NLP

The high-fidelity orchestrator (v2) using Continuity Ledgers and Phased Gating. Manages background subagents and maintains state across context wipes.

Analyzes project requirements in CLAUDE.md and identifies relevant skills from SkillOS library. Populates the "Available Skills" section with indexed skills and usage guidance, and the "Missing Skills" section with project-specific skills that should be created. Use this after project-context-generator creates the initial CLAUDE.md, or when project requirements change and skill selection needs updating.

This skill generates comprehensive chapter content for intelligent textbooks after the book-chapter-generator skill has created the chapter structure. Use this skill when a chapter index.md file exists with title, summary, and concept list, and detailed educational content needs to be generated at the appropriate reading level with rich non-text elements including diagrams, infographics, and MicroSims. (project, gitignored)

Invoke Codex CLI for complex coding tasks requiring high reasoning capabilities. Activated when users explicitly mention "Codex", request complex implementation challenges, advanced reasoning, GPT-5.1 capabilities, or need high-reasoning model assistance.

Real-time interview assistant SaaS product context. USE WHEN wisewhisper, interview assistant, product metrics, feature planning, activation gap, onboarding, conversion rate, stripe metrics.

Guide for AI agent to perform text summary task.

Convert subtitle files (WebVTT .vtt and SubRip .srt) into clean, readable text documents with multi-language support (English, Traditional Chinese, Simplified Chinese). Auto-detects format and language, removes timestamps and formatting, merges captions into natural paragraphs, strips annotations, and fixes spacing appropriately for each language. Use when the user provides a subtitle file or asks to convert captions to text.

Apply optimization techniques to extend effective context capacity. Use when context limits constrain agent performance, when optimizing for cost or latency, or when implementing long-running agent systems.

Create skills that wrap MCP (Model Context Protocol) servers for use with mcp-skill-client. Use when user wants to create a new MCP-based skill, wrap an existing MCP server as a skill, or generate SKILL.md with tool documentation from an MCP server.

Enterprise SSRF Security Protection with AI-powered request validation, Context7 integration, and intelligent URL filtering for web application security

Determines which MCP tools to use based on task type and complexity. Provides trigger conditions for Context7 (technical docs), Sequential Thinking (complex reasoning), Zen (multi-model consensus), Serena (code navigation), Recall (session memory), Tavily (web search), Chrome DevTools (browser automation). Use when determining which external tools apply to current task.

Recognize, diagnose, and mitigate patterns of context degradation in agent systems. Use when context grows large, agent performance degrades unexpectedly, or debugging agent failures.

Analyze text to identify technical domains and suggest appropriate specialized agentsfor delegation following Constitutional Principle X (Agent Delegation Protocol).This skill examines specifications, plans, tasks, or any technical text to detectdomain keywords and recommend whether to use single-agent or multi-agent delegation.It ensures specialized work is routed to specialists rather than handled by generalists.Triggered by: User request for "which agent?", "who should do this?", domainidentification needs, or automatically by /specify, /plan, /tasks commands.

Guide for implementing Google Gemini API image generation - create high-quality images from text prompts using gemini-2.5-flash-image model. Use when generating images, creating visual content, or implementing text-to-image features. Supports text-to-image, image editing, multi-image composition, and iterative refinement.

Real-time news analyst. Monitors emergency news, breaking developments, and general news articles to assess immediate market impact and sentiment shifts for trading signals.

Proper delegation patterns for Task() invocations with governance context injection

MCPサーバーの作成、修正、デバッグ、ツール登録。MCP、Model Context Protocol、サーバー実装、ツール追加時に使用。

AI-powered enterprise refactoring with Context7 integration, automated code transformation, Rope pattern intelligence, and technical debt quantification across 25+ programming languages

Comprehensive guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Covers both Python (FastMCP) and Node/TypeScript (MCP SDK) implementations.

Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.