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# Skill 仓库 描述 安装量
8951 scvi-tools k-dense-ai/scientific-agent-skills
scvi-tools Deep Learning Skill This skill provides guidance for deep learning-based single-cell analysis using scvi-tools, the leading framework for probabilistic models in single-cell genomics. How to Use This Skill Identify the appropriate workflow from the model/workflow tables below Read the corresponding reference file for detailed steps and code Use scripts in scripts/ to avoid rewriting common code For installation or GPU issues, consult references/environment_setup.md For debugging, cons...
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8952 deployments-cicd vercel/vercel-plugin
Vercel Deployments & CI/CD You are an expert in Vercel deployment workflows — vercel deploy , vercel promote , vercel rollback , vercel inspect , vercel build , and CI/CD pipeline integration with GitHub Actions, GitLab CI, and Bitbucket Pipelines. Deployment Commands Preview Deployment Deploy from project root (creates preview URL) vercel Equivalent explicit form vercel deploy Preview deployments are created automatically for every push to a non-production branch when using Git integration. T...
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8953 chinese-content-writing-guideline jim60105/copilot-prompt
Chinese Content Writing Guidelines This skill provides comprehensive writing guidelines for producing high-quality 正體中文 Traditional Chinese (zh-TW) content. Apply these rules to ensure consistent language, structure, tone, and terminology aligned with Taiwan conventions. Language and Formatting Write in Traditional Chinese 正體中文 (zh-TW) with full-width punctuation（，。、；：「」『』（）！？） Always insert a single space between Chinese characters and alphanumeric characters (e.g., 使用 Docker 建立 ) Use standard ...
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8954 companion-clis runpod/skills
Companion CLIs Four CLIs commonly needed alongside Runpod: HuggingFace ( hf ), GitHub ( gh ), Docker ( docker ), and AWS ( aws ). Each requires credentials before use. Windows: Install WSL2 First If you are on Windows, install WSL2 (Windows Subsystem for Linux) before proceeding. WSL2 gives you a native Linux environment on Windows, which all these CLIs are designed for. Run in PowerShell as Administrator, then restart: wsl -- install This installs WSL2 with Ubuntu by default. After restarting, ...
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8955 lovart-api lovartai/lovart-skill
⚠️ RULE 0: ONLY USE SKILL COMMANDS — NO DIRECT API CALLS You MUST interact with Lovart EXCLUSIVELY through the commands defined in this skill. NEVER construct URLs, make curl/wget/fetch requests, or call Lovart APIs directly NEVER guess API endpoints, paths, or parameters — only use the commands listed below NEVER modify the skill's source code (agent_skill.py) during execution to "debug" issues (users may freely read the source to verify it) If a command fails, retry it or report the error to t...
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8956 nv-generate-mr-brain nvidia/skills
NV-Generate-MR-Brain Purpose Used for generating synthetic brain MRI volumes with NV-Generate-CTMR rflow-mr-brain. Not for production training data. Use the wrapper exactly as documented; do not replace the upstream entrypoint with a handwritten implementation. Do not write custom inference code for normal runs. The wrapper owns config staging, output paths, and validation. Manifest I/O: inputs are model_config_override ; outputs are synthetic_mr_brain_volumes and result_json . Instructions Read...
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8957 holoscan-install-wheel nvidia/skills
Holoscan pip Wheel Installation Purpose Install the Holoscan SDK Python bindings via the holoscan-cu12 / holoscan-cu13 pip wheel into a virtual environment, and verify with hello_world and video_replayer . Prerequisites Linux x86_64 with NVIDIA GPU + driver ( nvidia-smi ). CUDA Toolkit on PATH matching the host CUDA major (12 or 13). Python 3.10–3.13 with venv available. Network access to PyPI and docs.nvidia.com . Limitations Python only. For C++ headers/libs, pair with /holoscan-install-debian...
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8958 wind-alice wind-information-co-ltd/wind-skills
wind-alice 一个 CLI：把用户问题 + 指定的 Alice Skill（中文或英文名均可） 送到万得 Alice Agent 接口，按 SSE 流式拉取并打印 agentResult.value 。 关键机制（必读） 实测：Alice 服务端 不是 通过 selectedSkillIds / activatedSkills 来选择 Skill 的，而是通过 prompt 文本前缀 ： Using "<英文 Skill 名>" skill:<原 prompt> 同时把 chatMode 切到 "12" 、 originalChatMode 设为 "4" ，且 不携带 metadata.agentCard 。本 CLI 已在 buildBody 里封装这套行为；外部只需要传 --skill "<Skill 名>" 。 因此： Show more Installs 503 Repository wind-informatio…d-skills GitHub Stars 38 First Seen May 17, 2026 Security Audits Gen Agent Tru...
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8959 nestjs-testing-expert shipshitdev/library
NestJS Testing Expert You build reliable Jest test suites for NestJS modules, services, and controllers. When to Use Writing unit or integration tests for NestJS Setting up TestModule, mocking providers, or database fakes Debugging flaky tests Testing Pyramid Unit tests for pure logic and services Integration tests for modules with real providers E2E tests for HTTP APIs Common Patterns Use Test.createTestingModule with explicit providers. Mock external services with jest.fn or test doubles. Fo...
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8960 file-manager rtgs2017/nagaagent
文件管理技能 本技能提供文件和文件夹管理能力。 核心功能 1. 文件操作 创建文件 复制/移动文件 重命名文件 删除文件 2. 文件夹操作 创建文件夹 列出目录内容 删除文件夹（递归） 复制文件夹 3. 批量处理 按类型分类 批量重命名 查找重复文件 整理下载文件夹 安全规则 禁止操作 系统目录（/System, /usr, /bin 等） 其他用户的文件 没有明确确认的删除操作 需要确认 删除文件前列出将被删除的内容 覆盖已存在的文件前提醒 批量操作前显示预览 常用操作示例 整理下载文件夹 1. 创建分类目录 mkdir -p ~/Downloads/ { Documents,Images,Videos,Archives,Others } 2. 按扩展名移动 mv ~/Downloads/*.pdf ~/Downloads/Documents/ mv ~/Downloads/*. { jpg,png,gif } ~/Downloads/Images/ mv ~/Downloads/*. { mp4,mov,avi } ~/Downloads/Videos/ mv ~/Downlo...
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8961 shadcn-svelte vercel-labs/json-render
@json-render/shadcn-svelte Pre-built shadcn-svelte component definitions and implementations for json-render. Provides 36 components built on Svelte 5 + Tailwind CSS. Two Entry Points Entry Point Exports Use For @json-render/shadcn-svelte/catalog shadcnComponentDefinitions Catalog schemas (no Svelte dependency, safe for server) @json-render/shadcn-svelte shadcnComponents , shadcnComponentDefinitions Svelte implementations + catalog schemas Usage Pattern Pick the components you need from the stan...
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8962 grepai-search-tips yoanbernabeu/grepai-skills
This skill provides tips and best practices for writing effective semantic search queries. When to Use This Skill - Improving search result quality - Learning semantic search techniques - Understanding how to phrase queries - Troubleshooting poor search results Semantic Search Mindset Think differently from text search: | Search for exact text | Search for meaning/intent | "getUserById" | "retrieve user from database by ID" | Literal match | Conceptual match Query Writing Pri...
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8963 explore-recipes signerlabs/shipswift-skills
Explore ShipSwift Recipes Browse the full catalog of ShipSwift recipes -- production-ready SwiftUI implementations covering animations, charts, UI components, and full-stack modules. Prerequisites Check Before starting, verify the ShipSwift recipe server is available by calling listRecipes . If the tools are not available, guide the user to visit shipswift.app for setup instructions, or run npx skills add signerlabs/shipswift-skills to install. Workflow List available recipes : Use listRecipes t...
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8964 numpy-best-practices mindrally/skills
NumPy Best Practices Expert guidelines for NumPy development, focusing on array programming, numerical computing, and performance optimization. Code Style and Structure Write concise, technical Python code with accurate NumPy examples Prefer vectorized operations over explicit loops for performance Use descriptive variable names reflecting data content (e.g., weights, gradients, input_array) Follow PEP 8 style guidelines for Python code Use functional programming patterns when appropriate Arra...
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8965 ai-agents-architect davila7/claude-code-templates
AI Agents Architect Role : AI Agent Systems Architect I build AI systems that can act autonomously while remaining controllable. I understand that agents fail in unexpected ways - I design for graceful degradation and clear failure modes. I balance autonomy with oversight, knowing when an agent should ask for help vs proceed independently. Capabilities Agent architecture design Tool and function calling Agent memory systems Planning and reasoning strategies Multi-agent orchestration Agent evalua...
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8966 fluidsim k-dense-ai/scientific-agent-skills
FluidSim Overview FluidSim is an object-oriented Python framework for high-performance computational fluid dynamics (CFD) simulations. It provides solvers for periodic-domain equations using pseudospectral methods with FFT, delivering performance comparable to Fortran/C++ while maintaining Python's ease of use. Key strengths : Multiple solvers: 2D/3D Navier-Stokes, shallow water, stratified flows High performance: Pythran/Transonic compilation, MPI parallelization Complete workflow: Parameter co...
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8967 molecular-dynamics k-dense-ai/scientific-agent-skills
Molecular Dynamics Overview Molecular dynamics (MD) simulation computationally models the time evolution of molecular systems by integrating Newton's equations of motion. This skill covers two complementary tools: OpenMM ( https://openmm.org/ ): High-performance MD simulation engine with GPU support, Python API, and flexible force field support MDAnalysis ( https://mdanalysis.org/ ): Python library for reading, writing, and analyzing MD trajectories from all major simulation packages Installatio...
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8968 uptrend-analyzer tradermonty/claude-trading-skills
Uptrend Analyzer Skill Purpose Diagnose market breadth health using Monty's Uptrend Ratio Dashboard, which tracks ~2,800 US stocks across 11 sectors. Generates a 0-100 composite score (higher = healthier) with exposure guidance. Unlike the Market Top Detector (API-based risk scorer), this skill uses free CSV data to assess "participation breadth" - whether the market's advance is broad or narrow. When to Use This Skill English: User asks "Is the market breadth healthy?" or "How broad is the rall...
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8969 ai-marketing-claude-code-skills aradotso/marketing-skills
AI Marketing Claude Code Skills Skill by ara.so — Marketing Skills collection. This project provides pre-packaged marketing expertise as "skills" that AI coding agents (Claude Code, OpenClaw, Cursor, etc.) can load and execute. Instead of prompting from scratch, these skills give your agent structured frameworks for positioning, content strategy, LinkedIn authority, homepage audits, and more. What This Project Does AI Marketing Skills turn marketing frameworks into executable instructions for AI...
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8970 holoscan-install-source nvidia/skills
Holoscan SDK — Build from Source Purpose Build the Holoscan SDK from the nvidia-holoscan/holoscan-sdk source tree using its ./run script (which builds inside a Docker container), producing a local install tree consumable as a CMake dependency. Prerequisites Linux host with NVIDIA GPU + driver ( nvidia-smi ). git , Docker with NVIDIA Container Toolkit ( docker run --gpus all works), and docker-buildx-plugin . ~20 GB free disk for the build container + build/install trees. 10–30 min for a clean fi...
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8971 holoscan-install-conda nvidia/skills
Holoscan Conda Installation Purpose Install the Holoscan SDK (Python runtime and/or C++ dev headers) into a Conda environment on Linux x86_64, using conda-forge + rapidsai with a correctly pinned CUDA metapackage. Prerequisites Linux x86_64 with an NVIDIA GPU and CUDA 13 driver (check nvidia-smi ). conda (Miniforge preferred). Step 1 installs it if missing. Network access to conda-forge, rapidsai, and docs.nvidia.com . Limitations CUDA 13 only (since v4.3.0 — earlier releases were CUDA 12). If t...
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8972 shadcn vercel-labs/vercel-plugin
shadcn/ui A framework for building ui, components and design systems. Components are added as source code to the user's project via the CLI. IMPORTANT: Run all CLI commands using the project's package runner: npx shadcn@latest , pnpm dlx shadcn@latest , or bunx --bun shadcn@latest — based on the project's packageManager . Examples below use npx shadcn@latest but substitute the correct runner for the project. Current Project Context !`npx shadcn@latest info --json 2 >/dev/ null || echo ' { "error...
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8973 document-illustrator op7418/document-illustrator-skill
Document Illustrator Skill 基于 AI 智能分析的文档配图生成工具。无需依赖特定格式，自动理解内容并生成专业配图。 🎯 核心特点 ✨ AI 智能归纳：自动理解文档内容，智能提取核心主题 🎨 格式无关：支持任何格式的文档（Markdown、纯文本、PDF 等） 📐 灵活比例：支持 16:9（横屏）和 3:4（竖屏） 🖼️ 封面图可选：可生成概括全文的封面图 🎭 三种风格：渐变玻璃卡片、票据风格、矢量插画 🚀 使用方法 直接告诉 Claude 帮我为这个文档生成配图：/path/to/document.md 或者： 我想为这篇文章生成一些配图 📝 完整工作流程 第 1 步：Claude 读取和理解文档 当你请求生成配图时，Claude 会： 使用 Read 工具读取完整文档 AI 分析理解文档内容和结构 识别核心主题和要点 无需担心文档格式： ✅ 标准 Markdown（、） ✅ 分隔线格式（======、------） ✅ 纯文本段落 ✅ 任何其他格式 第 2 步：配置选项（3 个问题） Claude 会询问你的偏好： 问题 1：图片比例...
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8974 malware-analysis-warning aradotso/security-skills
Malware Distribution Repository Detection Skill by ara.so — Security Skills collection. ⚠️ CRITICAL SECURITY WARNING This repository exhibits HIGH-RISK INDICATORS of malware distribution disguised as legitimate security software. DO NOT DOWNLOAD, INSTALL, OR EXECUTE ANY FILES FROM THIS SOURCE. Threat Indicators 1. Malicious Intent Signatures Offers "cracked" or "pre-activated" commercial security software Claims to provide license keys, keygens, or activation loaders Uses star inflation tactics ...
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8975 d3k vercel-labs/dev3000
d3k Commands d3k captures browser and server logs in a unified log file. Use these commands: Viewing Errors and Logs d3k errors Show recent errors (browser + server combined) d3k errors --context Show errors + user actions that preceded them d3k errors -n 20 Show last 20 errors d3k logs Show recent logs (browser + server combined) d3k logs --type browser Browser logs only d3k logs --type server Server logs only Other Commands d3k fix Deep analysis of application errors d3k fix --focus bui...
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8976 marketing-ideas sickn33/antigravity-awesome-skills
Marketing Ideas for SaaS You are a marketing strategist with a library of 139 proven marketing ideas. Your goal is to help users find the right marketing strategies for their specific situation, stage, and resources. How to Use This Skill 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 t...
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8977 plaid-fintech sickn33/antigravity-awesome-skills
Plaid Fintech Patterns Link Token Creation and Exchange Create a link_token for Plaid Link, exchange public_token for access_token. Link tokens are short-lived, one-time use. Access tokens don't expire but may need updating when users change passwords. Transactions Sync Use /transactions/sync for incremental transaction updates. More efficient than /transactions/get. Handle webhooks for real-time updates instead of polling. Item Error Handling and Update Mode Handle ITEM_LOGIN_REQUIRED erro...
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8978 spec-kit-skill feiskyer/claude-code-settings
Spec-Kit: Constitution-Based Spec-Driven Development Official GitHub Spec-Kit integration providing a 7-phase constitution-driven workflow for feature development. Quick Start This skill works with the GitHub Spec-Kit CLI to guide you through structured feature development: Constitution → Establish governing principles Specify → Define functional requirements Clarify → Resolve ambiguities Plan → Create technical strategy Tasks → Generate actionable breakdown Analyze → Validate consistency Implem...
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8979 content-strategy anthropics/knowledge-work-plugins
Content Strategy You are a content strategist. Your goal is to help plan content that drives traffic, builds authority, and generates leads by being either searchable, shareable, or both. Before Planning 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 context (a...
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8980 compose-modifier-and-layout-style chrisbanes/skills
Compose modifier and layout style Core principle A composable that emits layout is a leaf the parent places — the parent decides position, size, alignment, padding. The composable's job is structure (what's inside), not placement (where it goes). Three rules follow: Declare a modifier parameter and apply it to the root , so the parent can actually do its job. Hardcoding .fillMaxWidth() on a composable's root takes that decision away from every future caller. Construct modifier chains as one flue...
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8981 outreach-specialist ognjengt/founder-skills
Outreach Specialist Purpose Generate a personalized outreach sequence (default 3 messages) that sounds human, builds trust, and books calls — tailored to the prospect, platform, and offer. Execution Logic Check $ARGUMENTS first to determine execution mode: If $ARGUMENTS is empty or not provided: Respond with: "outreach-specialist loaded, tell me who you're reaching out to and what you're offering" Then wait for the user to provide their requirements in the next message. If $ARGUMENTS contains co...
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8982 imaging-data-commons k-dense-ai/scientific-agent-skills
Imaging Data Commons Overview Use the idc-index Python package to query and download public cancer imaging data from the National Cancer Institute Imaging Data Commons (IDC). No authentication required for data access. Current IDC Data Version: v23 (always verify with IDCClient().get_idc_version() ) Primary tool: idc-index ( GitHub ) CRITICAL - Check package version and upgrade if needed (run this FIRST): import idc_index REQUIRED_VERSION = "0.11.14" Must match metadata.idc-index in this file i...
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8983 neurokit2 k-dense-ai/scientific-agent-skills
NeuroKit2 Overview NeuroKit2 is a comprehensive Python toolkit for processing and analyzing physiological signals (biosignals). Use this skill to process cardiovascular, neural, autonomic, respiratory, and muscular signals for psychophysiology research, clinical applications, and human-computer interaction studies. When to Use This Skill Apply this skill when working with: Cardiac signals : ECG, PPG, heart rate variability (HRV), pulse analysis Brain signals : EEG frequency bands, microstates, c...
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8984 pydicom k-dense-ai/scientific-agent-skills
No SKILL.md available for this skill. View on GitHub
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8985 github dimillian/skills
GitHub Patterns Tools Use gh CLI for all GitHub operations. Prefer CLI over GitHub MCP servers for lower context usage. Quick Commands Create a PR from the current branch gh pr create --title "feat: add feature" --body "Description" Squash-merge a PR gh pr merge < PR_NUMBER > --squash --title "feat: add feature (<PR_NUMBER>)" View PR status and checks gh pr status gh pr checks < PR_NUMBER > Stacked PR Workflow Summary When merging a chain of stacked PRs (each targeting the previous branch): M...
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8986 depmap k-dense-ai/scientific-agent-skills
DepMap — Cancer Dependency Map Overview The Cancer Dependency Map (DepMap) project, run by the Broad Institute, systematically characterizes genetic dependencies across hundreds of cancer cell lines using genome-wide CRISPR knockout screens (DepMap CRISPR), RNA interference (RNAi), and compound sensitivity assays (PRISM). DepMap data is essential for: Identifying which genes are essential for specific cancer types Finding cancer-selective dependencies (therapeutic targets) Validating oncology dr...
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8987 arboreto k-dense-ai/scientific-agent-skills
No SKILL.md available for this skill. View on GitHub
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8988 rdkit k-dense-ai/scientific-agent-skills
No SKILL.md available for this skill. View on GitHub
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8989 pysam k-dense-ai/scientific-agent-skills
Pysam Overview Pysam is a Python module for reading, manipulating, and writing genomic datasets. Read/write SAM/BAM/CRAM alignment files, VCF/BCF variant files, and FASTA/FASTQ sequences with a Pythonic interface to htslib. Query tabix-indexed files, perform pileup analysis for coverage, and execute samtools/bcftools commands. When to Use This Skill This skill should be used when: Working with sequencing alignment files (BAM/CRAM) Analyzing genetic variants (VCF/BCF) Extracting reference sequenc...
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8990 nv-generate-mr-brain-finetune nvidia/skills
NV-Generate-MR-Brain-Finetune Purpose Used for finetuning the NV-Generate-CTMR rflow-mr-brain diffusion UNet from user-supplied NIfTI training volumes. Not for clinical interpretation, regulatory use, or approving synthetic data for production training. The wrapper stages the config glue locally and delegates execution to existing upstream scripts: scripts.diff_model_create_training_data , scripts.diff_model_train , and optionally scripts.diff_model_infer . It does not execute the notebook. Mani...
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8991 recipe-audit-external-sharing googleworkspace/cli
Audit External Drive Sharing PREREQUISITE: Load the following skills to execute this recipe: gws-drive Find and review Google Drive files shared outside the organization. [!CAUTION] Revoking permissions immediately removes access. Confirm with the file owner first. Steps List externally shared files: gws drive files list --params '{"q": "visibility = '\''anyoneWithLink'\''"}' Check permissions on a file: gws drive permissions list --params '{"fileId": "FILE_ID"}' Revoke if needed: gws drive perm...
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8992 flutter-networking madteacher/mad-agents-skills
Flutter Networking Quick Start Add HTTP dependency to pubspec.yaml: dependencies: http: ^1.6.0 Basic GET request: import 'package:http/http.dart' as http; import 'dart:convert'; Future<Album> fetchAlbum() async { final response = await http.get( Uri.parse('https://api.example.com/albums/1'), ); if (response.statusCode == 200) { return Album.fromJson(jsonDecode(response.body)); } else { throw Exception('Failed to load album'); } } Use in UI with FutureBuilder: Fu...
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8993 owasp-top-10 nickcrew/claude-ctx-plugin
OWASP Top 10 Security Vulnerabilities Expert guidance for identifying, preventing, and remediating the most critical web application security risks based on OWASP Top 10 2021. When to Use This Skill Conducting security audits and code reviews Implementing secure coding practices in new features Reviewing authentication and authorization systems Assessing input validation and sanitization Evaluating third-party dependencies for vulnerabilities Designing security controls and defense-in-depth st...
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8994 skill-creator aiskillstore/marketplace
Skill Creator A skill for creating new skills and iteratively improving them. At a high level, the process of creating a skill goes like this: Decide what you want the skill to do and roughly how it should do it Write a draft of the skill Create a few test prompts and run claude-with-access-to-the-skill on them Help the user evaluate the results both qualitatively and quantitatively While the runs happen in the background, draft some quantitative evals if there aren't any (if there are some, you...
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8995 eachlabs-image-edit eachlabs/skills
EachLabs Image Edit Edit, transform, and enhance existing images using 130+ AI models via the EachLabs Predictions API. Authentication Header: X-API-Key: <your-api-key> Set the EACHLABS_API_KEY environment variable. Get your key at eachlabs.ai . Model Selection Guide General Image Editing Model Slug Best For Flux 2 Turbo Edit flux-2-turbo-edit Fast high quality editing Flux 2 Flash Edit flux-2-flash-edit Fastest editing Flux 2 Max Edit flux-2-max-edit Highest quality editing Flux 2 Pro Edit flux...
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8996 image-to-text pascalorg/skills
Image to Text Extract all readable text from an image using OCR (Tesseract). Returns the full text content along with word-level bounding boxes and confidence scores. When to Use Reading text content from a screenshot or design mockup Extracting UI copy (labels, buttons, headings) so you don't have to retype it Getting text positions and bounding boxes from a design image How It Works The image is passed to Tesseract.js for optical character recognition Tesseract segments the image into lines an...
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8997 orchestrate hyperb1iss/hyperskills
Multi-Agent Orchestration Meta-orchestration patterns mined from 597+ real agent dispatches across production codebases. This skill tells you WHICH strategy to use, HOW to structure prompts, and WHEN to use background vs foreground. Core principle: Choose the right orchestration strategy for the work, partition agents by independence, inject context to enable parallelism, and adapt review overhead to trust level. Strategy Selection digraph strategy_selection { rankdir = TB ; "What type of work?"...
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8998 nemoclaw-setup jezweb/claude-skills
NemoClaw Setup Install NVIDIA NemoClaw — a sandboxed AI agent platform built on OpenClaw with Landlock + seccomp + network namespace isolation. Runs inside Docker via k3s (OpenShell). What You Get Sandboxed AI agent with web UI and terminal CLI Powered by NVIDIA Nemotron models (cloud or local) Network-policy-controlled access to external services Optional remote access via Cloudflare Tunnel Prerequisites Requirement Check Install Linux (Ubuntu 22.04+) uname -a — Docker docker ps sudo apt instal...
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8999 memory-notes basicmachines-co/basic-memory-skills
Memory Notes Write well-structured notes that Basic Memory can parse into a searchable knowledge graph. Every note is a markdown file with three key sections: frontmatter, observations, and relations. Note Anatomy --- title : API Design Decisions tags : [ api , architecture , decisions ] --- API Design Decisions The API team evaluated multiple approaches for the public API during Q1. After prototyping both REST and GraphQL, the team chose REST due to broader ecosystem support and simpler cachin...
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9000 kotlin-coroutines-structured-concurrency chrisbanes/skills
Kotlin coroutines: structured concurrency Core principle A well-structured coroutine is a self-contained unit of asynchronous work — single entry, single exit, scoped to a lifecycle known at the call site. Scopes should usually be tied to the caller's lifecycle, not stored as a property on the callee. A stored CoroutineScope is a strong review signal: the class must prove it owns cancellation, error reporting, restart behavior, and lifecycle. Most repositories, managers, use cases, and data sour...
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