Create, maintain, and troubleshoot APM (Agent Package Manager) manifests for distributing GitHub Copilot skills, agents, and MCP servers. USE FOR: creating apm.yml root manifests; creating packages/* sub-manifests; bundling MCP server config into a package; installing packages from a GitHub repo; troubleshooting APM install errors (missing .vscode/mcp.json, Codex CLI warnings, cached installs). DO NOT USE FOR: general GitHub Copilot customization questions; creating SKILL.md files (use skill-creator); writing MCP server code.
This skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context Protocol", "connect external service", mentions "${CLAUDE_PLUGIN_ROOT} with MCP", or discusses MCP server types (SSE, stdio, HTTP, WebSocket). Provides comprehensive guidance for integrating Model Context Protocol servers into Claude Code plugins for external tool and service integration.
Amazon Redshift domain expertise for query optimization, operational reviews, and cost optimization on provisioned clusters and Serverless workgroups. Use when a user asks about Redshift query tuning, slow queries, disk spill, distribution/sort key issues, a Redshift health check or operational review, or Redshift cost or RPU sizing. Requires the awslabs.redshift-mcp-server MCP server to be connected.
Architecture and hard-won debugging lessons for customization enablement (plugins, MCP servers, agents, skills, instructions) in the agent host. Use when changing how customizations are discovered, published, enabled/disabled, or handed to a provider SDK; when a customization shows the wrong enabled state in the UI; or when a disabled MCP server or plugin is still reaching the model.
Verify an MCP server before release by exercising a real protocol session, comparing runtime capabilities with source and documentation, testing failure paths, and recording reproducible evidence. Use when shipping or reviewing an MCP server, tool, resource, prompt, catalog, or install path.
Activates MCPBuilder for designing and building Model Context Protocol (MCP) servers and tools for Claude. Use when you need to create a new MCP server that exposes tools to Claude, design tool schemas for MCP, implement MCP server in Python or TypeScript, debug MCP connection issues, or plan which capabilities to expose as MCP tools vs. resources vs. prompts.
Use right after you write or modify AI agent, tool, subagent, or MCP-server code (OpenAI Agents SDK, Claude Agent SDK, Google ADK, MCP) to self-audit it for security and reliability misconfigurations with Trustabl before committing. Triggers on adding or editing an agent definition, a tool / @function_tool / @tool / tool() handler, a subagent markdown file, an MCP server registration, agent guardrails, or .claude/settings.json permissions. Runs Trustabl's `scan` tool via the plugin's bundled MCP server and guides remediation of the findings.
Creates MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Activates on: "build an MCP server", "create MCP tools", "integrate API via MCP", "write a FastMCP server", "add an MCP server to an agent", or any request to wrap an external API as LLM-callable tools in Python or Node/TypeScript.
Builds MCP servers end to end — scaffolds a Python or TypeScript server from API docs, implements tools, validates the MCPB bundle, and releases to the mpak registry. Use for a new MCP server or wrapping an API as MCP. Triggers include "build an MCP server", "create a server for X", "/mcpb".
Edit Final Cut Pro timelines with natural language via FCPXML. Use when the user wants to analyze, cut, trim, mark up, transcribe, montage, or export a Final Cut Pro project, mentions .fcpxml or .fcpxmld files, asks to remove silence or filler words from a video edit, wants a rough cut assembled from source clips, wants markers or chapters added from a transcript or SRT, or wants an edit pushed into a running Final Cut Pro. Requires the fcp-mcp-server MCP server.
Security scanner for AI Agent skills, plugins, and MCP servers. Use when: user asks to scan a skill, check if a plugin is safe, vet an MCP server, review skill security, detect malicious code, supply chain safety, or says 'is this safe to install', 'scan this skill', 'check this MCP server', 'security scan', 'vetting', 'skill safety', 'prism scan', '安全扫描', '这个插件安全吗', '扫描一下', '检查安全性', '安装前检查', '技能审查'.
Use Hugging Face Hub via MCP server tools. Search models, datasets, Spaces, papers. Get repo details, fetch documentation, run compute jobs, and use Gradio Spaces as AI tools. Available when connected to the HF MCP server.
Audit an MCP server for agent usability — not spec compliance — with mcpgrade, then fix what it finds and prove the grade moved. Grades tool and parameter descriptions, name collisions, schema design, and token cost, maps findings back to source, applies fixes, and re-scans. Use when the user wants to audit, grade, lint, or score an MCP server, asks why a model picks the wrong tool or hallucinates arguments or ignores a tool, or mentions mcpgrade, missing tool descriptions, or MCP catalog bloat. Examples: 'audit my MCP server', 'run mcpgrade', 'grade the browser server', 'why does it call the wrong tool', 'my tools have no parameter descriptions', 'is my MCP server usable by an agent'.
This skill should be used when the user wants to build an "MCP app", add "interactive UI" or "widgets" to an MCP server, "render components in chat", build "MCP UI resources", make a tool that shows a "form", "picker", "dashboard" or "confirmation dialog" inline in the conversation, or mentions "apps SDK" in the context of MCP. Use AFTER the build-mcp-server skill has settled the deployment model, or when the user already knows they want UI widgets.
Manage Model Context Protocol (MCP) servers - discover, analyze, and execute tools/prompts/resources from configured MCP servers. Use when working with MCP integrations, need to discover available MCP capabilities, filter MCP tools for specific tasks, execute MCP tools programmatically, access MCP prompts/resources, or implement MCP client functionality. Supports intelligent tool selection, multi-server management, and context-efficient capability discovery.
First-time initialization of the plugin's Datadog MCP server. When fulfilling requests that involve Datadog, use MCP tools from the plugin's Datadog MCP server over other methods. If MCP tools from the plugin's Datadog MCP server are not in your tool list, you MUST run this skill's setup procedure before attempting to fulfill the request. Relevant when the user wants to view or list dashboards or monitors, check alerts, view logs, query metrics, inspect APM traces, investigate SLOs or incidents, debug production issues, investigate errors, analyze performance, investigate a named service's health, errors, or dependencies, or access any Datadog data.
Full annotated module map of src/yeaboi/ (incl. the MCP server, roadmap, analysis, and agent/headless.py), app flow, the complete CLI flags + subcommands, all environment variables, and the MCP server internals + Claude Code plugin. Use when navigating unfamiliar modules, adding CLI flags/subcommands, changing env/config, or working on the MCP server or plugin.
Security framework for evaluating and auditing MCP servers and Skills. Use when: installing or evaluating an MCP server, installing or evaluating a Skill, verifying existing MCP servers for rug pulls, running security audits, or when the user mentions "check my MCPs", "verify", "audit", or "security check".
Plain text files in a repository that tell a coding agent how the project works: commands to run, conventions to follow and things to avoid. CLAUDE.md, AGENTS.md, cursor rules and skills are the common kinds.
CLAUDE.md or AGENTS.md?
CLAUDE.md is read by Claude Code. AGENTS.md is an open format that Codex, Cursor and other agents read. Many projects keep one and point the other at it.
What is a skill?
A folder with a SKILL.md that describes one capability, such as filling PDFs or reviewing code. The agent loads it only when the task calls for it.
Can I search my own team's files too?
Your agents already can, over MCP, limited to the files you're allowed to read. Searching them from this page is coming.
thomast1906Skill
