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python-mcp-sdk-skill

Guidance for implementing Python MCP SDK stdio servers with FastMCP, robust validation, and deterministic tool output.

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openvinotoolkit/model_server
Last source activity
October 8, 2026 at 10:58
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English
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name
python-mcp-sdk-skill
description
Guidance for implementing Python MCP SDK stdio servers with FastMCP, robust validation, and deterministic tool output.
license
MIT
compatibility
designed for deepagents-code
# Python MCP SDK Server Builder Use this skill when the user asks to create or modify an MCP server in Python. ## Goal Build a minimal, production-safe MCP stdio server using the Python MCP SDK package `mcp`. ## Implementation pattern 1. Create `mcp_server/<name>_mcp_server.py`. 2. Use `FastMCP`. 3. Register one or more `@mcp.tool()` functions. 4. Add explicit docstrings and strict input validation. 5. Start with `mcp.run(transport="stdio")`. ## Required template ```python from mcp.server.fastmcp import FastMCP from mcp.types import ToolAnnotations mcp = FastMCP("your-server-name") # Reusable annotations for tools that only read state and never mutate anything. READ_ONLY = ToolAnnotations( readOnlyHint=True, destructiveHint=False, idempotentHint=True, openWorldHint=False, ) @mcp.tool(annotations=READ_ONLY) def your_tool_name(arg: str) -> str: """Describe exactly what this tool returns.""" value = arg.strip() if not value: raise ValueError("arg cannot be empty") return value if __name__ == "__main__": mcp.run(transport="stdio") ``` ## Tool annotations — MANDATORY Every `@mcp.tool()` MUST declare MCP tool annotations. Annotations tell hosts (like dcode) whether a tool is safe to call without user approval. Tools with no annotations are treated as "possibly mutating" and are rejected outright in dcode headless mode (`dcode -n ...`) with: > "This MCP action requires approval, but the current headless runtime has no approval UI." dcode's `HeadlessMCPGuardMiddleware` gates any tool whose metadata does not satisfy BOTH: - `readOnlyHint is True` - `destructiveHint is not True` Choose the annotation set that matches the tool's real behavior: | Tool behavior | Annotations | |---------------------------------------------------|---------------------------------------------------------------------------------------------------------------------| | Pure read (clock, config lookup, HTTP GET) | `readOnlyHint=True, destructiveHint=False, idempotentHint=True, openWorldHint=False` | | Read that consults an external service (web/API) | `readOnlyHint=True, destructiveHint=False, idempotentHint=True, openWorldHint=True` | | Idempotent write (set a value; same input twice = same result) | `readOnlyHint=False, destructiveHint=False, idempotentHint=True, openWorldHint=<True/False>` | | Destructive write (delete, drop, DROP TABLE, rm) | `readOnlyHint=False, destructiveHint=True, idempotentHint=False, openWorldHint=<True/False>` | Never claim `readOnlyHint=True` for a tool that mutates state. Lying to skip the approval gate is a security issue. For tools that are NOT read-only, users must run them from the interactive TUI (approval required); document that limitation in the tool's docstring. ## Time tool recipe When the user needs exact current time, expose: - `get_current_utc_iso8601()` returning UTC timestamp in ISO 8601 with trailing Z. - Optional timezone helper for named zones using `zoneinfo`. Both are pure reads → annotate with `READ_ONLY` (see template above). ## Quality checks - Avoid third-party dependencies beyond `mcp`. - Do not use network calls unless required. - Keep tool outputs deterministic and machine-readable. - **Every tool must have `ToolAnnotations` matching its real behavior** — see the table above. Verify by running the tool from `dcode -n` after implementation; if it fails with the "approval, but the current headless runtime has no approval UI" message, the annotations are missing or wrong.
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