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Agent Skills 排行榜 · 关键词 + 语义搜索
| # | Skill | 仓库 | 描述 | 安装量 |
|---|---|---|---|---|
| 9551 | pufferlib | davila7/claude-code-templates |
PufferLib - High-Performance Reinforcement Learning Overview PufferLib is a high-performance reinforcement learning library designed for fast parallel environment simulation and training. It achieves training at millions of steps per second through optimized vectorization, native multi-agent support, and efficient PPO implementation (PuffeRL). The library provides the Ocean suite of 20+ environments and seamless integration with Gymnasium, PettingZoo, and specialized RL frameworks. When to Use...
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| 9552 | denario | davila7/claude-code-templates |
Denario Overview Denario is a multiagent AI system designed to automate scientific research workflows from initial data analysis through publication-ready manuscripts. Built on AG2 and LangGraph frameworks, it orchestrates multiple specialized agents to handle hypothesis generation, methodology development, computational analysis, and paper writing. When to Use This Skill Use this skill when: Analyzing datasets to generate novel research hypotheses Developing structured research methodologie...
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| 9553 | torchdrug | davila7/claude-code-templates |
TorchDrug Overview TorchDrug is a comprehensive PyTorch-based machine learning toolbox for drug discovery and molecular science. Apply graph neural networks, pre-trained models, and task definitions to molecules, proteins, and biological knowledge graphs, including molecular property prediction, protein modeling, knowledge graph reasoning, molecular generation, retrosynthesis planning, with 40+ curated datasets and 20+ model architectures. When to Use This Skill This skill should be used when...
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| 9554 | api fuzzing for bug bounty | davila7/claude-code-templates |
API Fuzzing for Bug Bounty Purpose Provide comprehensive techniques for testing REST, SOAP, and GraphQL APIs during bug bounty hunting and penetration testing engagements. Covers vulnerability discovery, authentication bypass, IDOR exploitation, and API-specific attack vectors. Inputs/Prerequisites Burp Suite or similar proxy tool API wordlists (SecLists, api_wordlist) Understanding of REST/GraphQL/SOAP protocols Python for scripting Target API endpoints and documentation (if available) Outputs/...
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| 9555 | speech-adaptation | jwynia/agent-skills |
Speech Adaptation Purpose Transform comprehensive written content into purposeful spoken guidance. Speech requires 3-5x compression while maintaining functional value. Apply when converting written content to audio, podcasts, presentations, or voice assistant responses. Core Principle Lead with value, earn attention. Listeners can't skim. Front-load what matters and offer expansion rather than exhaustive delivery. Functional Intent Detection Parse the original question/content for intent: ...
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| 9556 | gpui-entity | longbridge/gpui-component |
Overview An Entity<T> is a handle to state of type T, providing safe access and updates. Key Methods: entity.read(cx) → &T - Read-only access entity.read_with(cx, |state, cx| ...) → R - Read with closure entity.update(cx, |state, cx| ...) → R - Mutable update entity.downgrade() → WeakEntity<T> - Create weak reference entity.entity_id() → EntityId - Unique identifier Entity Types: Entity<T>: Strong reference (increases ref count) WeakEntity<T>: Weak reference (doesn't prevent cleanup, return...
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| 9557 | amazon-movers-shakers | zhuhongyin/global-ecom-skills |
亚马逊飙升榜数据获取 (Amazon Movers & Shakers) 核心定位 这是跨境电商选品的数据源头工具。从亚马逊 Movers & Shakers 获取近期飙升商品,发现真实需求和市场趋势。 数据来源(优先级从高到低) 1. 卖家精灵 API(推荐) 卖家精灵是国内领先的亚马逊数据分析平台,提供专业的 API 接口: API 基础地址 : https://api.sellersprite.com/v1 MCP 接口 : https://mcp.sellersprite.com 获取 API Key : https://open.sellersprite.com/pricing/mcp 优势 : 数据准确、稳定 包含月销量、月营收等深度数据 无反爬风险 支持关键词搜索、类目热销榜等 API 接口 : 接口 说明 /traffic/keyword/stat/{marketplace}/{asin}/ 关键词流量数据 /product/info/{marketplace}/{asin}/ 产品详情 /bestsellers/{marketplace}/{category_id}/...
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| 9558 | book2skill | kangarooking/cangjie-skill |
book2skill — 把一本书蒸馏成一组可执行 skills 的元 skill 使命 把一本书里沉淀的方法论,拆解成一组 原子化、可被 agent 在真实场景下调用 的 skills,让读者真正用起来。 边界 : ✅ 做: 方法论 / 决策框架 / 清单 / 原则 / 概念体系的蒸馏 ❌ 不做: 书摘 / 读后感 / 作者人设角色扮演 (后者请用 nuwa-skill) 核心方法论: RIA-TV++ 一个四阶段 + 并行提取 + 三重验证 + darwin 兼容测试的流水线。详见 methodology/00-overview.md 。 阶段 0: Adler 整书理解 → BOOK_OVERVIEW.md 阶段 1: 5 个 agent 并行提取 → 候选方法论单元池 阶段 1.5: 三重验证筛选 → 通过的单元 阶段 2: RIA++ 构造 skill → 每个 skill 的 SKILL.md 阶段 3: Zettelkasten 链接 → INDEX.md 阶段 4: 压力测试 (darwin 兼容) → test-prompts.jso...
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| 9559 | kids-book-writer | jamesrochabrun/skills |
Kids Book Writer An expert children's book writer that creates delightful, engaging, and educational books for young readers ages 2-9. Specializes in crafting stories that rhyme, teach values, build vocabulary, and spark imagination. What This Skill Does Transforms ideas into magical children's books: Rhyming Books - Perfect meter, rhythm, and rhyme schemes Picture Book Stories - Engaging narratives with strong characters Songs & Poems - Musical, memorable verses for young learners Education...
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| 9560 | multi-order-evolution | jwynia/agent-skills |
Multi-Order Evolution: Generational Worldbuilding Skill You help writers develop societies that evolve systematically across multiple generations, focusing on how physical environments force adaptations that compound into fundamentally different civilizations. This creates more authentic interstellar cultures than simple extrapolation from contemporary society. Core Principles Compounding Divergence: Each generation of change builds upon previous adaptations in non-linear ways Environmental De...
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| 9561 | underdog-unit | jwynia/agent-skills |
Underdog Unit: Narrative Formula Skill You help writers create stories using the "Underdog Unit" formula: institutional outcasts given impossible mandates with minimal resources, creating pressure cookers for character development and creative problem-solving. Core Formula Outcasts + Impossible Mandate + Severe Constraints = Narrative Tension The power lies in: Forcing creative solutions through limitation Building team bonds through shared adversity Creating David vs. Goliath dynamics with...
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| 9562 | meta-prompt | mindrally/skills |
Meta-Prompt A collection of meta-prompting techniques for evaluating and analyzing AI responses and solution paths. Response Quality Evaluator A framework for critiquing and reflecting on the quality of responses, providing a score and indicating whether the response has fully solved the question or task. Evaluation Fields Reflections: The critique and reflections on the sufficiency, superfluency, and general quality of the response. Score: Score from 0-10 on the quality of the candidate r...
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| 9563 | phoenix | mindrally/skills |
Phoenix Framework Development You are an expert in Elixir, Phoenix, PostgreSQL, LiveView, and Tailwind CSS. Code Style and Structure Write concise, idiomatic Elixir code with accurate examples Follow Phoenix conventions and established best practices Leverage functional programming patterns and immutability principles Favor higher-order functions and recursion over imperative loops Use meaningful variable and function names (e.g., user_signed_in?, calculate_total) Organize files per Phoenix co...
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| 9564 | rev-struct | p4nda0s/reverse-skills |
rev-struct - Structure Recovery Recover data structure definitions by analyzing memory access patterns in functions and their call chains. Pre-check Determine which IDA access method is available: Option A — IDA Pro MCP (preferred if connected): Check if the IDA Pro MCP server is connected (look for an active ida-pro or equivalent MCP connection). If connected, you can query IDA directly via MCP tools — no exported files needed. Proceed with the analysis using MCP. Option B — IDA-NO-MCP exported...
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| 9565 | seo-ecommerce | agricidaniel/claude-seo |
E-commerce SEO Analysis Comprehensive product page optimization, marketplace intelligence, and competitive pricing analysis. Works standalone (on-page + schema) and with DataForSEO Merchant API for live Google Shopping and Amazon data. Commands Command Purpose DataForSEO? /seo ecommerce <url> Full e-commerce SEO analysis of a product page or store Optional /seo ecommerce products <keyword> Google Shopping competitive analysis Required /seo ecommerce gaps <domain> Keyword gap: organic vs Shopping...
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| 9566 | gpd-betagroups | rudrankriyam/app-store-connect-cli-skills |
GPD Beta Groups Use this skill when managing beta testers, groups, and build distribution on Google Play. List and manage testers gpd publish testers list --package com.example.app --track internal gpd publish testers list --package com.example.app --track beta gpd publish testers add --package com.example.app --track internal --group testers@example.com Distribute builds to testing tracks gpd publish release --package com.example.app --track internal --status completed gpd publish release --pac...
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| 9567 | campaign-planning | anthropics/knowledge-work-plugins |
Campaign Planning Skill Frameworks and guidance for planning, structuring, and executing marketing campaigns. Campaign Framework: Objective, Audience, Message, Channel, Measure Every campaign should be built on this five-part framework: 1. Objective Define what success looks like before planning anything else. Awareness : increase brand or product visibility (measured by reach, impressions, share of voice) Consideration : drive engagement and education (measured by content engagement, email sign...
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| 9568 | axiom-swiftui-layout | charleswiltgen/axiom |
SwiftUI Adaptive Layout Overview Discipline-enforcing skill for building layouts that respond to available space rather than device assumptions. Covers tool selection, size class limitations, iOS 26 free-form windows, and common anti-patterns. Core principle: Your layout should work correctly if Apple ships a new device tomorrow, or if iPadOS adds a new multitasking mode next year. Respond to your container, not your assumptions about the device. When to Use This Skill "How do I make this lay...
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| 9569 | documentation-engineer | 404kidwiz/claude-supercode-skills |
Documentation Engineer Expert in creating clear, comprehensive, and maintainable technical documentation. When This Skill Activates Activates when you: Ask to write documentation Request README creation Mention "docs" or "document this" Need API documentation Documentation Types 1. README Every project should have a README with: Project Name Brief description (what it does, why it exists) Quick Start Installation and usage in 3 steps or less. Installation Detailed installation instructions. ...
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| 9570 | macos-app-design | petekp/agent-skills |
macOS App Design & Development Guide for designing and implementing native-feeling, "good Mac citizen" apps: fast, elegant, accessible, and deeply integrated with macOS workflows. Two Rules That Beat Everything Else Prefer system components and conventions over bespoke UI—fastest path to "feels right on Mac" If you customize bars, backgrounds, borders, or control chrome: stop and justify it Quick Reference: Mac Citizen Checklist Area Requirement Menu Bar Standard layout (App/File/Edit/View/Win...
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| 9571 | license-keys | dodopayments/skills |
Reference: [docs.dodopayments.com/features/license-keys](https://docs.dodopayments.com/features/license-keys) License keys authorize access to your digital products. Use them for software licensing, per-seat controls, and gating premium features. Overview License keys are unique tokens that: - Authorize access to software, plugins, CLIs - Limit activations per user or device - Gate downloads, updates, or premium features - Can be linked to subscriptions or one-time purchases Creating L...
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| 9572 | journalist-analyst | rysweet/amplihack |
Journalist Analyst Skill Purpose Analyze events through the disciplinary lens of journalism, applying established reporting frameworks (5 Ws and H, inverted pyramid), investigative methods, source evaluation techniques, and ethical journalism principles to understand what happened, verify facts, identify information gaps, assess newsworthiness, and evaluate how stories are told. When to Use This Skill Breaking News Analysis: Rapidly assessing developing events for facts and significance Fact-C...
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| 9573 | suggest-lucide-icons | nweii/agent-stuff |
Suggest the most relevant icons from the [Lucide open source icon pack](https://lucide.dev) to symbolize a concept or fit specific UI placements. I am skilled in symbolic interpretation and mental associations across culture, symbology, science, and design. Input Provide one or both: - Concept: The idea, action, or meaning to represent - Screenshot: UI context showing where icons are needed Process - Brainstorm associations Key ideas and visual metaphors related to the concept - Conte...
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| 9574 | code-review-checklist | vudovn/antigravity-kit |
Code Review Checklist Overview Provide a systematic checklist for conducting thorough code reviews. This skill helps reviewers ensure code quality, catch bugs, identify security issues, and maintain consistency across the codebase. When to Use This Skill Use when reviewing pull requests Use when conducting code audits Use when establishing code review standards for a team Use when training new developers on code review practices Use when you want to ensure nothing is missed in reviews Use when...
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| 9575 | tool-design | sickn33/antigravity-awesome-skills |
When to Use This Skill Build tools that agents can use effectively, including architectural reduction patterns Use this skill when working with build tools that agents can use effectively, including architectural reduction patterns. Tool Design for Agents Tools are the primary mechanism through which agents interact with the world. They define the contract between deterministic systems and non-deterministic agents. Unlike traditional software APIs designed for developers, tool APIs must be desig...
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| 9576 | bruno-collection-generator | patricio0312rev/skills |
Bruno Collection Generator Generate Bruno collection files for the open-source, Git-friendly API client. Core Workflow Scan routes: Find all API route definitions Extract metadata: Methods, paths, params, bodies Create collection: Initialize bruno.json manifest Generate .bru files: One file per request Organize folders: Group by resource Add environments: Dev, staging, production Bruno Collection Structure collection/ ├── bruno.json Collection manifest ├── environments/ │ ├── D...
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| 9577 | rust-async-patterns | sickn33/antigravity-awesome-skills |
Rust Async Patterns Production patterns for async Rust programming with Tokio runtime, including tasks, channels, streams, and error handling. When to Use This Skill Building async Rust applications Implementing concurrent network services Using Tokio for async I/O Handling async errors properly Debugging async code issues Optimizing async performance Core Concepts 1. Async Execution Model Future (lazy) → poll() → Ready(value) | Pending ↑ ↓ Waker ← Runtime schedules 2. Key Abstractions...
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| 9578 | startup-metrics-framework | sickn33/antigravity-awesome-skills |
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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| 9579 | protocol-reverse-engineering | sickn33/antigravity-awesome-skills |
Protocol Reverse Engineering Comprehensive techniques for capturing, analyzing, and documenting network protocols for security research, interoperability, and debugging. Traffic Capture Wireshark Capture Capture on specific interface wireshark -i eth0 -k Capture with filter wireshark -i eth0 -k -f "port 443" Capture to file tshark -i eth0 -w capture.pcap Ring buffer capture (rotate files) tshark -i eth0 -b filesize:100000 -b files:10 -w capture.pcap tcpdump Capture Basic capture tcpdu...
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| 9580 | supabase-automation | sickn33/antigravity-awesome-skills |
Supabase Automation via Rube MCP Automate Supabase operations including database queries, table schema inspection, SQL execution, project and organization management, storage buckets, edge functions, and service health monitoring through Composio's Supabase toolkit. Prerequisites Rube MCP must be connected (RUBE_SEARCH_TOOLS available) Active Supabase connection via RUBE_MANAGE_CONNECTIONS with toolkit supabase Always call RUBE_SEARCH_TOOLS first to get current tool schemas Setup Get Rube MCP : ...
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| 9581 | git-pr-workflows-onboard | sickn33/antigravity-awesome-skills |
Onboard You are an expert onboarding specialist and knowledge transfer architect with deep experience in remote-first organizations, technical team integration, and accelerated learning methodologies. Your role is to ensure smooth, comprehensive onboarding that transforms new team members into productive contributors while preserving institutional knowledge. Use this skill when Working on onboard tasks or workflows Needing guidance, best practices, or checklists for onboard Do not use this skill...
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| 9582 | capacitor-push-notifications | cap-go/capgo-skills |
Push Notifications in Capacitor Implement push notifications for iOS and Android using Firebase and APNs. When to Use This Skill User wants push notifications User needs FCM setup User asks about APNs User has notification issues User wants rich notifications Quick Start Install Plugin bun add @capacitor/push-notifications bunx cap sync Basic Implementation import { PushNotifications } from '@capacitor/push-notifications' ; async function initPushNotifications ( ) { // Request permission const p...
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| 9583 | synapse-reinst | s-hiraoku/synapse-a2a |
Synapse Re-Instruction Restore Synapse A2A agent identity and instructions after /clear or context reset. When to Use After running /clear (or equivalent context reset) When the agent no longer recognizes Synapse commands When A2A communication has stopped working After any event that clears the agent's initial instructions Usage Run the reinst script to output your full Synapse instructions: From the source tree python plugins/synapse-a2a/skills/synapse-reinst/scripts/reinst.py From a synced ...
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| 9584 | error-analysis | hamelsmu/evals-skills |
Error Analysis Guide the user through reading LLM pipeline traces and building a catalog of how the system fails. Overview Collect ~100 representative traces Read each trace, judge pass/fail, and note what went wrong Group similar failures into categories Label every trace against those categories Compute failure rates to prioritize what to fix Core Process Step 1: Collect Traces Capture the full trace: input, all intermediate LLM calls, tool uses, retrieved documents, reasoning steps, and final...
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| 9585 | indicator-expert | marketcalls/openalgo-indicator-skills |
OpenAlgo Indicator Expert Skill Environment Python with openalgo, pandas, numpy, plotly, dash, streamlit, numba Data sources: OpenAlgo (Indian markets via client.history() , client.quotes() , client.depth() ), yfinance (US/Global) Real-time: OpenAlgo WebSocket ( client.connect() , subscribe_ltp , subscribe_quote , subscribe_depth ) Indicators: openalgo.ta (ALWAYS — 100+ Numba-optimized indicators) Charts: Plotly with template="plotly_dark" Dashboards: Plotly Dash with dash-bootstrap-components O...
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| 9586 | ftd-detector | tradermonty/claude-trading-skills |
FTD Detector Skill Purpose Detect Follow-Through Day (FTD) signals that confirm a market bottom, using William O'Neil's proven methodology. Generates a quality score (0-100) with exposure guidance for re-entering the market after corrections. Complementary to Market Top Detector: Market Top Detector = defensive (detects distribution, rotation, deterioration) FTD Detector = offensive (detects rally attempts, bottom confirmation) When to Use This Skill English: User asks "Is the market bottoming?"...
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| 9587 | theme-detector | tradermonty/claude-trading-skills |
Theme Detector Overview This skill detects and ranks trending market themes by analyzing cross-sector momentum, volume, and breadth signals. It identifies both bullish (upward momentum) and bearish (downward pressure) themes, assesses lifecycle maturity (early/mid/late/exhaustion), and provides a confidence score combining quantitative data with narrative analysis. 3-Dimensional Scoring Model: Theme Heat (0-100): Direction-neutral strength of the theme (momentum, volume, uptrend ratio, breadth) ...
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| 9588 | observer-pattern | patternsdev/skills |
Observer Pattern Table of Contents When to Use When NOT to Use Instructions Details Source With the observer pattern , we can subscribe certain objects, the observers , to another object, called the observable . Whenever an event occurs, the observable notifies all its observers! When to Use Use this when you need to notify multiple parts of an application about state changes or events This is helpful for implementing event-driven, asynchronous communication between components When NOT to Use Wh...
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| 9589 | mediator-pattern | patternsdev/skills |
Mediator/Middleware Pattern The mediator pattern makes it possible for components to interact with each other through a central point: the mediator. Instead of directly talking to each other, the mediator receives the requests, and sends them forward! In JavaScript, the mediator is often nothing more than an object literal or a function. You can compare this pattern to the relationship between an air traffic controller and a pilot. Instead of having the pilots talk to each other directly, which ...
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| 9590 | vision-multimodal | lobbi-docs/claude |
Leverage Claude's vision capabilities for image analysis, document processing, and multimodal understanding. When to Use This Skill - Image analysis and description - Document/PDF processing - Screenshot analysis - OCR-like text extraction - Visual comparison - Chart and diagram interpretation Supported Formats | JPEG | ✓ | Photos, natural scenes | PNG | ✓ | Screenshots, UI, text | GIF | ✓ | Animated (first frame) | WebP | ✓ | Modern, compressed | PDF | ✓ | Documents...
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| 9591 | symfony:tdd-with-pest | makfly/superpowers-symfony |
$ npx skills add https://github.com/makfly/superpowers-symfony --skill symfony:tdd-with-pest<div
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| 9592 | dependency-injection-patterns | aaronontheweb/dotnet-skills |
Dependency Injection Patterns When to Use This Skill Use this skill when: Organizing service registrations in ASP.NET Core applications Avoiding massive Program.cs/Startup.cs files with hundreds of registrations Making service configuration reusable between production and tests Designing libraries that integrate with Microsoft.Extensions.DependencyInjection Reference Files advanced-patterns.md : Testing with DI extensions, Akka.NET actor scope management, conditional/factory/keyed registration p...
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| 9593 | pentest commands | davila7/claude-code-templates |
Pentest Commands Purpose Provide a comprehensive command reference for penetration testing tools including network scanning, exploitation, password cracking, and web application testing. Enable quick command lookup during security assessments. Inputs/Prerequisites Kali Linux or penetration testing distribution Target IP addresses with authorization Wordlists for brute forcing Network access to target systems Basic understanding of tool syntax Outputs/Deliverables Network enumeration results Iden...
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| 9594 | agile-coordinator | jwynia/agent-skills |
Agile Coordinator Orchestrates multiple worker agents to implement groomed tasks from the backlog, handling task assignment, progress monitoring, merge coordination, and verification. Core Principle Coordinate, don't implement. The coordinator assigns tasks to workers, monitors their progress, coordinates merges, and verifies results. Workers execute the actual implementation via the agile-workflow skill. Quick Reference When to Use Multiple ready tasks in the backlog need implementation You...
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| 9595 | internal-comms | davila7/claude-code-templates |
When to use this skill To write internal communications, use this skill for: 3P updates (Progress, Plans, Problems) Company newsletters FAQ responses Status reports Leadership updates Project updates Incident reports How to use this skill To write any internal communication: Identify the communication type from the request Load the appropriate guideline file from the examples/ directory: examples/3p-updates.md - For Progress/Plans/Problems team updates examples/company-newsletter.md - For compan...
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| 9596 | playwright-cli | testdino-hq/playwright-skill |
Browser Automation with playwright-cli Quick start open new browser playwright-cli open navigate to a page playwright-cli goto https://playwright.dev interact with the page using refs from the snapshot playwright-cli click e15 playwright-cli type "page.click" playwright-cli press Enter take a screenshot (rarely used, as snapshot is more common) playwright-cli screenshot close the browser playwright-cli close Commands Core playwright-cli open open and navigate right away playwright-cli open...
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| 9597 | memory-defrag | basicmachines-co/basic-memory-skills |
Memory Defrag Reorganize memory files for clarity, efficiency, and relevance. Like filesystem defragmentation but for knowledge. When to Run Periodic : Weekly or biweekly via cron (recommended) On demand : User asks to clean up, reorganize, or defrag memory Threshold : When MEMORY.md exceeds ~500 lines or daily notes accumulate without consolidation Process 1. Audit Current State Inventory all memory files: MEMORY.md — long-term memory memory/ — daily notes, tasks, topical ...
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| 9598 | mastra-hono | jwynia/agent-skills |
Mastra + Hono Development Build production-ready AI agents, tools, and workflows using Mastra v1 Beta with Hono API servers. This skill covers the complete stack from agent definition to deployment. Target version: Mastra v1 Beta (stable release expected January 2026) When to Use This Skill Use when: Creating Mastra agents with tools and memory Defining tools with Zod input/output schemas Building workflows with multi-step data flow Setting up Hono API servers with Mastra adapters Implement...
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| 9599 | conlang | jwynia/agent-skills |
Conlang: Language Generation Skill You generate constructed languages for fiction writers. Your role is to create phonologically consistent language foundations—phoneme inventories, syllable structures, and sample vocabulary—that make names and dialogue feel like they come from a coherent linguistic system. Core Principle Languages fail when names don't sound like they belong together. Good constructed languages create the perception that all words came from the same system—even if the write...
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| 9600 | apollo-graphql | mindrally/skills |
Apollo GraphQL Best Practices You are an expert in Apollo Client, GraphQL, TypeScript, and React development. Apollo Client provides a comprehensive state management solution for GraphQL applications with intelligent caching, optimistic UI updates, and seamless React integration. Core Principles Use Apollo Client for state management and data fetching Implement query components for data fetching Utilize mutations for data modifications Use fragments for reusable query parts Implement proper er...
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