swe-marketplace

Runs the research-team plugin's multi-agent research pipeline end-to-end from the main thread: decomposes a topic into 2-5 subtopics, spawns parallel research-team:research-specialist subagents for each, verifies their output on disk, then spawns a research-team:research-report-writer subagent to synthesize the final report. Activate ONLY when the user explicitly invokes this plugin — for example: "use research-team", "run the research-team coordinator", "research X with the research-team plugin", "research-team: research X", or when the user requests research that specifically needs Joplin-formatted output via this plugin's report-writer. Do NOT activate for generic research requests. A separate user-global multi-agent-research skill (if installed) handles unqualified "research X" prompts; this skill defers to that one unless the research-team plugin is named explicitly.

Shared multi-model CLI dispatch infrastructure for the adv plugin. Houses dispatch.sh, preflight.sh, run-phase.sh, scope.sh, and reviewer prompt templates used by the adv-review agent and adv-* commands.

Create MCP servers — multi-tool services exposed via Model Context Protocol. Use this skill whenever users mention MCP servers, building servers, server scaffolding, tool registration, or want to package tools for distribution via uvx or npx. Also use when the conversation involves stdio transport, server lifecycle, or grouping multiple related tools into a service. Covers Python (FastMCP) and TypeScript (@modelcontextprotocol/sdk) patterns, packaging, and testing. Activate for: - "Create an MCP server" - "Build a server with multiple tools" - "Package tools for uvx/npx" - "Set up stdio transport" - "Register tools on a server" Do NOT use for: - Creating a single standalone tool function (use mcp-tool-dev) - General REST API development - Claude Code agents, skills, or commands

Create MCP tools — individual tool functions exposed via Model Context Protocol. Use this skill whenever users mention MCP tools, tool handlers, tool functions, tool definitions, or want to add capabilities to an MCP server. Also use when the conversation involves designing tool schemas, writing tool descriptions, or implementing tool input validation. Covers FastMCP patterns, Anthropic tool description best practices, and testing strategies. Activate for: - "Create an MCP tool" - "Add a tool to my MCP server" - "Write a tool handler" - "Design a tool schema" - "Implement tool input validation" Do NOT use for: - Creating full MCP servers with multiple tools (use mcp-server-dev) - General API development without MCP - Claude Code slash commands or hooks

Use this skill when creating or refining Claude Code sub-agent definitions. Helps design specialized AI assistants with proper YAML frontmatter, system prompts, tool access, and example-driven descriptions. Automatically invoked when user requests "create an agent", "design a sub-agent", "make a specialist", or mentions agent development. Ensures agents follow Anthropic best practices with focused responsibilities, discovery-optimized descriptions, and proper tool restrictions.

Use this skill when creating or refining custom Claude Code slash commands. Slash commands are user-invoked reusable prompts that can accept arguments, reference files, and execute bash operations. Helps design command syntax, argument handling, file references, bash execution, and frontmatter configuration. Automatically invoked when user requests "create a command", "make a slash command", "add a /command", or mentions custom command development.

Use this skill when creating or refining Claude Code hooks. Hooks are shell commands that execute at specific lifecycle events (tool use, prompt submit, notifications, session events). Helps design event handlers for notifications, formatting, logging, feedback, and permission control. Automatically invoked when user requests "create a hook", "add automation", "event handler", "workflow automation", or mentions hook development.

Use this skill when creating or refining Claude Code plugins. Plugins are bundled collections of agents, skills, commands, hooks, and MCP servers that provide cohesive functionality. Helps design proper directory structures, plugin.json configuration, marketplace distribution, and installation workflows. Automatically invoked when user requests "create a plugin", "bundle components", "distribute capabilities", or mentions plugin development.

Use this skill when creating or refining Claude Code skill definitions. Skills are model-invoked capabilities that Claude activates autonomously based on context. Helps design focused skills with discovery-optimized descriptions, proper directory structures, and supporting resources. Automatically invoked when user requests "create a skill", "make a capability", "add autonomous behavior", or mentions skill development. Ensures skills follow Anthropic specifications with clear activation triggers.

Comprehensive guidelines for formatting research artifacts, technical surveys, rundowns, book summaries, and documentation with proper markdown formatting for Joplin notes. This skill should be loaded and followed whenever Joplin is mentioned in a prompt.