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23,096
总 Skills
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# Skill 仓库 描述 安装量
1201 bash-defensive-patterns wshobson/agents
Bash Defensive Patterns Comprehensive guidance for writing production-ready Bash scripts using defensive programming techniques, error handling, and safety best practices to prevent common pitfalls and ensure reliability. When to Use This Skill Writing production automation scripts Building CI/CD pipeline scripts Creating system administration utilities Developing error-resilient deployment automation Writing scripts that must handle edge cases safely Building maintainable shell script libraries...
 7K
1202 ubiquitous-language mattpocock/skills
Ubiquitous Language Extract and formalize domain terminology from the current conversation into a consistent glossary, saved to a local file. Process Scan the conversation for domain-relevant nouns, verbs, and concepts Identify problems : Same word used for different concepts (ambiguity) Different words used for the same concept (synonyms) Vague or overloaded terms Propose a canonical glossary with opinionated term choices Write to UBIQUITOUS_LANGUAGE.md in the working directory using the format...
 7K
1203 create-oo-component-documentation github/awesome-copilot
Generate Standard OO Component Documentation Create comprehensive documentation for the object-oriented component(s) at: ${input:ComponentPath} . Analyze the component by examining code in the provided path. If folder, analyze all source files. If single file, treat as main component and analyze related files in same directory. Documentation Standards DOC-001: Follow C4 Model documentation levels (Context, Containers, Components, Code) DOC-002: Align with Arc42 software architecture documentatio...
 7K
1204 mcp-configure github/awesome-copilot
Configure Dataverse MCP for GitHub Copilot This skill configures the Dataverse MCP server for GitHub Copilot with your organization's environment URL. Each organization is registered with a unique server name based on the org identifier (e.g., DataverseMcporgbc9a965c ). If the user provided a URL it is: $ARGUMENTS. Instructions 0. Ask for MCP scope Ask the user whether they want to configure the MCP server globally or for this project only: Would you like to configure the Dataverse MCP server: G...
 7K
1205 create-web-form github/awesome-copilot
Create Web Form Skill Overview This skill provides comprehensive reference materials and best practices for creating web forms. It covers HTML syntax, UI/UX design, form validation, server-side processing (PHP and Python), data handling, and network communication. Purpose Enable developers to build robust, accessible, and user-friendly web forms by providing: HTML form syntax and structure CSS styling techniques for form elements JavaScript for form interactivity and validation Accessibility bes...
 7K
1206 flux-2-klein doany-ai/skills
Flux 2 Klein — Pro Pack on RunComfy runcomfy.com · 9B model · 4B model · GitHub Black Forest Labs' Flux 2 Klein (the distilled, low-latency variant of Flux 2) hosted on the RunComfy Model API — no API key, async REST. npx skills add agentspace-so/runcomfy-skills --skill flux-2-klein -g When to pick this model (vs siblings) Flux 2 Klein's distinct strength is latency-first creative iteration : sub-second feedback enables live art-direction sessions and rapid product visualization that batch-style...
 6.9K
1207 flutter-add-widget-preview flutter/skills
Previewing Flutter Widgets Contents Preview Guidelines Handling Limitations Workflows Examples Preview Guidelines Use the Flutter Widget Previewer to render widgets in real-time, isolated from the full application context. Target Elements: Apply the @Preview annotation to top-level functions, static methods within a class, or public widget constructors/factories that have no required arguments and return a Widget or WidgetBuilder . Imports: Always import package:flutter/widget_previews.dart to a...
 6.9K
1208 flutter-use-http-package flutter/skills
Implementing Flutter Networking Contents Configuration & Permissions Request Execution & Response Handling Background Parsing Workflow: Executing Network Operations Examples Configuration & Permissions Configure the environment and platform-specific permissions required for network access. Add the http package dependency via the terminal: flutter pub add http Import the package in your Dart files: import 'package:http/http.dart' as http ; Configure Android permissions by adding the Internet perm...
 6.9K
1209 sandbox-sdk cloudflare/skills
Cloudflare Sandbox SDK Build secure, isolated code execution environments on Cloudflare Workers. FIRST: Verify Installation npm install @cloudflare/sandbox docker info Must succeed - Docker required for local dev Retrieval Sources Your knowledge of the Sandbox SDK may be outdated. Prefer retrieval over pre-training for any Sandbox SDK task. Resource URL Docs https://developers.cloudflare.com/sandbox/ API Reference https://developers.cloudflare.com/sandbox/api/ Examples https://github.com/cloudf...
 6.9K
1210 startup-financial-modeling wshobson/agents
Startup Financial Modeling Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and scenario planning for early-stage startups. Overview Financial modeling provides the quantitative foundation for startup strategy, fundraising, and operational planning. Create realistic projections using cohort-based revenue modeling, detailed cost structures, and scenario analysis to support decision-making and investor presentations. Core Components Reven...
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1211 langgraph-persistence langchain-ai/langchain-skills
Checkpointer : Saves/loads graph state at every super-step Thread ID : Identifies separate checkpoint sequences (conversations) Store : Cross-thread memory for user preferences, facts Two memory types: Short-term (checkpointer): Thread-scoped conversation history Long-term (store): Cross-thread user preferences, facts Checkpointer Use Case Production Ready InMemorySaver Testing, development No SqliteSaver Local development Partial PostgresSaver Production Yes Checkpointer Setup class State(Typed...
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1212 langchain-rag langchain-ai/langchain-skills
Pipeline: Index : Load → Split → Embed → Store Retrieve : Query → Embed → Search → Return docs Generate : Docs + Query → LLM → Response Key Components: Document Loaders : Ingest data from files, web, databases Text Splitters : Break documents into chunks Embeddings : Convert text to vectors Vector Stores : Store and search embeddings Vector Store Use Case Persistence InMemory Testing Memory only FAISS Local, high performance Disk Chroma Development Disk Pinecone Production, managed Cloud Complet...
 6.9K
1213 wcag-audit-patterns wshobson/agents
WCAG Audit Patterns Comprehensive guide to auditing web content against WCAG 2.2 guidelines with actionable remediation strategies. When to Use This Skill Conducting accessibility audits Fixing WCAG violations Implementing accessible components Preparing for accessibility lawsuits Meeting ADA/Section 508 requirements Achieving VPAT compliance Core Concepts 1. WCAG Conformance Levels Level Description Required For A Minimum accessibility Legal baseline AA Standard conformance Most regulations AAA...
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1214 tavily-extract tavily-ai/skills
tavily extract Extract clean markdown or text content from one or more URLs. Prerequisites Requires the Tavily CLI. See tavily-cli for install and auth setup. Quick install: curl -fsSL https://cli.tavily.com/install.sh | bash && tvly login When to use You have a specific URL and want its content You need text from JavaScript-rendered pages Step 2 in the workflow : search → extract → map → crawl → research Quick start Single URL tvly extract "https://example.com/article" --json Multiple URLs tv...
 6.9K
1215 unity-ecs-patterns wshobson/agents
Unity ECS Patterns Production patterns for Unity's Data-Oriented Technology Stack (DOTS) including Entity Component System, Job System, and Burst Compiler. When to Use This Skill Building high-performance Unity games Managing thousands of entities efficiently Implementing data-oriented game systems Optimizing CPU-bound game logic Converting OOP game code to ECS Using Jobs and Burst for parallelization Core Concepts 1. ECS vs OOP Aspect Traditional OOP ECS/DOTS Data layout Object-oriented Data-or...
 6.8K
1216 data-visualization anthropics/knowledge-work-plugins
Data Visualization Skill Chart selection guidance, Python visualization code patterns, design principles, and accessibility considerations for creating effective data visualizations. Chart Selection Guide Choose by Data Relationship What You're Showing Best Chart Alternatives Trend over time Line chart Area chart (if showing cumulative or composition) Comparison across categories Vertical bar chart Horizontal bar (many categories), lollipop chart Ranking Horizontal bar chart Dot plot, slope char...
 6.8K
1217 helm-chart-scaffolding wshobson/agents
Helm Chart Scaffolding Comprehensive guidance for creating, organizing, and managing Helm charts for packaging and deploying Kubernetes applications. Purpose This skill provides step-by-step instructions for building production-ready Helm charts, including chart structure, templating patterns, values management, and validation strategies. When to Use This Skill Use this skill when you need to: Create new Helm charts from scratch Package Kubernetes applications for distribution Manage multi-envir...
 6.8K
1218 clean-code sickn33/antigravity-awesome-skills
Clean Code Skill This skill embodies the principles of "Clean Code" by Robert C. Martin (Uncle Bob). Use it to transform "code that works" into "code that is clean." 🧠 Core Philosophy "Code is clean if it can be read, and enhanced by a developer other than its original author." — Grady Booch When to Use Use this skill when: Writing new code : To ensure high quality from the start. Reviewing Pull Requests : To provide constructive, principle-based feedback. Refactoring legacy code : To identify a...
 6.8K
1219 embedding-strategies wshobson/agents
Embedding Strategies Guide to selecting and optimizing embedding models for vector search applications. When to Use This Skill Choosing embedding models for RAG Optimizing chunking strategies Fine-tuning embeddings for domains Comparing embedding model performance Reducing embedding dimensions Handling multilingual content Core Concepts 1. Embedding Model Comparison (2026) Model Dimensions Max Tokens Best For voyage-3-large 1024 32000 Claude apps (Anthropic recommended) voyage-3 1024 32000 Claud...
 6.8K
1220 tavily-cli tavily-ai/skills
Tavily CLI Web search, content extraction, site crawling, URL discovery, and deep research. Returns JSON optimized for LLM consumption. Run tvly --help or tvly <command> --help for full option details. Prerequisites Must be installed and authenticated. Check with tvly --status . tavily v0.1.0 > Authenticated via OAuth ( tvly login ) If not ready: curl -fsSL https://cli.tavily.com/install.sh | bash Or manually: uv tool install tavily-cli / pip install tavily-cli Then authenticate: tvly login --ap...
 6.8K
1221 gitops-workflow wshobson/agents
GitOps Workflow Complete guide to implementing GitOps workflows with ArgoCD and Flux for automated Kubernetes deployments. Purpose Implement declarative, Git-based continuous delivery for Kubernetes using ArgoCD or Flux CD, following OpenGitOps principles. When to Use This Skill Set up GitOps for Kubernetes clusters Automate application deployments from Git Implement progressive delivery strategies Manage multi-cluster deployments Configure automated sync policies Set up secret management in Git...
 6.8K
1222 python-type-safety wshobson/agents
Python Type Safety Leverage Python's type system to catch errors at static analysis time. Type annotations serve as enforced documentation that tooling validates automatically. When to Use This Skill Adding type hints to existing code Creating generic, reusable classes Defining structural interfaces with protocols Configuring mypy or pyright for strict checking Understanding type narrowing and guards Building type-safe APIs and libraries Core Concepts 1. Type Annotations Declare expected types f...
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1223 datanalysis-credit-risk github/awesome-copilot
Data Cleaning and Variable Screening Quick Start Run the complete data cleaning pipeline python ".github/skills/datanalysis-credit-risk/scripts/example.py" Complete Process Description The data cleaning pipeline consists of the following 11 steps, each executed independently without deleting the original data: Get Data - Load and format raw data Organization Sample Analysis - Statistics of sample count and bad sample rate for each organization Separate OOS Data - Separate out-of-sample (OOS) sa...
 6.8K
1224 golang-testing affaan-m/everything-claude-code
Go Testing Patterns Comprehensive Go testing patterns for writing reliable, maintainable tests following TDD methodology. When to Activate Writing new Go functions or methods Adding test coverage to existing code Creating benchmarks for performance-critical code Implementing fuzz tests for input validation Following TDD workflow in Go projects TDD Workflow for Go The RED-GREEN-REFACTOR Cycle RED → Write a failing test first GREEN → Write minimal code to pass the test REFACTOR → Improve c...
 6.8K
1225 llm-monitoring-dashboard supercent-io/skills-template
LLM Usage Monitoring Dashboard Tracks LLM API costs, tokens, and latency using Tokuin CLI , and auto-generates a data-driven admin dashboard with PM insights. When to use this skill LLM cost visibility : When you want to monitor API usage costs per team or individual in real time PM reporting dashboard : When you need weekly reports on who uses AI, how much, and how User adoption management : When you want to track inactive users and increase AI adoption rates Model optimization evidence : When ...
 6.8K
1226 agent-browser skills-shell/skills
Browser Automation with agent-browser The CLI uses Chrome/Chromium via CDP directly. Install via npm i -g agent-browser , brew install agent-browser , or cargo install agent-browser . Run agent-browser install to download Chrome. Core Workflow Every browser automation follows this pattern: Navigate : agent-browser open <url> Snapshot : agent-browser snapshot -i (get element refs like @e1 , @e2 ) Interact : Use refs to click, fill, select Re-snapshot : After navigation or DOM changes, get fresh r...
 6.8K
1227 anysearch anysearch-ai/anysearch-skill
Installation Guide for AI Agents When an AI agent is asked by the user to install this skill, follow the workflow below: Step 1 — Confirm with the user Before writing any file or running any shell command, confirm with the user: The source URL (where the skill files come from) The target path (where to install, e.g. ~/.openclaw/skills/anysearch/ ) Whether to overwrite existing files Step 2 — Check for existing trigger rule Check whether the agent's core instructions already declare a trigger rul...
 6.7K
1228 upscale-image pilioai/skills
Upscale Image Use the Pilio CLI so upload, task creation, and polling stay aligned with the official SDK. Require PILIO_API_KEY in the environment. Do not ask the user to paste API keys into the conversation. Run: pnpm dlx @pilio/cli upscale-image --input ./small.png The command returns a task payload. If the task is still pending or processing, wait for it: pnpm dlx @pilio/cli task wait < task_id >
 6.7K
1229 langgraph-human-in-the-loop langchain-ai/langchain-skills
interrupt(value) — pauses execution, surfaces a value to the caller Command(resume=value) — resumes execution, providing the value back to interrupt() Checkpointer — required to save state while paused Thread ID — required to identify which paused execution to resume Requirements Three things are required for interrupts to work: Checkpointer — compile with checkpointer=InMemorySaver() (dev) or PostgresSaver (prod) Thread ID — pass {"configurable": {"thread_id": "..."}} to every invoke / stream c...
 6.7K
1230 core-web-vitals addyosmani/web-quality-skills
Core Web Vitals optimization Targeted optimization for the three Core Web Vitals metrics that affect Google Search ranking and user experience. The three metrics Metric Measures Good Needs work Poor LCP Loading ≤ 2.5s 2.5s – 4s > 4s INP Interactivity ≤ 200ms 200ms – 500ms > 500ms CLS Visual Stability ≤ 0.1 0.1 – 0.25 > 0.25 Google measures at the 75th percentile — 75% of page visits must meet "Good" thresholds. LCP: Largest Contentful Paint LCP measures when the largest visible content elem...
 6.7K
1231 clerk-webhooks clerk/skills
Prerequisite: Webhooks are asynchronous. Use for background tasks (sync, notifications), not synchronous flows. Documentation Reference | Overview | [https://clerk.com/docs/guides/development/webhooks/overview](https://clerk.com/docs/guides/development/webhooks/overview) | Sync to database | [https://clerk.com/docs/guides/development/webhooks/syncing](https://clerk.com/docs/guides/development/webhooks/syncing) | Debugging | [https://clerk.com/docs/guides/development/webhooks/debugging]...
 6.7K
1232 app-store-screenshots parthjadhav/app-store-screenshots
App Store Screenshots Create app store screenshots and preview videos via inference.sh CLI. Quick Start Requires inference.sh CLI ( belt ). Install instructions belt login Generate a device mockup scene belt app run falai/flux-dev-lora --input '{ "prompt": "iPhone 15 Pro showing a clean modern app interface with analytics dashboard, floating at slight angle, soft gradient background, professional product photography, subtle shadow, marketing mockup style", "width": 1024, "height": 1536 }' Platf...
 6.7K
1233 msstore-cli github/awesome-copilot
Microsoft Store Developer CLI (msstore) The Microsoft Store Developer CLI ( msstore ) is a cross-platform command-line interface for publishing and managing applications in the Microsoft Store. It integrates with Partner Center APIs and supports automated publishing workflows for various application types. When to Use This Skill Use this skill when you need to: Configure Store credentials for API access List applications in your Store account Check the status of a submission Publish submissions ...
 6.7K
1234 code-reviewer google-gemini/gemini-cli
Code Reviewer This skill guides the agent in conducting professional and thorough code reviews for both local development and remote Pull Requests. Workflow 1. Determine Review Target Remote PR : If the user provides a PR number or URL (e.g., "Review PR 123"), target that remote PR. Local Changes : If no specific PR is mentioned, or if the user asks to "review my changes", target the current local file system states (staged and unstaged changes). 2. Preparation For Remote PRs: Checkout : Use the...
 6.7K
1235 ai-tool-compliance supercent-io/skills-template
ai-tool-compliance - Internal AI Tool Compliance Automation When to use this skill Starting a new AI project : When scaffolding the compliance foundation (RBAC, Gateway, logs, cost tracking) from scratch Pre-deploy P0 full verification : When automatically evaluating all 13 P0 mandatory requirements as pass/fail and computing a compliance score RBAC design and permission matrix generation : When defining the 5 roles (Super Admin/Admin/Manager/Viewer/Guest) + granular access control per game/menu...
 6.7K
1236 vitepress antfu/skills
VitePress is a Static Site Generator (SSG) built on Vite and Vue 3. It takes Markdown content, applies a theme, and generates static HTML that becomes an SPA for fast navigation. Perfect for documentation, blogs, and marketing sites. Key Characteristics: File-based routing with .md files Vue components work directly in Markdown Fast HMR with instant updates (<100ms) Default theme optimized for documentation Built-in search (local or Algolia) Before working with VitePress projects: Check .vitepre...
 6.6K
1237 python-error-handling wshobson/agents
Python Error Handling Build robust Python applications with proper input validation, meaningful exceptions, and graceful failure handling. Good error handling makes debugging easier and systems more reliable. When to Use This Skill Validating user input and API parameters Designing exception hierarchies for applications Handling partial failures in batch operations Converting external data to domain types Building user-friendly error messages Implementing fail-fast validation patterns Core Conce...
 6.6K
1238 deep-agents-orchestration langchain-ai/langchain-skills
SubAgentMiddleware : Delegate work via task tool to specialized agents TodoListMiddleware : Plan and track tasks via write_todos tool HumanInTheLoopMiddleware : Require approval before sensitive operations All three are automatically included in create_deep_agent() . Subagents (Task Delegation) Use Subagents When Use Main Agent When Task needs specialized tools General-purpose tools sufficient Want to isolate complex work Single-step operation Need clean context for main agent Context bloat acce...
 6.6K
1239 go-concurrency-patterns wshobson/agents
Go Concurrency Patterns Production patterns for Go concurrency including goroutines, channels, synchronization primitives, and context management. When to Use This Skill Building concurrent Go applications Implementing worker pools and pipelines Managing goroutine lifecycles Using channels for communication Debugging race conditions Implementing graceful shutdown Core Concepts 1. Go Concurrency Primitives Primitive Purpose goroutine Lightweight concurrent execution channel Communication between ...
 6.6K
1240 apify-actorization apify/agent-skills
Actorization converts existing software into reusable serverless applications compatible with the Apify platform. Actors are programs packaged as Docker images that accept well-defined JSON input, perform an action, and optionally produce structured JSON output. Quick Start - Run `apify init` in project root - Wrap code with SDK lifecycle (see language-specific section below) - Configure `.actor/input_schema.json` - Test with `apify run --input '{"key": "value"}'` - Deploy with `apify pus...
 6.6K
1241 tavily-crawl tavily-ai/skills
tavily crawl Crawl a website and extract content from multiple pages. Supports saving each page as a local markdown file. Prerequisites Requires the Tavily CLI. See tavily-cli for install and auth setup. Quick install: curl -fsSL https://cli.tavily.com/install.sh | bash && tvly login When to use You need content from many pages on a site (e.g., all /docs/ ) You want to download documentation for offline use Step 4 in the workflow : search → extract → map → crawl → research Quick start Basic cra...
 6.6K
1242 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...
 6.6K
1243 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...
 6.6K
1244 llm-evaluation wshobson/agents
LLM Evaluation Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing. When to Use This Skill Measuring LLM application performance systematically Comparing different models or prompts Detecting performance regressions before deployment Validating improvements from prompt changes Building confidence in production systems Establishing baselines and tracking progress over time Debugging unexpected model behavior Core Evaluation T...
 6.5K
1245 update-oo-component-documentation github/awesome-copilot
Update Standard OO Component Documentation Update the existing documentation file at: ${file} by analyzing the corresponding component code. Extract the component path from the existing documentation's front matter ( component_path field) or infer it from the documentation content. Analyze the current component implementation and update the documentation accordingly. Documentation Standards: DOC-001: Follow C4 Model documentation levels (Context, Containers, Components, Code) DOC-002: Align with...
 6.5K
1246 deep-agents-core langchain-ai/langchain-skills
Task Planning : TodoListMiddleware for breaking down complex tasks Context Management : Filesystem tools with pluggable backends Task Delegation : SubAgent middleware for spawning specialized agents Long-term Memory : Persistent storage across threads via Store Human-in-the-loop : Approval workflows for sensitive operations Skills : On-demand loading of specialized capabilities The agent harness provides these capabilities automatically - you configure, not implement. Use Deep Agents When Use La...
 6.5K
1247 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...
 6.5K
1248 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...
 6.5K
1249 okx-dex-market okx/onchainos-skills
OKX DEX Market Data CLI 14 commands for on-chain prices, trades, candlesticks, index prices, smart money signals, and meme pump token scanning. 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/onch...
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1250 zhangxuefeng-perspective alchaincyf/zhangxuefeng-skill
张雪峰 · 思维操作系统 「选择比努力更重要，但'有得选'的前提是你足够努力。」 角色扮演规则（最重要） 此Skill激活后，直接以张雪峰的身份回应。 用「我」而非「张雪峰会认为...」 直接用东北大哥的语气、快节奏、段子化的方式回答问题 遇到不确定的问题，用「我跟你说，这个事我还真不太了解，但按我的经验...」的方式犹豫 免责声明仅首次激活时说一次 （如「我以张雪峰视角和你聊，基于公开言论推断，非本人观点」），后续对话不再重复 不说「如果张雪峰，他可能会...」 不跳出角色做meta分析（除非用户明确要求「退出角色」） 张雪峰已于2026年3月24日去世，角色扮演基于其生前全部公开言论 退出角色 ：用户说「退出」「切回正常」「不用扮演了」时恢复正常模式 回答工作流（Agentic Protocol） 核心原则：我不拍脑袋给建议，我看数据。就业率、薪资中位数、录取分数线——这些才是真的，其他都是扯淡。这个Skill也必须先查数据再开口。 Step 1: 问题分类 收到问题后，先判断类型： 类型 特征 行动 需要事实的问题 涉及具体专业/院校/行业/就业数据/政策变化 → 先研究再回答（...
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