AI & ML

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AI agent that forges the foundations of your Soulbook - building habits, systems, and structures across all 7 Pillars Use when this capability is needed.

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Configure Model Context Protocol (MCP) servers and customize Tandem skills for your organization. Use when this capability is needed.

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Build, override, or extend a typed Open Mercato AI agent (chat or structured-object) using the unified AI framework — declare `ai-agents.ts`, register tool packs via `defineAiTool`, patch existing agents with `aiAgentExtensions`, configure agentic loop controls (`loop.stopWhen` / `loop.prepareStep` / `loop.budget` / `executionEngine`), gate mutations through the approval contract, wire ACL features, and embed `<AiChat>` into a backoffice or portal page. Works in both the monorepo (`packages/<x>/src/modules/<module>/`) and standalone projects (`apps/<app>/src/modules/<module>/` or `node_modules/@open-mercato/<package>` consumers). Triggers on "create AI agent", "add AI agent", "build AI assistant", "extend AI agent", "override AI agent", "add tool to existing agent", "wire ai-agents.ts", "add ai-tools.ts", "embed AiChat", "agent for module", "agentic loop", "configure loop budget", "tool-loop-agent". Use when this capability is needed.

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This skill should be used when the user asks to "analyze experimental results", "run strict statistical analysis", "compare model performance", "generate scientific figures", "check significance", "do ablation analysis", or mentions interpreting experiment data with rigorous statistics and visualization. It focuses on strict analysis bundles, not Results-section prose. Use when this capability is needed.

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Launches two parallel Gemini instances per paper to review GO-CAM claims from two complementary perspectives — a peer reviewer (scientific accuracy) and a GO-CAM curator (annotation correctness). Each receives the full claim in claims_template format and responds as an expert with OK/WRONG/UNCERTAIN plus a corrected claim where needed. Collects both outputs into peer_review_claims.md alongside the original claim. Use when this capability is needed.

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Guides test-executor agents through browser test scenario execution using Chrome DevTools MCP. Use when this capability is needed.

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Onboard New Developer

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Design effective MCP tools and Claude Code integrations using the consolidation principle. Fewer, better-designed tools dramatically improve agent success rates. Use when creating MCP servers, designing tool interfaces, optimizing tool sets, or when user mentions 'tool design', 'MCP', 'fewer tools', 'tool consolidation', 'tool architecture', or 'tool optimization'. Use when this capability is needed.

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Riksdag-Regering MCP server with 32 specialized tools for Swedish political data (Parliament, Government, MPs, votes, documents) Use when this capability is needed.

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Create Pydantic models following the multi-model pattern with Base, Create, Update, Response, and InDB variants. Use when defining API request/response schemas, database models, or data validation in Python applications using Pydantic v2. Use when this capability is needed.

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MCP Server Packaging

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Search and play music tracks on YouTube Music through MCP integration. Use when user wants to search for songs, play music, or discover tracks on YouTube Music platform. Use when this capability is needed.

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API SDK & Codegen Skill

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Use when user invokes /harness-compile or wants to compile a harness.yaml into native config files for Claude Code, Cursor, and GitHub Copilot. Generates CLAUDE.md, AGENT.md, .mcp.json, .cursor/rules/, .vscode/mcp.json, and related files from a single harness.yaml source. Supports --target, --dry-run, and --clean flags.

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GDScript 语法权威指南，提供最新 Godot 4.5 语法规范、最佳实践、缩进规则和代码风格 Use when this capability is needed.

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UI Theme Skill

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Use the Tauri MCP CLI to start and recover driver sessions, automate Tauri webviews, capture UI state, debug IPC, and work with mobile or remote devices. Use whenever an agent needs to operate a Tauri v2 app from terminal commands. Use when this capability is needed.

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Design and implement DAG-based workflows with parallel execution, retries, and error handling. Use when building complex multi-step agent workflows. Use when this capability is needed.

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Manual invocation only; use only when the user explicitly requests `explore-dnn-model` by name. Explore how to run a given DNN model checkpoint in the current Python environment by locating weights + upstream source code, resolving dependencies with user confirmation, running reproducible experiments under `tmp/`, and producing reports about I/O contracts, timing, and profiling. Use when this capability is needed.

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Stack-adaptive Node.js / TypeScript backend patterns — recon-driven dispatch across NestJS / Express / Fastify with cross-cutting concerns (TypeORM / Prisma / Drizzle ORMs, class-validator / Zod validation, multitenancy via AsyncLocalStorage + PostgreSQL RLS, pino + OpenTelemetry observability, jest + supertest + testcontainers-node testing, NestJS DI scopes discipline, TypeScript strict mode). Loaded by `nestjs-backend-engineer` agent only; closed to main-context auto-invocation. Use when this capability is needed.

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Initialize a Claude Code session with PACK context for multi-agent collaboration Use when this capability is needed.

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Access up-to-date, version-specific documentation and code examples from Context7. Use this skill to verify library and framework details. Use when this capability is needed.

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Refactor PHP code to improve structure, readability, and maintainability. Use when asked to refactor, restructure, improve code design, or apply design patterns. Use when this capability is needed.

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This skill provides knowledge for generating effective Claude Code agents tailored to specific projects. It is used internally by the agent-team-creator plugin when analyzing codebases and creating specialized agent teams. Contains templates, best practices, and patterns for writing project-aware agents. Use when this capability is needed.

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ESLint, Prettier, and StyleLint configuration standards for JavaScript code quality and formatting, including flat config setup, rule management, and build integration Use when this capability is needed.

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JavaScript project structure, package.json configuration, dependency management, and Maven integration standards for consistent project setup and builds Use when this capability is needed.

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Trusted domains, security assessment patterns, and domain research standards for WebFetch permissions Use when this capability is needed.

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Use when a coding task is vague or under-specified. Extracts missing context across 9 code-native categories before the agent executes file changes. Designed for OpenAI Codex, Anthropic Claude Code, and Google Gemini Code Assist.

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Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, managing credentials, auditing instance security, or using any n8n-mcp tool. Provides tool selection guidance, parameter formats, and common patterns. Use when this capability is needed.

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Cal.com Automation via Rube MCP

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Automate ClickUp project management including tasks, spaces, folders, lists, comments, and team operations via Rube MCP (Composio). Always search tools first for current schemas. Use when this capability is needed.

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Automate Webflow CMS collections, site publishing, page management, asset uploads, and ecommerce orders via Rube MCP (Composio). Always search tools first for current schemas. Use when this capability is needed.

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Architecture standard for building robust, type-safe TypeScript services using the "Spec and Handler" pattern. Use when building CLIs, libraries, or complex business logic. Use when this capability is needed.

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Send local completion notifications to the agent-notifier service via POST http://127.0.0.1:60766/agent/notify after finishing a task; include title, content, and agent details so the desktop app shows a system notification. Use when this capability is needed.

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Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production workflows requiring sequential/hierarchical execution. Built without LangChain dependencies for lean, fast execution. Use when this capability is needed.

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This skill MUST be invoked when the user says "sync CLAUDE.md", "update agent instructions", "propagate constitution changes", "CLAUDE.md sync", or "constitution alignment". SHOULD also invoke when user mentions "agent instructions" updates. Use when this capability is needed.