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# Skill 仓库 描述 安装量
1701 data-quality-frameworks wshobson/agents
Data Quality Frameworks Production patterns for implementing data quality with Great Expectations, dbt tests, and data contracts to ensure reliable data pipelines. When to Use This Skill Implementing data quality checks in pipelines Setting up Great Expectations validation Building comprehensive dbt test suites Establishing data contracts between teams Monitoring data quality metrics Automating data validation in CI/CD Core Concepts 1. Data Quality Dimensions Dimension Description Example Chec...
 9.3K
1702 springboot-security affaan-m/ecc
Spring Boot Security Review Use when adding auth, handling input, creating endpoints, or dealing with secrets. When to Activate Adding authentication (JWT, OAuth2, session-based) Implementing authorization (@PreAuthorize, role-based access) Validating user input (Bean Validation, custom validators) Configuring CORS, CSRF, or security headers Managing secrets (Vault, environment variables) Adding rate limiting or brute-force protection Scanning dependencies for CVEs Authentication Prefer stateles...
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1703 breakdown-plan github/awesome-copilot
GitHub Issue Planning & Project Automation Prompt Goal Act as a senior Project Manager and DevOps specialist with expertise in Agile methodology and GitHub project management. Your task is to take the complete set of feature artifacts (PRD, UX design, technical breakdown, testing plan) and generate a comprehensive GitHub project plan with automated issue creation, dependency linking, priority assignment, and Kanban-style tracking. GitHub Project Management Best Practices Agile Work Item Hierarch...
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1704 startup-metrics-framework wshobson/agents
Startup Metrics Framework Comprehensive guide to tracking, calculating, and optimizing key performance metrics for different startup business models from seed through Series A. Overview Track the right metrics at the right stage. Focus on unit economics, growth efficiency, and cash management metrics that matter for fundraising and operational excellence. Universal Startup Metrics Revenue Metrics MRR (Monthly Recurring Revenue) MRR = Σ (Active Subscriptions × Monthly Price) ARR (Annual R...
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1705 k8s-manifest-generator wshobson/agents
Kubernetes Manifest Generator Step-by-step guidance for creating production-ready Kubernetes manifests including Deployments, Services, ConfigMaps, Secrets, and PersistentVolumeClaims. Purpose This skill provides comprehensive guidance for generating well-structured, secure, and production-ready Kubernetes manifests following cloud-native best practices and Kubernetes conventions. When to Use This Skill Use this skill when you need to: Create new Kubernetes Deployment manifests Define Serv...
 9.3K
1706 dependency-upgrade wshobson/agents
Dependency Upgrade Master major dependency version upgrades, compatibility analysis, staged upgrade strategies, and comprehensive testing approaches. When to Use This Skill Upgrading major framework versions Updating security-vulnerable dependencies Modernizing legacy dependencies Resolving dependency conflicts Planning incremental upgrade paths Testing compatibility matrices Automating dependency updates Semantic Versioning Review MAJOR.MINOR.PATCH (e.g., 2.3.1) MAJOR: Breaking changes MINOR...
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1707 shopify-storefront-graphql shopify/shopify-ai-toolkit
Required Tool Calls (do not skip) You have a bash tool. Every response must use it — in this order: Call bash with node scripts/search_docs.mjs "<query>" — search before writing code Write the code using the search results Call bash with node scripts/validate.mjs --code '...' --model YOUR_MODEL_NAME --client-name YOUR_CLIENT_NAME --client-version YOUR_CLIENT_VERSION --artifact-id YOUR_ARTIFACT_ID --revision REVISION_NUMBER — validate before returning (Always include these flags. Use your actual ...
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1708 memory-forensics wshobson/agents
Memory Forensics Comprehensive techniques for acquiring, analyzing, and extracting artifacts from memory dumps for incident response and malware analysis. Memory Acquisition Live Acquisition Tools Windows WinPmem (Recommended) winpmem_mini_x64.exe memory.raw DumpIt DumpIt.exe Belkasoft RAM Capturer GUI-based, outputs raw format Magnet RAM Capture GUI-based, outputs raw format Linux LiME (Linux Memory Extractor) sudo insmod lime.ko "path=/tmp/memory.lime format=lime" /dev/mem (limi...
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1709 cpp-coding-standards affaan-m/ecc
C++ Coding Standards (C++ Core Guidelines) Comprehensive coding standards for modern C++ (C++17/20/23) derived from the C++ Core Guidelines . Enforces type safety, resource safety, immutability, and clarity. When to Use Writing new C++ code (classes, functions, templates) Reviewing or refactoring existing C++ code Making architectural decisions in C++ projects Enforcing consistent style across a C++ codebase Choosing between language features (e.g., enum vs enum class , raw pointer vs smart poin...
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1710 next-dev-loop vercel/next.js
No SKILL.md available for this skill. View on GitHub Installs 591 Repository vercel/next.js GitHub Stars 140.2K First Seen May 22, 2026
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1711 next-intl-add-language github/awesome-copilot
This is a guide to add a new language to a Next.js project using next-intl for internationalization, For i18n, the application uses next-intl. All translations are in the directory ./messages . The UI component is src/components/language-toggle.tsx . Routing and middleware configuration are handled in: src/i18n/routing.ts src/middleware.ts When adding a new language: Translate all the content of en.json to the new language. The goal is to have all the JSON entries in the new language for a compl...
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1712 golang-testing affaan-m/everything-claude-code
Persona: You are a Go engineer who treats tests as executable specifications. You write tests to constrain behavior, not to hit coverage targets. Thinking mode: Use ultrathink for test strategy design and failure analysis. Shallow reasoning misses edge cases and produces brittle tests that pass today but break tomorrow. Modes: Write mode — generating new tests for existing or new code. Work sequentially through the code under test; use gotests to scaffold table-driven tests, then enrich with edg...
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1713 power-bi-report-design-consultation github/awesome-copilot
Power BI Report Visualization Designer You are a Power BI visualization and user experience expert specializing in creating effective, accessible, and engaging reports. Your role is to guide the design of reports that clearly communicate insights and enable data-driven decision making. Design Consultation Framework Initial Requirements Gathering Before recommending visualizations, understand the context: Business Context Assessment: □ What business problem are you trying to solve? □ Who is the t...
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1714 remember github/awesome-copilot
The user wants to save this to long-term memory: $ARGUMENTS Quick start memory_save { "content" : "We rotate JWT refresh tokens on every use; the old token is revoked server-side in auth/refresh.ts." , "concepts" : "jwt-refresh-rotation, token-revocation, auth-flow" , "files" : "src/auth/refresh.ts" } Expected output: Saved memory abc12345 with 3 concepts: jwt-refresh-rotation, token-revocation, auth-flow. Why Show more Installs 9.2K Repository rohitg00/agentmemory GitHub Stars 26.5K First Seen ...
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1715 add-educational-comments github/awesome-copilot
Add Educational Comments Add educational comments to code files so they become effective learning resources. When no file is provided, request one and offer a numbered list of close matches for quick selection. Role You are an expert educator and technical writer. You can explain programming topics to beginners, intermediate learners, and advanced practitioners. You adapt tone and detail to match the user's configured knowledge levels while keeping guidance encouraging and instructional. Provide...
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1716 dataverse-python-advanced-patterns github/awesome-copilot
You are a Dataverse SDK for Python expert. Generate production-ready Python code that demonstrates: Error handling & retry logic — Catch DataverseError, check is_transient, implement exponential backoff. Batch operations — Bulk create/update/delete with proper error recovery. OData query optimization — Filter, select, orderby, expand, and paging with correct logical names. Table metadata — Create/inspect/delete custom tables with proper column type definitions (IntEnum for option sets). Configur...
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1717 java-refactoring-extract-method github/awesome-copilot
Refactoring Java Methods with Extract Method Role You are an expert in refactoring Java methods. Below are 2 examples (with titles code before and code after refactoring) that represents Extract Method . Code Before Refactoring 1: public FactLineBuilder setC_BPartner_ID_IfValid ( final int bpartnerId ) { assertNotBuild ( ) ; if ( bpartnerId > 0 ) { setC_BPartner_ID ( bpartnerId ) ; } return this ; } Code After Refactoring 1: public FactLineBuilder bpartnerIdIfNotNull ( final BPartnerId bpartnerI...
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1718 breakdown-feature-implementation github/awesome-copilot
Feature Implementation Plan Prompt Goal Act as an industry-veteran software engineer responsible for crafting high-touch features for large-scale SaaS companies. Excel at creating detailed technical implementation plans for features based on a Feature PRD. Review the provided context and output a thorough, comprehensive implementation plan. Note: Do NOT write code in output unless it's pseudocode for technical situations. Output Format The output should be a complete implementation plan in Markd...
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1719 okx-wallet-portfolio okx/onchainos-skills
OKX Wallet Portfolio CLI 4 commands for supported chains, wallet total value, all token balances, and specific token balances. Pre-flight Checks Every time before running any onchainos command, always follow these steps in order. Do not echo routine command output to the user; only provide a brief status update when installing, updating, or handling a failure. Confirm installed : Run which onchainos . If not found, install it: curl -sSL https://raw.githubusercontent.com/okx/onchainos-skills/main...
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1720 openapi-to-application-code github/awesome-copilot
Generate Application from OpenAPI Spec Your goal is to generate a complete, working application from an OpenAPI specification using the active framework's conventions and best practices. Input Requirements OpenAPI Specification : Provide either: A URL to the OpenAPI spec (e.g., https://api.example.com/openapi.json ) A local file path to the OpenAPI spec The full OpenAPI specification content pasted directly Project Details (if not in spec): Project name and description Target framework and versi...
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1721 breakdown-test github/awesome-copilot
Test Planning & Quality Assurance Prompt Goal Act as a senior Quality Assurance Engineer and Test Architect with expertise in ISTQB frameworks, ISO 25010 quality standards, and modern testing practices. Your task is to take feature artifacts (PRD, technical breakdown, implementation plan) and generate comprehensive test planning, task breakdown, and quality assurance documentation for GitHub project management. Quality Standards Framework ISTQB Framework Application Test Process Activities : Pla...
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1722 create-github-issues-feature-from-implementation-plan github/awesome-copilot
Create GitHub Issue from Implementation Plan Create GitHub Issues for the implementation plan at ${file} . Process Analyze plan file to identify phases Check existing issues using search_issues Create new issue per phase using create_issue or update existing with update_issue Use feature_request.yml or chore_request.yml templates (fallback to default) Requirements One issue per implementation phase Clear, structured titles and descriptions Include only changes required by the plan Verify against...
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1723 update-specification github/awesome-copilot
Update Specification Your goal is to update the existing specification file ${file} based on new requirements or updates to any existing code. The specification file must define the requirements, constraints, and interfaces for the solution components in a manner that is clear, unambiguous, and structured for effective use by Generative AIs. Follow established documentation standards and ensure the content is machine-readable and self-contained. Best Practices for AI-Ready Specifications Use pre...
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1724 mintlify mintlify/docs
Mintlify reference Reference for building documentation with Mintlify. This file covers essentials that apply to every task. For detailed reference on specific topics, read the files listed in the reference index below. Reference index Read these files only when your task requires them . They are in the reference/ directory next to this file. To find them, look in the same directory as this skill file (e.g., .claude/skills/mintlify/reference/ ). File When to read reference/components.md Adding o...
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1725 framer-motion-animator patricio0312rev/skills
Framer Motion Animator Build delightful animations and interactions with Framer Motion's declarative API. Core Workflow Identify animation needs: Entrance, exit, hover, gestures Choose animation type: Simple, variants, gestures, layout Define motion values: Opacity, scale, position, rotation Add transitions: Duration, easing, spring physics Orchestrate sequences: Stagger, delay, parent-child Optimize performance: GPU-accelerated properties Installation npm install framer-motion Basic Animatio...
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1726 shellcheck-configuration wshobson/agents
ShellCheck Configuration and Static Analysis Comprehensive guidance for configuring and using ShellCheck to improve shell script quality, catch common pitfalls, and enforce best practices through static code analysis. When to Use This Skill Setting up linting for shell scripts in CI/CD pipelines Analyzing existing shell scripts for issues Understanding ShellCheck error codes and warnings Configuring ShellCheck for specific project requirements Integrating ShellCheck into development workflows ...
 9.2K
1727 android-clean-architecture affaan-m/ecc
Android Clean Architecture Clean Architecture patterns for Android and KMP projects. Covers module boundaries, dependency inversion, UseCase/Repository patterns, and data layer design with Room, SQLDelight, and Ktor. When to Activate Structuring Android or KMP project modules Implementing UseCases, Repositories, or DataSources Designing data flow between layers (domain, data, presentation) Setting up dependency injection with Koin or Hilt Working with Room, SQLDelight, or Ktor in a layered archi...
 9.2K
1728 meegle larksuite/meegle-cli
飞书项目 (Meego/Meegle) 操作指南 本技能通过 Meegle CLI来操作飞书项目数据。输出语言跟随用户输入语言，默认中文。 各命令的调用示例见 references/api-examples.md 。 授权流程 （所有业务命令前必须执行）：见 references/auth-guard.md CLI 使用指南 （命令结构、参数传递、命令发现）：见 references/cli-guide.md Project 空间域 project search 搜索空间信息，将空间名转换为 project_key 或验证空间是否存在。 参数 类型 必填 说明 --project-key string 是 空间 projectKey、simpleName 或空间名称 WorkItem 工作项域 元数据查询命令（ workitem meta-types / workitem meta-fields / workitem meta-roles / workitem meta-create-fields ）的参数表见 references/workitem.md 。 workitem cre...
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1729 graphite withgraphite/agent-skills
Graphite Skill Work with Graphite ( gt ) for creating, navigating, and managing stacked pull requests. Quick Reference I want to... Command Create a new branch/PR gt create branch-name -m "message" Amend current branch gt modify -m "message" Navigate up the stack gt up Navigate down the stack gt down Jump to top of stack gt top Jump to bottom of stack gt bottom View stack structure gt ls Submit stack for review gt submit --no-interactive Rebase stack on trunk gt restack Change branch parent gt t...
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1730 cqrs-implementation wshobson/agents
CQRS Implementation Comprehensive guide to implementing CQRS (Command Query Responsibility Segregation) patterns. When to Use This Skill Separating read and write concerns Scaling reads independently from writes Building event-sourced systems Optimizing complex query scenarios Different read/write data models needed High-performance reporting requirements Core Concepts 1. CQRS Architecture ┌─────────────┐ │ Client │ └──────┬──────┘ │ ┌────────────┴────────────┐ │ │ ▼...
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1731 dbt-transformation-patterns wshobson/agents
dbt Transformation Patterns Production-ready patterns for dbt (data build tool) including model organization, testing strategies, documentation, and incremental processing. When to Use This Skill Building data transformation pipelines with dbt Organizing models into staging, intermediate, and marts layers Implementing data quality tests Creating incremental models for large datasets Documenting data models and lineage Setting up dbt project structure Core Concepts 1. Model Layers (Medallion Ar...
 9.2K
1732 airflow-dag-patterns wshobson/agents
Apache Airflow DAG Patterns Production-ready patterns for Apache Airflow including DAG design, operators, sensors, testing, and deployment strategies. When to Use This Skill Creating data pipeline orchestration with Airflow Designing DAG structures and dependencies Implementing custom operators and sensors Testing Airflow DAGs locally Setting up Airflow in production Debugging failed DAG runs Core Concepts 1. DAG Design Principles Principle Description Idempotent Running twice produces same re...
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1733 temporal-python-testing wshobson/agents
Temporal Python Testing Strategies Comprehensive testing approaches for Temporal workflows using pytest, progressive disclosure resources for specific testing scenarios. When to Use This Skill Unit testing workflows - Fast tests with time-skipping Integration testing - Workflows with mocked activities Replay testing - Validate determinism against production histories Local development - Set up Temporal server and pytest CI/CD integration - Automated testing pipelines Coverage strategies - Achiev...
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1734 python-background-jobs wshobson/agents
Python Background Jobs & Task Queues Decouple long-running or unreliable work from request/response cycles. Return immediately to the user while background workers handle the heavy lifting asynchronously. When to Use This Skill Processing tasks that take longer than a few seconds Sending emails, notifications, or webhooks Generating reports or exporting data Processing uploads or media transformations Integrating with unreliable external services Building event-driven architectures Core Concepts...
 9.2K
1735 next-cache-components-adoption vercel/next.js
No SKILL.md available for this skill. View on GitHub Installs 597 Repository vercel/next.js GitHub Stars 140.2K First Seen 6 days ago
 9.2K
1736 ai-paper-reproduction lllllllama/ai-paper-reproduction-skill
ai-paper-reproduction Use when The user wants the agent to reproduce an AI paper repository. The target is a code repository with a README, scripts, configs, or documented commands. The goal is a minimal trustworthy run, not unlimited experimentation. The user needs standardized outputs that another human or model can audit quickly. The task spans more than one stage, such as intake plus setup, or setup plus execution plus reporting. Do not use when The task is a general literature review or pap...
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1737 fluxa-agent-wallet fluxa-agent-payment/fluxa-ai-wallet-mcp
FluxA Agent Wallet FluxA Agent Wallet is a co-wallet that allows AI agents to securely use a user’s wallet, enabling them to perform payment-related actions within the user’s approved scope. Capabilities include x402 payments, USDC transfers, payment links for receiving payments, discovering and calling x402 resources (one-shot APIs), and using payment-
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1738 flutter-testing-apps flutter/skills
Testing Flutter Applications Contents Core Testing Strategies Architectural Testing Guidelines Plugin Testing Guidelines Workflows Examples Core Testing Strategies Balance your testing suite across three main categories to optimize for confidence, maintenance cost, dependencies, and execution speed. Unit Tests Use unit tests to verify the correctness of a single function, method, or class under various conditions. Mock all external dependencies. Do not involve disk I/O, screen rendering, or user...
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1739 okx-dex-swap okx/onchainos-skills
OKX DEX Aggregator CLI 5 commands for multi-chain swap aggregation — quote, approve, and execute. Pre-flight Checks Every time before running any onchainos command, always follow these steps in order. Do not echo routine command output to the user; only provide a brief status update when installing, updating, or handling a failure. Confirm installed : Run which onchainos . If not found, install it: curl -sSL https://raw.githubusercontent.com/okx/onchainos-skills/main/install.sh | sh If the insta...
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1740 rust-mcp-server-generator github/awesome-copilot
Rust MCP Server Generator You are a Rust MCP server generator. Create a complete, production-ready Rust MCP server project using the official rmcp SDK. Project Requirements Ask the user for: Project name (e.g., "my-mcp-server") Server description (e.g., "A weather data MCP server") Transport type (stdio, sse, http, or all) Tools to include (e.g., "weather lookup", "forecast", "alerts") Whether to include prompts and resources Project Structure Generate this structure: {project-name}/ ├── Cargo.t...
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1741 create-llms github/awesome-copilot
Create LLMs.txt File from Repository Structure Create a new llms.txt file from scratch in the root of the repository following the official llms.txt specification at https://llmstxt.org/ . This file provides high-level guidance to large language models (LLMs) on where to find relevant content for understanding the repository's purpose and specifications. Primary Directive Create a comprehensive llms.txt file that serves as an entry point for LLMs to understand and navigate the repository effecti...
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1742 finnish-humanizer github/awesome-copilot
Finnish Humanizer <finnish_voice> Ennen kuin korjaat yhtään patternia, sisäistä miten suomalainen kirjoittaja ajattelee. Suoruus. Suomalainen sanoo asian ja siirtyy eteenpäin. Ei johdattelua, ei pehmentämistä, ei turhia kehyksiä. "Tämä ei toimi" on täysi lause. Lyhyys on voimaa. Lyhyt virke ei ole laiska — se on täsmällinen. Pitkä virke on perusteltava. Toisto on sallittu. Suomessa saman sanan käyttö kahdesti on normaalia. Englannin synonyymikierto ("utilize" → "employ" → "leverage") kuulostaa s...
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1743 remembering-conversations obra/episodic-memory
Remembering Conversations Core principle: Search before reinventing. Searching costs nothing; reinventing or repeating mistakes costs everything. Mandatory: Use the Search Agent YOU MUST dispatch the search-conversations agent for any historical search. Announce: "Dispatching search agent to find [topic]." Then use the Task tool with subagent_type: "search-conversations" : Task tool: description: "Search past conversations for [topic]" prompt: "Search for [specific query or topic]. Focus on [wha...
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1744 ai-paper-reproduction lllllllama/rigorpilot-skills
ai-paper-reproduction Use when The user wants the agent to reproduce an AI paper repository. The target is a code repository with a README, scripts, configs, or documented commands. The goal is a minimal trustworthy run, not unlimited experimentation. The user needs standardized outputs that another human or model can audit quickly. The task spans more than one stage, such as intake plus setup, or setup plus execution plus reporting. Do not use when The task is a general literature review or pap...
 9.1K
1745 flutter-testing-apps flutter/agent-plugins
Testing Flutter Applications Contents Core Testing Strategies Architectural Testing Guidelines Plugin Testing Guidelines Workflows Examples Core Testing Strategies Balance your testing suite across three main categories to optimize for confidence, maintenance cost, dependencies, and execution speed. Unit Tests Use unit tests to verify the correctness of a single function, method, or class under various conditions. Mock all external dependencies. Do not involve disk I/O, screen rendering, or user...
 9.1K
1746 aspnet-minimal-api-openapi github/awesome-copilot
ASP.NET Minimal API with OpenAPI Your goal is to help me create well-structured ASP.NET Minimal API endpoints with correct types and comprehensive OpenAPI/Swagger documentation. API Organization Group related endpoints using MapGroup() extension Use endpoint filters for cross-cutting concerns Structure larger APIs with separate endpoint classes Consider using a feature-based folder structure for complex APIs Request and Response Types Define explicit request and response DTOs/models Create clear...
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1747 debian-linux-triage github/awesome-copilot
Debian Linux Triage You are a Debian Linux expert. Diagnose and resolve the user’s issue with Debian-appropriate tooling and practices. Inputs ${input:DebianRelease} (optional) ${input:ProblemSummary} ${input:Constraints} (optional) Instructions Confirm Debian release and environment assumptions; ask concise follow-ups if required. Provide a step-by-step triage plan using systemctl , journalctl , apt , and dpkg . Offer remediation steps with copy-paste-ready commands. Include verification comman...
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1748 competitive-landscape wshobson/agents
Competitive Landscape Analysis Comprehensive frameworks for analyzing competition, identifying differentiation opportunities, and developing winning market positioning strategies. Overview Understand competitive dynamics using proven frameworks (Porter's Five Forces, Blue Ocean Strategy, positioning maps) to identify opportunities and craft defensible competitive advantages. Porter's Five Forces Analyze industry attractiveness and competitive intensity. Force 1: Threat of New Entrants Bar...
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1749 risk-metrics-calculation wshobson/agents
Risk Metrics Calculation Comprehensive risk measurement toolkit for portfolio management, including Value at Risk, Expected Shortfall, and drawdown analysis. When to Use This Skill Measuring portfolio risk Implementing risk limits Building risk dashboards Calculating risk-adjusted returns Setting position sizes Regulatory reporting Core Concepts 1. Risk Metric Categories Category Metrics Use Case Volatility Std Dev, Beta General risk Tail Risk VaR, CVaR Extreme losses Drawdown Max DD, Calmar C...
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1750 okx-cex-market okx/agent-skills
OKX CEX Market Data CLI Public market data for OKX exchange: prices, order books, candles, funding rates, open interest, and instrument info. All commands are read-only and do not require API credentials . Prerequisites Install okx CLI: npm install -g @okx_ai/okx-trade-cli No credentials needed for market data — all commands are public. Verify install: okx market ticker BTC-USDT Demo vs Live Mode Market data commands are public and read-only — demo mode has no effect . The same data is returned ...
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