Mcp Server Builder

MCP Server Builder

Use this skill when a user asks to create, generate, or build an MCP server. OmniHarness can scaffold a fully functional FastMCP server from a description, write the source code, and run it through the automated test pipeline.

Workflow

1. Understand the intent — identify the server name, description, template type, and any external services or secrets needed.
2. Scaffold the code — write server.py using FastMCP following the template below. Each tool must have a clear docstring and typed parameters.
3. Submit for testing — call mcp_build(server_id=..., source_code=...). The tool runs static security scans, checks that all required secrets are stored in the vault, starts the server in an isolated subprocess, connects the MCP client, lists the discovered tools, and test-calls each one.
4. Report results — tell the user which tools were discovered, which test-calls passed, and whether any secrets are missing.
5. Iterate — if errors are returned fix the code and call mcp_build again.

Do NOT write files to the sandbox for this skill. Pass the complete source code directly to mcp_build as the source_code parameter.

Project structure

A minimal MCP server consists of a single server.py file.

server.py          ← entrypoint — always named server.py
requirements.txt   ← optional — any extra pip packages beyond fastmcp

server.py skeleton

import os

from mcp.server.fastmcp import FastMCP

mcp = FastMCP("server-name")

@mcp.tool()
def tool_name(param: str) -> str:
    """One-sentence description of what this tool does and what it returns."""
    # implementation
    return result

if __name__ == "__main__":
    _transport = os.environ.get("MCP_TRANSPORT", "stdio")
    if _transport == "sse":
        mcp.settings.host = "0.0.0.0"
        mcp.settings.port = int(os.environ.get("MCP_PORT", "8080"))
        mcp.settings.transport_security = None
        mcp.run(transport="sse")
    else:
        mcp.run()

Rules that must be followed in every generated server:

| Rule | Why | |---|---| | from mcp.server.fastmcp import FastMCP | Only import — never raw mcp.Server | | if __name__ == "__main__": ... with MCP_TRANSPORT check (see templates) | Supports both stdio (sandbox) and SSE (Docker deploy) | | Secrets via os.getenv("KEY_NAME") only | Values are injected from the vault; never hardcode them | | Never raise or crash at startup when a secret is missing | The server is first started with NO secrets to discover its tools. A server that raises at import or module level when os.getenv returns None will register 0 tools and can never be verified. Check for missing keys inside the tool handler, return a structured error, don't raise. | | Never import subprocess, os.system, os.popen, eval, exec, pickle, or ctypes | These are hard-blocked by the static security scanner and will permanently fail verification | | Use the _ensure_api_key() guard pattern for missing keys | Return a JSON error dict, don't raise — see template below | | Every tool has a one-sentence docstring | Exposes to the MCP client for tool discovery | | Typed parameters on every tool function | Required for the MCP schema to be generated correctly | | No asyncio.run() or custom event loops | FastMCP manages the loop | | No file I/O outside of /tmp | Servers run in an isolated subprocess with no persistent disk access |

Template: API Wrapper

Use when the server wraps a REST/HTTP API (e.g. weather, search, GitHub, Stripe).

Critical pattern: os.getenv at module level is fine — the value will be None during tool discovery (the server is started with no secrets first). The _ensure_api_key() helper catches this and returns a structured JSON error from the tool handler. Never raise at module level.

import json
import os

import httpx
from mcp.server.fastmcp import FastMCP

mcp = FastMCP("my-api-wrapper")

BASE_URL = "https://api.example.com"
# Read at module level — will be None during discovery; checked inside tool handlers
API_KEY = os.getenv("EXAMPLE_API_KEY")

def _ensure_api_key() -> str | None:
    """Return a JSON error string if the API key is missing, else None."""
    if not API_KEY:
        return json.dumps({
            "error": "Missing EXAMPLE_API_KEY secret. Add it in Settings → Secrets.",
            "missing_secret": "EXAMPLE_API_KEY",
        })
    return None

@mcp.tool()
def search(query: str) -> str:
    """Search the Example API and return up to 5 results as JSON."""
    missing = _ensure_api_key()
    if missing:
        return missing
    resp = httpx.get(
        f"{BASE_URL}/search",
        headers={"Authorization": f"Bearer {API_KEY}"},
        params={"q": query, "limit": 5},
        timeout=15,
    )
    if resp.status_code >= 400:
        return json.dumps({"error": f"API error {resp.status_code}", "details": resp.text})
    return resp.text

@mcp.tool()
def get_item(item_id: str) -> str:
    """Fetch a single item by ID and return its JSON representation."""
    missing = _ensure_api_key()
    if missing:
        return missing
    resp = httpx.get(
        f"{BASE_URL}/items/{item_id}",
        headers={"Authorization": f"Bearer {API_KEY}"},
        timeout=15,
    )
    if resp.status_code >= 400:
        return json.dumps({"error": f"API error {resp.status_code}", "details": resp.text})
    return resp.text

if __name__ == "__main__":
    _transport = os.environ.get("MCP_TRANSPORT", "stdio")
    if _transport == "sse":
        mcp.settings.host = "0.0.0.0"
        mcp.settings.port = int(os.environ.get("MCP_PORT", "8080"))
        mcp.settings.transport_security = None
        mcp.run(transport="sse")
    else:
        mcp.run()

Template: Database Connector

Use when the server exposes SQL queries over a database (e.g. Postgres, SQLite, MySQL).

import json
import os

import psycopg2
from mcp.server.fastmcp import FastMCP

mcp = FastMCP("my-db-connector")

_DSN = os.getenv("DATABASE_URL")

def _conn():
    return psycopg2.connect(_DSN)

@mcp.tool()
def query(sql: str) -> str:
    """Execute a read-only SQL SELECT and return results as JSON array of objects."""
    if not sql.strip().upper().startswith("SELECT"):
        return json.dumps({"error": "Only SELECT queries are allowed."})
    with _conn() as conn, conn.cursor() as cur:
        cur.execute(sql)
        cols = [d[0] for d in cur.description]
        rows = [dict(zip(cols, row)) for row in cur.fetchmany(100)]
    return json.dumps(rows, default=str)

@mcp.tool()
def list_tables() -> str:
    """Return the names of all tables in the public schema."""
    with _conn() as conn, conn.cursor() as cur:
        cur.execute("SELECT table_name FROM information_schema.tables WHERE table_schema = 'public'")
        return json.dumps([r[0] for r in cur.fetchall()])

if __name__ == "__main__":
    _transport = os.environ.get("MCP_TRANSPORT", "stdio")
    if _transport == "sse":
        mcp.settings.host = "0.0.0.0"
        mcp.settings.port = int(os.environ.get("MCP_PORT", "8080"))
        mcp.settings.transport_security = None
        mcp.run(transport="sse")
    else:
        mcp.run()

Template: Custom Tool

Use for anything that doesn't fit API wrapper or database patterns — file processing, local computation, integration with a Python library, etc.

import os

from mcp.server.fastmcp import FastMCP

mcp = FastMCP("my-custom-tools")

# Secrets from vault — never hardcode values
SERVICE_TOKEN = os.getenv("SERVICE_TOKEN")

@mcp.tool()
def process(input_text: str) -> str:
    """Process input_text and return the transformed result."""
    # Your logic here
    result = input_text.upper()  # placeholder
    return result

@mcp.tool()
def status() -> str:
    """Return a health check status string."""
    return "ok"

if __name__ == "__main__":
    _transport = os.environ.get("MCP_TRANSPORT", "stdio")
    if _transport == "sse":
        mcp.settings.host = "0.0.0.0"
        mcp.settings.port = int(os.environ.get("MCP_PORT", "8080"))
        mcp.settings.transport_security = None
        mcp.run(transport="sse")
    else:
        mcp.run()

Calling mcp_build

After writing the source code, call the tool exactly like this:

mcp_build(
    server_id="",
    source_code=""
)

The tool returns a JSON object:

{
  "phase": "testing" | "failed" | "ready",
  "tools_discovered": [{"name": "...", "description": "..."}],
  "detected_secret_names": ["ENV_VAR_NAME_1", ...],
  "errors": ["..."],
  "test_results": [{"tool": "...", "ok": true, "output": "..."}],
  "last_verified_at": "2026-06-11T..."
}

If phase is "failed", inspect errors and fix the code, then call mcp_build again.

If detected_secret_names contains names the user hasn't stored yet, tell them which secrets are needed and that they can add them via Settings → Secrets in the MCP Studio UI.

Tips

• Keep tools focused: one tool = one action.
• Use httpx (not requests) for HTTP calls — it works with the async event loop.
• If you need a library that isn't in the standard library, add it to a requirements.txt comment in your explanation so the user knows to install it (the sandbox will install it automatically when requirements.txt is present alongside server.py).
• Never print secrets to stdout — FastMCP uses stdout for the MCP wire protocol.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: archimedes-run
• Source: archimedes-run/omniHarness
• License: MIT
• Homepage: https://www.archimedes.run/omniHarness

Install and usage instructions live in the source repository linked above.