Vector stores are essential components for RAG (Retrieval-Augmented Generation) systems, enabling efficient storage and retrieval of document embeddings for semantic search. LangChain4J provides a unified abstraction over multiple vector database backends including PostgreSQL/pgvector, Pinecone, MongoDB Atlas, Milvus, Neo4j, and in-memory stores for developme...
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5699 qdrant giuseppe-trisciuoglio/developer-kit
Qdrant Vector Database Integration Overview Qdrant is an AI-native vector database for semantic search and similarity retrieval. This skill provides patterns for integrating Qdrant with Java applications, focusing on Spring Boot integration and LangChain4j framework support. Enable efficient vector search capabilities for RAG systems, recommendation engines, and semantic search applications. When to Use Use this skill when implementing: Semantic search or recommendation systems in Spring Boot ap...
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5700 langchain4j-mcp-server-patterns giuseppe-trisciuoglio/developer-kit
LangChain4j MCP Server Implementation Patterns Implement Model Context Protocol (MCP) servers with LangChain4j to extend AI capabilities with standardized tools, resources, and prompt templates. Overview The Model Context Protocol (MCP) is a standardized protocol for connecting AI applications to external data sources and tools. LangChain4j provides MCP server implementation patterns that enable AI systems to dynamically discover and execute tools, access resources, and use prompt templates thro...
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