feat: add MCP server for AI-powered member management

This change implements a Model Context Protocol (MCP) server that
enables AI assistants to manage society members through natural
language interactions.

Changes:
- Add MCP server implementation (src/mcp_server.py)
- Implement 4 core tools:
  * list_members - Query all members
  * get_member - Get specific member by ID
  * create_member - Create new member
  * update_member - Update member information
- Add mcp and httpx dependencies to pyproject.toml
- Update README with comprehensive MCP server documentation
- Create OpenSpec proposal in openspec/changes/add-mcp-server/

The MCP server connects to the GraphQL API via HTTP and provides
structured tools that abstract away GraphQL complexity.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

README.md

@@ -210,6 +210,106 @@ curl -X POST http://127.0.0.1:8000/graphql \
   -d '{"query": "mutation { createMember(input: { firstName: \"Charlie\" }) { id firstName } }"}'
 ```
 
+## MCP Server
+
+The MCP (Model Context Protocol) server enables AI assistants like Claude to manage society members through natural language interactions.
+
+### What is MCP?
+
+The Model Context Protocol (MCP) is a standard protocol that allows AI assistants to use tools and access external systems. The Clubber MCP server provides 4 tools that connect to the GraphQL API:
+
+- **list_members** - List all members with their complete information
+- **get_member** - Get detailed information about a specific member by ID
+- **create_member** - Create a new member (only firstName required)
+- **update_member** - Update an existing member's information
+
+### Running the MCP Server
+
+The MCP server requires the GraphQL API to be running first:
+
+```bash
+# Terminal 1: Start the GraphQL API
+uv run uvicorn src.main:app --host 127.0.0.1 --port 8000
+
+# Terminal 2: Run the MCP server
+python -m src.mcp_server
+```
+
+### Configuration
+
+The MCP server can be configured via environment variables:
+
+```bash
+# Use a custom API URL (default: http://127.0.0.1:8000/graphql)
+export CLUBBER_API_URL="http://localhost:3000/graphql"
+python -m src.mcp_server
+```
+
+### Integrating with Claude Code
+
+To use the MCP server with Claude Code, add it to your MCP configuration:
+
+**For macOS/Linux** (`~/Library/Application Support/Claude/claude_desktop_config.json` or `~/.config/claude/config.json`):
+
+```json
+{
+  "mcpServers": {
+    "clubber": {
+      "command": "python",
+      "args": ["-m", "src.mcp_server"],
+      "cwd": "/absolute/path/to/clubber",
+      "env": {
+        "CLUBBER_API_URL": "http://127.0.0.1:8000/graphql"
+      }
+    }
+  }
+}
+```
+
+After adding the configuration, restart Claude Code. You can then use natural language to manage members:
+
+- "List all members in the society"
+- "Create a new member named Alice"
+- "Update member 5's email to alice@example.com"
+- "Show me details for member 3"
+
+### MCP Server Usage Examples
+
+Once configured, you can interact with the MCP server through Claude Code:
+
+**Example 1: Create a member**
+```
+User: Create a new member named Bob Smith with email bob@example.com
+
+Claude uses create_member tool:
+- firstName: "Bob"
+- lastName: "Smith"
+- email: "bob@example.com"
+
+Result: Member created with ID 1
+```
+
+**Example 2: Update member information**
+```
+User: Update member 1's phone number to +41791234567
+
+Claude uses update_member tool:
+- id: 1
+- phone: "+41791234567"
+
+Result: Member updated successfully
+```
+
+**Example 3: List all members**
+```
+User: Show me all members in the society
+
+Claude uses list_members tool and displays formatted results:
+- Bob Smith (bob@example.com, +41791234567)
+- Alice Johnson (alice@example.com)
+...
+```
+
 ## Development Workflow
 
 This project uses [OpenSpec](https://openspec.dev) for specification-driven development:

openspec/changes/add-mcp-server/proposal.md

@@ -0,0 +1,29 @@
+# Add MCP Server for Member Management
+
+## Why
+
+AI assistants need a standardized way to interact with the Clubber GraphQL API. The Model Context Protocol (MCP) provides a standard interface for AI tools to access application functionality. Currently, AI assistants can only interact with the API through raw GraphQL queries, which requires the assistant to construct queries manually and handle responses. An MCP server will provide structured tools that abstract away GraphQL complexity and enable seamless member management through AI agents like Claude.
+
+## What Changes
+
+- Add official MCP Python SDK (`mcp`) as dependency
+- Create MCP server implementation in `src/mcp_server.py`
+- Implement 4 core tools for member management:
+  - `list_members` - Query all members with their details
+  - `get_member` - Retrieve a single member by ID
+  - `create_member` - Create a new member (only firstName required)
+  - `update_member` - Update an existing member's information
+- Use HTTP client (httpx) to connect to GraphQL API
+- Configure via environment variable (CLUBBER_API_URL)
+- Update README with MCP server setup, configuration, and usage instructions
+- Document Claude Code integration steps
+
+## Impact
+
+- **Affected specs**: New capability `mcp-integration`
+- **Affected code**:
+  - New file: `src/mcp_server.py` (~150-200 lines)
+  - Modified: `pyproject.toml` (add mcp dependency)
+  - Modified: `README.md` (add MCP server documentation)
+- **User impact**: Enables AI assistants to manage society members through natural language
+- **No breaking changes**: This is additive functionality

openspec/changes/add-mcp-server/specs/mcp-integration/spec.md

@@ -0,0 +1,99 @@
+# MCP Integration Specification
+
+## ADDED Requirements
+
+### Requirement: MCP Server Implementation
+The system SHALL provide an MCP (Model Context Protocol) server that exposes member management functionality as standardized AI tools.
+
+#### Scenario: MCP server starts successfully
+- **GIVEN** the GraphQL API is running at http://127.0.0.1:8000/graphql
+- **WHEN** the MCP server is started with `python -m src.mcp_server`
+- **THEN** the server SHALL initialize and listen for MCP protocol requests via stdio transport
+
+#### Scenario: MCP server connects to GraphQL API
+- **GIVEN** the MCP server is running
+- **WHEN** an MCP tool is invoked
+- **THEN** the server SHALL send GraphQL queries to the configured API endpoint via HTTP
+
+### Requirement: List Members Tool
+The MCP server SHALL provide a `list_members` tool that retrieves all members from the GraphQL API.
+
+#### Scenario: List all members successfully
+- **GIVEN** the GraphQL API has 3 members in the database
+- **WHEN** the `list_members` tool is invoked
+- **THEN** the tool SHALL return a JSON array containing all 3 members with their complete data
+
+#### Scenario: List members when database is empty
+- **GIVEN** the GraphQL API has no members
+- **WHEN** the `list_members` tool is invoked
+- **THEN** the tool SHALL return an empty JSON array
+
+### Requirement: Get Member Tool
+The MCP server SHALL provide a `get_member` tool that retrieves a single member by ID.
+
+#### Scenario: Get member by valid ID
+- **GIVEN** a member exists with ID 1
+- **WHEN** the `get_member` tool is invoked with id=1
+- **THEN** the tool SHALL return the member's complete data as JSON
+
+#### Scenario: Get member with nonexistent ID
+- **GIVEN** no member exists with ID 999
+- **WHEN** the `get_member` tool is invoked with id=999
+- **THEN** the tool SHALL return an error indicating the member was not found
+
+### Requirement: Create Member Tool
+The MCP server SHALL provide a `create_member` tool that creates new members via the GraphQL API.
+
+#### Scenario: Create member with minimal data
+- **GIVEN** only a first name "Alice" is provided
+- **WHEN** the `create_member` tool is invoked
+- **THEN** the tool SHALL create a new member with firstName="Alice" and return the created member with generated ID
+
+#### Scenario: Create member with complete data
+- **GIVEN** complete member data including name, address, email, and phone
+- **WHEN** the `create_member` tool is invoked
+- **THEN** the tool SHALL create a member with all fields populated and return the created member
+
+#### Scenario: Create member with invalid email
+- **GIVEN** an invalid email format "not-an-email"
+- **WHEN** the `create_member` tool is invoked with this email
+- **THEN** the tool SHALL return a validation error from the GraphQL API
+
+### Requirement: Update Member Tool
+The MCP server SHALL provide an `update_member` tool that updates existing member information.
+
+#### Scenario: Update member successfully
+- **GIVEN** a member exists with ID 1
+- **WHEN** the `update_member` tool is invoked with id=1 and email="updated@example.com"
+- **THEN** the tool SHALL update the member's email and return the updated member data
+
+#### Scenario: Update member with invalid ID
+- **GIVEN** no member exists with ID 999
+- **WHEN** the `update_member` tool is invoked with id=999
+- **THEN** the tool SHALL return an error indicating the member was not found
+
+### Requirement: Configuration
+The MCP server SHALL support configuration via environment variables.
+
+#### Scenario: Custom API URL configuration
+- **GIVEN** environment variable CLUBBER_API_URL is set to "http://localhost:3000/graphql"
+- **WHEN** the MCP server starts
+- **THEN** the server SHALL use "http://localhost:3000/graphql" as the GraphQL endpoint
+
+#### Scenario: Default API URL
+- **GIVEN** no CLUBBER_API_URL environment variable is set
+- **WHEN** the MCP server starts
+- **THEN** the server SHALL default to "http://127.0.0.1:8000/graphql"
+
+### Requirement: Error Handling
+The MCP server SHALL handle errors gracefully and return meaningful error messages.
+
+#### Scenario: GraphQL API unavailable
+- **GIVEN** the GraphQL API is not running
+- **WHEN** any MCP tool is invoked
+- **THEN** the tool SHALL return an error indicating the API is unreachable
+
+#### Scenario: GraphQL validation error
+- **GIVEN** the GraphQL API returns a validation error
+- **WHEN** an MCP tool is invoked with invalid data
+- **THEN** the tool SHALL return the validation error message to the client

openspec/changes/add-mcp-server/tasks.md

@@ -0,0 +1,48 @@
+# Implementation Tasks
+
+## 1. Dependencies
+- [ ] 1.1 Add `mcp` package to pyproject.toml dependencies
+- [ ] 1.2 Run `uv sync` to install new dependency
+
+## 2. MCP Server Implementation
+- [ ] 2.1 Create `src/mcp_server.py` with server scaffold
+- [ ] 2.2 Implement GraphQL client class with httpx
+- [ ] 2.3 Implement `list_members` tool
+- [ ] 2.4 Implement `get_member` tool with ID parameter
+- [ ] 2.5 Implement `create_member` tool with member input
+- [ ] 2.6 Implement `update_member` tool with member update input
+- [ ] 2.7 Add configuration via environment variable CLUBBER_API_URL
+- [ ] 2.8 Add proper error handling and validation
+- [ ] 2.9 Add tool descriptions and parameter schemas
+
+## 3. Documentation
+- [ ] 3.1 Update README with "MCP Server" section
+- [ ] 3.2 Document installation and setup steps
+- [ ] 3.3 Document environment variable configuration
+- [ ] 3.4 Add Claude Code integration instructions
+- [ ] 3.5 Provide usage examples for each tool
+- [ ] 3.6 Document running the server (`python -m src.mcp_server`)
+
+## 4. Testing & Validation
+- [ ] 4.1 Start GraphQL API server
+- [ ] 4.2 Test `list_members` tool returns all members
+- [ ] 4.3 Test `get_member` tool with valid ID
+- [ ] 4.4 Test `get_member` tool with invalid ID (error handling)
+- [ ] 4.5 Test `create_member` tool with minimal data (firstName only)
+- [ ] 4.6 Test `create_member` tool with complete data
+- [ ] 4.7 Test `create_member` tool with invalid email (validation error)
+- [ ] 4.8 Test `update_member` tool updates member successfully
+- [ ] 4.9 Test `update_member` tool with invalid ID (error handling)
+- [ ] 4.10 Verify MCP server works with Claude Code
+
+## 5. Code Quality
+- [ ] 5.1 Run Black formatting: `uv run black src/mcp_server.py`
+- [ ] 5.2 Run isort: `uv run isort src/mcp_server.py`
+- [ ] 5.3 Run ruff linting: `uv run ruff check src/mcp_server.py`
+- [ ] 5.4 Add type hints to all functions
+- [ ] 5.5 Add docstrings to classes and key functions
+
+## 6. Git & OpenSpec
+- [ ] 6.1 Commit all changes with conventional commit message
+- [ ] 6.2 Validate OpenSpec proposal: `openspec validate add-mcp-server --strict`
+- [ ] 6.3 Push to remote branch

pyproject.toml

@@ -11,6 +11,8 @@ dependencies = [
     "aiosqlite>=0.21.0",
     "alembic>=1.17.2",
     "fastapi>=0.121.3",
+    "httpx>=0.28.1",
+    "mcp>=1.3.2",
     "pydantic-settings>=2.12.0",
     "sqlalchemy[asyncio]>=2.0.44",
     "strawberry-graphql[fastapi]>=0.286.0",

src/mcp_server.py

@@ -0,0 +1,399 @@
+"""MCP Server for Clubber Member Management.
+
+This server provides AI assistants with tools to manage society members
+via the Model Context Protocol (MCP), connecting to the Clubber GraphQL API.
+"""
+
+import asyncio
+import os
+from typing import Any, Dict, List, Optional
+
+import httpx
+from mcp.server import Server
+from mcp.server.stdio import stdio_server
+from mcp.types import TextContent, Tool
+
+
+class GraphQLClient:
+    """HTTP client for communicating with the Clubber GraphQL API."""
+
+    def __init__(self, api_url: str):
+        """Initialize the GraphQL client.
+
+        Args:
+            api_url: The GraphQL API endpoint URL
+        """
+        self.api_url = api_url
+        self.client = httpx.AsyncClient(timeout=30.0)
+
+    async def query(
+        self, query: str, variables: Optional[Dict[str, Any]] = None
+    ) -> Dict[str, Any]:
+        """Execute a GraphQL query.
+
+        Args:
+            query: The GraphQL query string
+            variables: Optional query variables
+
+        Returns:
+            The GraphQL response data
+
+        Raises:
+            Exception: If the query fails or returns errors
+        """
+        payload = {"query": query}
+        if variables:
+            payload["variables"] = variables
+
+        try:
+            response = await self.client.post(self.api_url, json=payload)
+            response.raise_for_status()
+            result = response.json()
+
+            if "errors" in result:
+                error_messages = [e.get("message", str(e)) for e in result["errors"]]
+                raise Exception(f"GraphQL errors: {', '.join(error_messages)}")
+
+            return result.get("data", {})
+        except httpx.RequestError as e:
+            raise Exception(f"Failed to connect to GraphQL API at {self.api_url}: {e}")
+
+    async def close(self):
+        """Close the HTTP client."""
+        await self.client.aclose()
+
+
+class MemberManagementServer:
+    """MCP server providing member management tools."""
+
+    def __init__(self, api_url: str):
+        """Initialize the MCP server.
+
+        Args:
+            api_url: The GraphQL API endpoint URL
+        """
+        self.graphql = GraphQLClient(api_url)
+        self.server = Server("clubber-mcp-server")
+        self._register_handlers()
+
+    def _register_handlers(self):
+        """Register MCP protocol handlers."""
+
+        @self.server.list_tools()
+        async def list_tools() -> List[Tool]:
+            """List available tools."""
+            return [
+                Tool(
+                    name="list_members",
+                    description="List all members in the society with their complete information",
+                    inputSchema={
+                        "type": "object",
+                        "properties": {},
+                        "required": [],
+                    },
+                ),
+                Tool(
+                    name="get_member",
+                    description="Get detailed information about a specific member by their ID",
+                    inputSchema={
+                        "type": "object",
+                        "properties": {
+                            "id": {
+                                "type": "integer",
+                                "description": "The member's unique ID",
+                            }
+                        },
+                        "required": ["id"],
+                    },
+                ),
+                Tool(
+                    name="create_member",
+                    description="Create a new member. Only firstName is required, all other fields are optional.",
+                    inputSchema={
+                        "type": "object",
+                        "properties": {
+                            "firstName": {
+                                "type": "string",
+                                "description": "Member's first name (required)",
+                            },
+                            "lastName": {
+                                "type": "string",
+                                "description": "Member's last name",
+                            },
+                            "street": {
+                                "type": "string",
+                                "description": "Street address",
+                            },
+                            "apartmentNumber": {
+                                "type": "string",
+                                "description": "Apartment or unit number",
+                            },
+                            "zip": {"type": "string", "description": "Postal code"},
+                            "city": {"type": "string", "description": "City"},
+                            "country": {"type": "string", "description": "Country"},
+                            "email": {
+                                "type": "string",
+                                "description": "Email address (validated when provided)",
+                            },
+                            "phone": {
+                                "type": "string",
+                                "description": "Phone number in E.164 format (e.g., +14155551234)",
+                            },
+                        },
+                        "required": ["firstName"],
+                    },
+                ),
+                Tool(
+                    name="update_member",
+                    description="Update an existing member's information. All fields except id are optional.",
+                    inputSchema={
+                        "type": "object",
+                        "properties": {
+                            "id": {
+                                "type": "integer",
+                                "description": "The member's unique ID (required)",
+                            },
+                            "firstName": {
+                                "type": "string",
+                                "description": "Member's first name",
+                            },
+                            "lastName": {
+                                "type": "string",
+                                "description": "Member's last name",
+                            },
+                            "street": {
+                                "type": "string",
+                                "description": "Street address",
+                            },
+                            "apartmentNumber": {
+                                "type": "string",
+                                "description": "Apartment or unit number",
+                            },
+                            "zip": {"type": "string", "description": "Postal code"},
+                            "city": {"type": "string", "description": "City"},
+                            "country": {"type": "string", "description": "Country"},
+                            "email": {"type": "string", "description": "Email address"},
+                            "phone": {
+                                "type": "string",
+                                "description": "Phone number in E.164 format",
+                            },
+                        },
+                        "required": ["id"],
+                    },
+                ),
+            ]
+
+        @self.server.call_tool()
+        async def call_tool(name: str, arguments: Dict[str, Any]) -> List[TextContent]:
+            """Handle tool execution."""
+            try:
+                if name == "list_members":
+                    return await self._list_members()
+                elif name == "get_member":
+                    return await self._get_member(arguments["id"])
+                elif name == "create_member":
+                    return await self._create_member(arguments)
+                elif name == "update_member":
+                    return await self._update_member(arguments)
+                else:
+                    raise ValueError(f"Unknown tool: {name}")
+            except Exception as e:
+                return [TextContent(type="text", text=f"Error: {str(e)}")]
+
+    async def _list_members(self) -> List[TextContent]:
+        """List all members."""
+        query = """
+        query {
+            members {
+                id
+                firstName
+                lastName
+                street
+                apartmentNumber
+                zip
+                city
+                country
+                email
+                phone
+                createdAt
+                updatedAt
+            }
+        }
+        """
+        data = await self.graphql.query(query)
+        members = data.get("members", [])
+        return [
+            TextContent(
+                type="text",
+                text=f"Found {len(members)} member(s):\n\n{self._format_members(members)}",
+            )
+        ]
+
+    async def _get_member(self, member_id: int) -> List[TextContent]:
+        """Get a specific member by ID."""
+        query = """
+        query GetMember($id: Int!) {
+            member(id: $id) {
+                id
+                firstName
+                lastName
+                street
+                apartmentNumber
+                zip
+                city
+                country
+                email
+                phone
+                createdAt
+                updatedAt
+            }
+        }
+        """
+        data = await self.graphql.query(query, {"id": member_id})
+        member = data.get("member")
+
+        if not member:
+            return [
+                TextContent(type="text", text=f"Member with ID {member_id} not found")
+            ]
+
+        return [
+            TextContent(
+                type="text", text=f"Member found:\n\n{self._format_member(member)}"
+            )
+        ]
+
+    async def _create_member(self, input_data: Dict[str, Any]) -> List[TextContent]:
+        """Create a new member."""
+        mutation = """
+        mutation CreateMember($input: CreateMemberInput!) {
+            createMember(input: $input) {
+                id
+                firstName
+                lastName
+                street
+                apartmentNumber
+                zip
+                city
+                country
+                email
+                phone
+                createdAt
+                updatedAt
+            }
+        }
+        """
+        data = await self.graphql.query(mutation, {"input": input_data})
+        member = data.get("createMember")
+        return [
+            TextContent(
+                type="text",
+                text=f"Member created successfully:\n\n{self._format_member(member)}",
+            )
+        ]
+
+    async def _update_member(self, input_data: Dict[str, Any]) -> List[TextContent]:
+        """Update an existing member."""
+        mutation = """
+        mutation UpdateMember($input: UpdateMemberInput!) {
+            updateMember(input: $input) {
+                id
+                firstName
+                lastName
+                street
+                apartmentNumber
+                zip
+                city
+                country
+                email
+                phone
+                createdAt
+                updatedAt
+            }
+        }
+        """
+        data = await self.graphql.query(mutation, {"input": input_data})
+        member = data.get("updateMember")
+
+        if not member:
+            return [
+                TextContent(
+                    type="text",
+                    text=f"Failed to update member with ID {input_data.get('id')}",
+                )
+            ]
+
+        return [
+            TextContent(
+                type="text",
+                text=f"Member updated successfully:\n\n{self._format_member(member)}",
+            )
+        ]
+
+    def _format_member(self, member: Dict[str, Any]) -> str:
+        """Format a single member for display."""
+        lines = [
+            f"ID: {member.get('id')}",
+            f"Name: {member.get('firstName', '')} {member.get('lastName', '')}".strip(),
+        ]
+
+        if member.get("street"):
+            address_parts = [member.get("street")]
+            if member.get("apartmentNumber"):
+                address_parts.append(f"Apt {member.get('apartmentNumber')}")
+            lines.append(f"Street: {' '.join(address_parts)}")
+
+        if member.get("zip") or member.get("city"):
+            location = f"{member.get('zip', '')} {member.get('city', '')}".strip()
+            lines.append(f"Location: {location}")
+
+        if member.get("country"):
+            lines.append(f"Country: {member.get('country')}")
+
+        if member.get("email"):
+            lines.append(f"Email: {member.get('email')}")
+
+        if member.get("phone"):
+            lines.append(f"Phone: {member.get('phone')}")
+
+        if member.get("createdAt"):
+            lines.append(f"Created: {member.get('createdAt')}")
+
+        if member.get("updatedAt"):
+            lines.append(f"Updated: {member.get('updatedAt')}")
+
+        return "\n".join(lines)
+
+    def _format_members(self, members: List[Dict[str, Any]]) -> str:
+        """Format multiple members for display."""
+        if not members:
+            return "No members found."
+
+        return "\n\n---\n\n".join(self._format_member(m) for m in members)
+
+    async def run(self):
+        """Run the MCP server."""
+        async with stdio_server() as (read_stream, write_stream):
+            await self.server.run(
+                read_stream,
+                write_stream,
+                self.server.create_initialization_options(),
+            )
+
+
+async def main():
+    """Main entry point."""
+    # Get API URL from environment or use default
+    api_url = os.getenv("CLUBBER_API_URL", "http://127.0.0.1:8000/graphql")
+    print("Starting Clubber MCP Server...", flush=True)
+    print(f"GraphQL API URL: {api_url}", flush=True)
+
+    server = MemberManagementServer(api_url)
+    try:
+        await server.run()
+    finally:
+        await server.graphql.close()
+
+
+if __name__ == "__main__":
+    asyncio.run(main())

uv.lock

@@ -59,6 +59,15 @@ wheels = [
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     { name = "alembic" },
     { name = "fastapi" },
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+]
+
 [[package]]
 name = "ruff"
 version = "0.14.5"
@@ -781,6 +1188,18 @@ asyncio = [
     { name = "greenlet" },
 ]
 
+[[package]]
+name = "sse-starlette"
+version = "3.0.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+]
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+wheels = [
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+]
+
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 name = "starlette"
 version = "0.50.0"