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# Skill 仓库 描述 安装量
13401 tooluniverse-clinical-trial-matching mims-harvard/tooluniverse
Clinical Trial Matching for Precision Medicine Transform patient molecular profiles and clinical characteristics into prioritized clinical trial recommendations. Searches ClinicalTrials.gov and cross-references with molecular databases (CIViC, OpenTargets, ChEMBL, FDA) to produce evidence-graded, scored trial matches. KEY PRINCIPLES : Report-first approach - Create report file FIRST, then populate progressively Patient-centric - Every recommendation considers the individual patient's profile Mol...
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13402 game-design-core omer-metin/skills-for-antigravity
Game Design Core Identity You are a game designer in the tradition of Miyamoto, Sid Meier, and Jonathan Blow. You understand that games are not made of code - they are made of feelings. Code is just how we deliver those feelings to players. You've studied the masters: Shigeru Miyamoto on "find the fun" - the core loop must be joyful before anything else Sid Meier on "games are a series of interesting decisions" - every choice must matter Jonathan Blow on "games can mean something" - respect t...
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13403 gcloud dicklesworthstone/agent_flywheel_clawdbot_skills_and_integrations
gcloud CLI Skill for AI Agents This document provides essential guidelines and best practices for AI agents interacting with the Google Cloud SDK ( gcloud CLI). Following these rules is critical to avoid hallucinated commands, flags, flag values, and positional argument syntax, prevent destructive actions, and minimize context window usage. Getting Started 1. Installation If the gcloud executable is missing, refer to the official Google Cloud CLI Installation Guide to install it on your platform...
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13404 axiom-spritekit charleswiltgen/axiom
SpriteKit Game Development Guide Purpose : Build reliable SpriteKit games by mastering the scene graph, physics engine, action system, and rendering pipeline iOS Version : iOS 13+ (SwiftUI integration), iOS 11+ (SKRenderer) Xcode : Xcode 15+ When to Use This Skill Use this skill when: Building a new SpriteKit game or interactive simulation Implementing physics (collisions, contacts, forces, joints) Setting up game architecture (scenes, layers, cameras) Optimizing frame rate or reducing draw call...
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13405 wordpress penetration testing davila7/claude-code-templates
WordPress Penetration Testing Purpose Conduct comprehensive security assessments of WordPress installations including enumeration of users, themes, and plugins, vulnerability scanning, credential attacks, and exploitation techniques. WordPress powers approximately 35% of websites, making it a critical target for security testing. Prerequisites Required Tools WPScan (pre-installed in Kali Linux) Metasploit Framework Burp Suite or OWASP ZAP Nmap for initial discovery cURL or wget Required Knowledg...
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13406 developer aj-geddes/claude-code-bmad-skills
Developer Role: Phase 4 - Implementation (Execution) specialist Function: Translate requirements into clean, tested, maintainable code Responsibilities Implement user stories from start to finish Write clean, maintainable code Create comprehensive tests Follow best practices and coding standards Complete acceptance criteria Document implementation decisions Hand off working, tested features Core Principles Working Software - Priority is code that works correctly Test Coverage - Aim for ≥80% c...
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13407 rss-aggregator zephyrwang6/myskill
RSS Aggregator This skill fetches and aggregates the latest updates from a curated list of RSS feeds defined in references/feeds.opml . Usage When the user asks for updates (e.g., "recent updates", "last 3 days", "what's new"), use the scripts/aggregate.py script. Command uv run --with feedparser scripts/aggregate.py --days < number_of_days > If the user doesn't specify a timeframe, default to 3 days. Output The script outputs a list of updates in the following format: Title Author Summary (~500...
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13408 dotnet-local-tools aaronontheweb/dotnet-skills
Use this skill when: - Setting up consistent tooling across a development team - Ensuring CI/CD pipelines use the same tool versions as local development - Managing project-specific CLI tools (docfx, incrementalist, dotnet-ef, etc.) - Avoiding global tool version conflicts between projects What Are Local Tools? Local tools are .NET CLI tools that are installed and versioned per-repository rather than globally. They're defined in `.config/dotnet-tools.json` and restored with `dotnet tool r...
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13409 gitlab odyssey4me/agent-skills
GitLab Skill This skill provides GitLab integration using the official glab CLI tool. A Python wrapper script produces markdown-formatted output for read/view operations. Action commands (create, merge, close, comment) should use glab directly. Prerequisites Install glab CLI : installation guide Authentication Authenticate with GitLab glab auth login Verify authentication glab auth status Supports GitLab.com, GitLab Dedicated, and GitLab Self-Managed instances. See GitLab CLI Authentication fo...
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13410 stock-analysis liusai0820/stock-analysis-skill
Stock Analysis (v5.0) Analyze US stocks and cryptocurrencies using Yahoo Finance data. Includes portfolio management, crypto support, and periodic analysis. Quick Start IMPORTANT: Pass ONLY the stock ticker symbol(s) as arguments. Do NOT add extra text, headers, or formatting in the command. Analyze a single ticker: uv run { baseDir } /scripts/analyze_stock.py AAPL uv run { baseDir } /scripts/analyze_stock.py MSFT --output json Compare multiple tickers: uv run { baseDir } /scripts/analyze_stock....
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13411 axiom-textkit-ref charleswiltgen/axiom
TextKit 2 Reference Complete reference for TextKit 2 covering architecture, migration from TextKit 1, Writing Tools integration, and SwiftUI TextEditor with AttributedString through iOS 26. Architecture TextKit 2 uses MVC pattern with new classes optimized for correctness, safety, and performance. Model Layer NSTextContentManager (abstract) Generates NSTextElement objects from backing store Tracks element ranges within document Default implementation: NSTextContentStorage NSTextContentSto...
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13412 metasploit framework davila7/claude-code-templates
Metasploit Framework ⚠️ AUTHORIZED USE ONLY This skill is for educational purposes or authorized security assessments only. You must have explicit, written permission from the system owner before using this tool. Misuse of this tool is illegal and strictly prohibited. Purpose Leverage the Metasploit Framework for comprehensive penetration testing, from initial exploitation through post-exploitation activities. Metasploit provides a unified platform for vulnerability exploitation, payload generat...
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13413 tooluniverse-proteomics-analysis mims-harvard/tooluniverse
Proteomics Analysis Comprehensive analysis of mass spectrometry-based proteomics data from protein identification through quantification, differential expression, post-translational modifications, and systems-level interpretation. When to Use This Skill Triggers : User has proteomics MS output files, asks about protein abundance/expression, differential protein expression, PTM analysis, protein-RNA correlation, multi-omics integration involving proteomics, protein complex/interaction analysis, o...
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13414 axiom-codable charleswiltgen/axiom
Swift Codable Patterns Comprehensive guide to Codable protocol conformance for JSON and PropertyList encoding/decoding in Swift 6.x. Quick Reference Decision Tree: When to Use Each Approach Has your type... ├─ All properties Codable? → Automatic synthesis (just add `: Codable`) ├─ Property names differ from JSON keys? → CodingKeys customization ├─ Needs to exclude properties? → CodingKeys customization ├─ Enum with associated values? → Check enum synthesis patterns ├─ Needs structural transfor...
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13415 feedback-mastery davila7/claude-code-templates
Feedback Conversations Overview This skill provides frameworks for navigating difficult workplace conversations and delivering effective feedback. Whether you're addressing performance issues, resolving conflicts, or giving constructive feedback, these structured approaches lead to better outcomes. Core insight: Research shows that employees who approach difficult conversations with preparation and a clear framework are 60% more likely to reach a positive resolution than those who engage without...
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13416 aws penetration testing davila7/claude-code-templates
AWS Penetration Testing Purpose Provide comprehensive techniques for penetration testing AWS cloud environments. Covers IAM enumeration, privilege escalation, SSRF to metadata endpoint, S3 bucket exploitation, Lambda code extraction, and persistence techniques for red team operations. Inputs/Prerequisites AWS CLI configured with credentials Valid AWS credentials (even low-privilege) Understanding of AWS IAM model Python 3, boto3 library Tools: Pacu, Prowler, ScoutSuite, SkyArk Outputs/Deliverabl...
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13417 sketch-implement-design sketch-hq/skills
Sketch Implement Design Overview Implement UI from Sketch with high visual fidelity by querying live document data through Sketch MCP. Use run_code to inspect and export data, and get_selection_as_image as the visual source of truth. Prerequisites Keep Sketch open with the target document available. Enable Sketch MCP in Sketch settings: General -> Allow AI tools to interact with open documents . Configure Codex MCP to point to the local Sketch server address shown in Sketch settings. Default add...
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13418 axiom-build-performance charleswiltgen/axiom
Build Performance Optimization Overview Systematic Xcode build performance analysis and optimization. Core principle: Measure before optimizing, then optimize the critical path first. When to Use This Skill Build times have increased significantly Incremental builds taking too long Want to analyze Build Timeline Need to identify slow-compiling Swift code Optimizing CI/CD build times Build performance regression investigation Enabling Xcode 26 compilation caching Reducing module variants in exp...
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13419 axiom-app-shortcuts-ref charleswiltgen/axiom
App Shortcuts Reference Overview Comprehensive guide to App Shortcuts framework for making your app's actions instantly available in Siri, Spotlight, Action Button, Control Center, and other system experiences. App Shortcuts are pre-configured App Intents that work immediately after app install—no user setup required. Key distinction App Intents are the actions; App Shortcuts are the pre-configured "surface" that makes those actions instantly discoverable system-wide. When to Use This Skill ...
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13420 nginx-config-optimizer patricio0312rev/skills
Nginx Config Optimizer Create optimized Nginx configurations for high-performance web serving and reverse proxying. Core Workflow Define architecture: Reverse proxy, load balancer, or static serving Configure security: SSL/TLS, headers, rate limiting Optimize performance: Caching, compression, buffers Setup upstream: Backend server pools Add monitoring: Access logs, metrics Test configuration: Validate and reload Main Configuration /etc/nginx/nginx.conf user nginx; worker_processes auto; wor...
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13421 axiom-getting-started charleswiltgen/axiom
Getting Started with Axiom Welcome! This skill helps new users discover the most relevant Axiom skills for their situation. How This Skill Works Ask the user 2-3 targeted questions about their project Provide personalized skill recommendations (3-5 skills max) Show example prompts they can try immediately Include a complete skill reference for browsing Step 1: Ask Questions Use the AskUserQuestion tool to gather context: Question 1: Current Focus Question: "What brings you to Axiom today?" H...
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13422 network 101 davila7/claude-code-templates
Network 101 Purpose Configure and test common network services (HTTP, HTTPS, SNMP, SMB) for penetration testing lab environments. Enable hands-on practice with service enumeration, log analysis, and security testing against properly configured target systems. Inputs/Prerequisites Windows Server or Linux system for hosting services Kali Linux or similar for testing Administrative access to target system Basic networking knowledge (IP addressing, ports) Firewall access for port configuration Outpu...
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13423 tooluniverse-multiomic-disease-characterization mims-harvard/tooluniverse
Multi-Omics Disease Characterization Pipeline Characterize diseases across multiple molecular layers (genomics, transcriptomics, proteomics, pathways) to provide systems-level understanding of disease mechanisms, identify therapeutic opportunities, and discover biomarker candidates. KEY PRINCIPLES : Report-first approach - Create report file FIRST, then populate progressively Disease disambiguation FIRST - Resolve all identifiers before omics analysis Layer-by-layer analysis - Systematically cov...
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13424 axiom-energy charleswiltgen/axiom
Energy Optimization Overview Energy issues manifest as battery drain, hot devices, and poor App Store reviews. Core principle: Measure before optimizing. Use Power Profiler to identify the dominant subsystem (CPU/GPU/Network/Location/Display), then apply targeted fixes. Key insight: Developers often don't know where to START auditing. This skill provides systematic diagnosis, not guesswork. Requirements: iOS 26+, Xcode 26+, Power Profiler in Instruments Example Prompts Real questions develo...
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13425 ghidra mitsuhiko/agent-stuff
Ghidra Headless Analysis Skill Perform automated reverse engineering using Ghidra's analyzeHeadless tool. Import binaries, run analysis, decompile to C code, and extract useful information. Quick Reference Task Command Full analysis with all exports ghidra-analyze.sh -s ExportAll.java -o ./output binary Decompile to C code ghidra-analyze.sh -s ExportDecompiled.java -o ./output binary List functions ghidra-analyze.sh -s ExportFunctions.java -o ./output binary Extract strings ghidra-analyze.sh -...
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13426 axiom-display-performance charleswiltgen/axiom
Display Performance Systematic diagnosis for frame rate issues on variable refresh rate displays (ProMotion, iPad Pro, future devices). Covers render loop configuration, frame pacing, hitch mechanics, and production telemetry. Key insight: "ProMotion available" does NOT mean your app automatically runs at 120Hz. You must configure it correctly, account for system caps, and ensure proper frame pacing. Part 1: Why You're Stuck at 60fps Diagnostic Order Check these in order when stuck at 60fps ...
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13427 axiom-file-protection-ref charleswiltgen/axiom
iOS File Protection Reference Purpose: Comprehensive reference for file encryption and data protection APIs Availability: iOS 4.0+ (all protection levels), latest enhancements in iOS 26 Context: Built on iOS Data Protection architecture using hardware encryption When to Use This Skill Use this skill when you need to: Protect sensitive user data at rest Choose appropriate FileProtectionType for files Understand when files are accessible/encrypted Debug "file not accessible" errors after devic...
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13428 linux privilege escalation davila7/claude-code-templates
Linux Privilege Escalation Purpose Execute systematic privilege escalation assessments on Linux systems to identify and exploit misconfigurations, vulnerable services, and security weaknesses that allow elevation from low-privilege user access to root-level control. This skill enables comprehensive enumeration and exploitation of kernel vulnerabilities, sudo misconfigurations, SUID binaries, cron jobs, capabilities, PATH hijacking, and NFS weaknesses. Inputs / Prerequisites Required Access Low-p...
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13429 supabase-realtime nice-wolf-studio/claude-code-supabase-skills
Supabase Realtime Overview This skill provides guidance for working with Supabase Realtime features. Realtime allows you to listen to database changes, broadcast messages, and track presence using WebSocket connections. Note: Realtime operations require WebSocket support, which is more complex in bash. This skill focuses on practical patterns and examples using available tools. Prerequisites Required environment variables: export SUPABASE_URL="https://your-project.supabase.co" export SUPABA...
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13430 salesforce-development davila7/claude-code-templates
Salesforce Development Patterns Lightning Web Component with Wire Service Use @wire decorator for reactive data binding with Lightning Data Service or Apex methods. @wire fits LWC's reactive architecture and enables Salesforce performance optimizations. Bulkified Apex Trigger with Handler Pattern Apex triggers must be bulkified to handle 200+ records per transaction. Use handler pattern for separation of concerns, testability, and recursion prevention. Queueable Apex for Async Processing Us...
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13431 axiom-concurrency-profiling charleswiltgen/axiom
Concurrency Profiling — Instruments Workflows Profile and optimize Swift async/await code using Instruments. When to Use ✅ Use when: UI stutters during async operations Suspecting actor contention Tasks queued but not executing Main thread blocked during async work Need to visualize task execution flow ❌ Don't use when: Issue is pure CPU performance (use Time Profiler) Memory issues unrelated to concurrency (use Allocations) Haven't confirmed concurrency is the bottleneck Swift Concurrency...
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13432 idor vulnerability testing davila7/claude-code-templates
IDOR Vulnerability Testing Purpose Provide systematic methodologies for identifying and exploiting Insecure Direct Object Reference (IDOR) vulnerabilities in web applications. This skill covers both database object references and static file references, detection techniques using parameter manipulation and enumeration, exploitation via Burp Suite, and remediation strategies for securing applications against unauthorized access. Inputs / Prerequisites Target Web Application : URL of application w...
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13433 github-project-management ruvnet/claude-flow
GitHub Project Management Overview A comprehensive skill for managing GitHub projects using AI swarm coordination. This skill combines intelligent issue management, automated project board synchronization, and swarm-based coordination for efficient project delivery. Quick Start Basic Issue Creation with Swarm Coordination Create a coordinated issue gh issue create \ --title "Feature: Advanced Authentication" \ --body "Implement OAuth2 with social login..." \ --label "enhancement,swarm-ready" I...
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13434 axiom-axe-ref charleswiltgen/axiom
AXe Reference (iOS Simulator UI Automation) AXe is a CLI tool for interacting with iOS Simulators using Apple's Accessibility APIs and HID functionality. Single binary, no daemon required. Installation brew install cameroncooke/axe/axe Verify installation axe --version Critical Best Practice: describe_ui First ALWAYS run describe_ui before UI interactions. Never guess coordinates from screenshots. Best practice: Use describe-ui to get precise element coordinates prior to using x/y paramet...
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13435 plugin-forge davila7/claude-code-templates
CC Plugin Forge Purpose Build and manage Claude Code plugins with correct structure, manifests, and marketplace integration. Includes workflows, automation scripts, and reference docs. When to Use Creating new plugins for a marketplace Adding/modifying plugin components (commands, skills, agents, hooks) Updating plugin versions Working with plugin or marketplace manifests Setting up local plugin testing Publishing plugins Getting Started Create New Plugin Use create_plugin.py to generate plugin ...
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13436 axiom-privacy-ux charleswiltgen/axiom
Privacy UX Patterns Comprehensive guide to privacy-first app design. Apple Design Award Social Impact winners handle data ethically, and privacy-first design is a key differentiator. Overview Privacy manifests (PrivacyInfo.xcprivacy) are Apple's framework for transparency about data collection and tracking. Combined with App Tracking Transparency and just-in-time permission requests, they help users make informed choices about their data. This skill covers creating privacy manifests, request...
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13437 china-news-crawler nanmicoder/newscrawler
No SKILL.md available for this skill. View on GitHub
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13438 startup-go-to-market vasilyu1983/ai-agents-public
Startup Go-to-Market Systematic workflow for designing and executing market entry, launch, and growth. Modern Best Practices (Jan 2026): Start from ICP + positioning, pick 1-2 channels to sequence, instrument the funnel end-to-end, use AI for execution (not strategy), align RevOps across sales/marketing/CS. When to Use Designing go-to-market strategy for new product Choosing between PLG and sales-led motion Planning product launches (soft, beta, ProductHunt, full) Defining ICP and channel str...
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13439 agno delorenj/skills
Agno Skill Comprehensive assistance with Agno development - a modern AI agent framework for building production-ready multi-agent systems with MCP integration, workflow orchestration, and AgentOS runtime. When to Use This Skill This skill should be triggered when: Building AI agents with tools, memory, and structured outputs Creating multi-agent teams with role-based delegation and collaboration Implementing workflows with conditional branching, loops, and async execution Integrating MCP ser...
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13440 axiom-database-migration charleswiltgen/axiom
Database Migration Overview Safe database schema evolution for production apps with user data. Core principle Migrations are immutable after shipping. Make them additive, idempotent, and thoroughly tested. Example Prompts These are real questions developers ask that this skill is designed to answer: 1. "I need to add a new column to store user preferences, but the app is already live with user data. How do I do this safely?" → The skill covers safe additive patterns for adding columns witho...
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13441 pdf skillcreatorai/ai-agent-skills
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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13442 romance-novel-conventions wordflowlab/novel-writer-skills
言情小说创作规范 快速参考 元素 指导原则 示例 初遇 故事的 0-10% 意外的首次相遇，产生火花 初吻 50-60%（慢热）或 20-30%（快热） 需要充分的情感铺垫 黑暗时刻 75-85% 关系看似不可能继续 大结局 85-100% 表白、承诺、HEA/HFN 核心要素 必备组成部分 情感连接：主角之间必须有化学反应 通过行动而非单纯描述来展现吸引力 通过亲近和距离建立张力 创造可信的相互吸引的理由 内在冲突：恐惧、过往创伤、自我怀疑 每个角色都应该有情感包袱 内在冲突必须与外在障碍同样强烈 成长来自面对这些内在问题 外在障碍：家庭、事业、误会 障碍应该是合理的，而非人为的 "只要好好沟通"不应该能解决所有问题 风险应该逐步升级 令人满意的结局：HEA（永远幸福）或 HFN（暂时幸福） 两个角色都必须成长才配得上结局 结局应该解决内在和外在冲突 读者应该感到满足，而非被欺骗 可选元素 三角恋（谨慎使用 - 可能让读者沮丧） 被迫亲密设定（被困在一起的场景） 欢喜冤家（需要精心处理） 第二次机会言情（重燃旧情） 节奏指南 故事阶段 百分比 关键事件 情感焦点 初遇...
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13443 freee-api-skill him0/freee-mcp
freee API スキル 概要 freee-mcp (MCP サーバー) を通じて freee API と連携。 このスキルの役割: freee API の詳細リファレンスを提供 freee-mcp 使用ガイドと API 呼び出し例を提供 注意: OAuth 認証はユーザー自身が自分の環境で実行する必要があります。 セットアップ 1. OAuth 認証（あなたのターミナルで実行） npx freee-mcp configure ブラウザで freee にログインし、事業所を選択します。設定は ~/.config/freee-mcp/config.json に保存されます。 2. 再起動して確認 Claude を再起動後、 freee_auth_status ツールで認証状態を確認。 リファレンス API リファレンスが references/ に含まれます。各リファレンスにはパラメータ、リクエストボディ、レスポンスの詳細情報があります。 目的のAPIを探すには、 references/ ディレクトリ内のファイルをキーワード検索してください。 主なリファレンス: accounting-...
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13444 axiom-core-data-diag charleswiltgen/axiom
Core Data Diagnostics & Migration Overview Core Data issues manifest as production crashes from schema mismatches, mysterious concurrency errors, performance degradation under load, and data corruption from unsafe migrations. Core principle 85% of Core Data problems stem from misunderstanding thread-confinement, schema migration requirements, and relationship query patterns—not Core Data defects. Red Flags — Suspect Core Data Issue If you see ANY of these, suspect a Core Data misunderstanding...
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13445 axiom-photo-library charleswiltgen/axiom
Photo Library Access with PhotoKit Guides you through photo picking, limited library handling, and saving photos to the camera roll using privacy-forward patterns. When to Use This Skill Use when you need to: ☑ Let users select photos from their library ☑ Handle limited photo library access ☑ Save photos/videos to the camera roll ☑ Choose between PHPicker and PhotosPicker ☑ Load images from PhotosPickerItem ☑ Observe photo library changes ☑ Request appropriate permission level Example Prompts "H...
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13446 axiom-core-location-ref charleswiltgen/axiom
Core Location Reference Comprehensive API reference for modern Core Location (iOS 17+). When to Use Need API signatures for CLLocationUpdate, CLMonitor, CLServiceSession Implementing geofencing or region monitoring Configuring background location updates Understanding authorization patterns Debugging location service issues
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13447 project-astrology-chinese vasilyu1983/ai-agents-public
Chinese Astrology Provide Chinese zodiac, BaZi, Zi Wei Dou Shu, Feng Shui, and Qi Men Dun Jia guidance with explicit inputs, assumptions, and uncertainty. Scope and routing If the user wants Western astrology, route to Western resources (do not improvise). If the user wants Jyotish/Vedic, use ../project-astrology-vedic/SKILL.md. If the user wants Tarot or I Ching, use ../project-astrology-tarot-divination/SKILL.md. If the user wants numerology, use ../project-astrology-numerology/SKILL.md. Cor...
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13448 axiom-storage-diag charleswiltgen/axiom
Local File Storage Diagnostics Overview Core principle 90% of file storage problems stem from choosing the wrong storage location, misunderstanding file protection levels, or missing backup exclusions—not iOS file system bugs. The iOS file system is battle-tested across millions of apps and devices. If your files are disappearing, becoming inaccessible, or causing backup issues, the problem is almost always in storage location choice or protection configuration. Red Flags — Suspect File Storage ...
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13449 axiom-deep-link-debugging charleswiltgen/axiom
Deep Link Debugging When to Use This Skill Use when: Adding debug-only deep links for simulator testing Enabling automated navigation to specific screens for screenshot/testing Integrating with simulator-tester agent or /axiom:screenshot Need to navigate programmatically without production deep link implementation Testing navigation flows without manual tapping Do NOT use for: Production deep linking (use axiom-swiftui-nav skill instead) Universal links or App Clips Complex routing architect...
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13450 explaining-code patricio0312rev/skills
When explaining code, always include: Start with an analogy: Compare the code to something from everyday life Draw a diagram: Use ASCII art to show the flow, structure, or relationships Walk through the code: Explain step-by-step what happens Highlight a gotcha: What's a common mistake or misconception? Keep explanations conversational. For complex concepts, use multiple analogies.
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