adk-expert
Google ADK (Agent Development Kit) orchestration patterns — boundaries, agent composition, and tool seams. Trigger when designing…
Scaffold and govern an MCP server as a bounded tool seam. Defines which tools the agent may call, enforces the principle that agents call tools and tools call infrastructure. Trigger when adding or reviewing an MCP server in an agent system.
Claude Code
$ npx -y skills add jpantsjoha/ai-native-developer-experience --skill mcp-server-scaffold --agent claude-code
Codex
$ npx skills add jpantsjoha/ai-native-developer-experience --skill mcp-server-scaffold -a codex -y
Cursor
$ npx skills add jpantsjoha/ai-native-developer-experience --skill mcp-server-scaffold -a cursor -y
Gemini CLI
$ npx skills add jpantsjoha/ai-native-developer-experience --skill mcp-server-scaffold -a gemini-cli -y
GitHub Copilot
$ npx skills add jpantsjoha/ai-native-developer-experience --skill mcp-server-scaffold -a github-copilot -y
OpenCode
$ npx skills add jpantsjoha/ai-native-developer-experience --skill mcp-server-scaffold -a opencode -y
Windsurf
$ npx skills add jpantsjoha/ai-native-developer-experience --skill mcp-server-scaffold -a windsurf -y
name: mcp-server-scaffold description: Scaffold and govern an MCP server as a bounded tool seam. Defines which tools the agent may call, enforces the principle that agents call tools and tools call infrastructure. Trigger when adding or reviewing an MCP server in an agent system.
> **Agents call tools. Tools call infrastructure. This boundary is the governance seam. Do not collapse it.**
An MCP server is a contract between an agent and the capabilities it is allowed to use. Its value is not in what it exposes — it is in what it deliberately withholds.
1. **Define the tool seam** — before writing any server code, list:
2. **Author the tool manifest** — for each tool:
Tool: <name> Description: <one sentence — what it does and when to call it> Input schema: <typed fields with constraints> Output schema: <typed fields> Side effects: <what it changes in the world — none / read-only / write / external-call> Auth required: <yes/no and mechanism> Rate limit: <calls/minute or none>
3. **Enforce least-privilege at the server** — the MCP server holds the credentials and enforces the scope. The agent receives only the tool interface. Key rules:
4. **Add input validation at the boundary** — every tool validates its inputs before executing. Reject malformed inputs with a structured error, not an exception trace.
5. **Log every tool invocation** — at minimum: tool name, caller identity, input summary (no secrets), output summary, timestamp, and latency. These logs are your audit trail.
6. **Test the refusal surface** — confirm that:
7. **Document the scope boundary** — in the MCP server's README or SKILL.md, explicitly state what the server does NOT expose and why. Scope boundaries that are not documented drift.
8. **Run the Adversarial Gate** — common MCP failure modes: overly broad tool descriptions that invite misuse, missing input validation that allows prompt injection via tool arguments, write tools with no confirmation step, no rate limiting on expensive operations.
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