mcp_server

StackQL MCP Server Package

This package implements a Model Context Protocol (MCP) server for StackQL, enabling LLMs to consume StackQL as a first-class information source.

Overview

The mcp_server package provides:

1. Backend Interface Abstraction: A clean interface for executing queries that can be implemented for in-memory, TCP, or other communication methods
2. Configuration Management: Comprehensive configuration structures with JSON and YAML support
3. MCP Server Implementation: A complete MCP server supporting multiple transports (stdio, TCP, WebSocket)

Architecture

The package is designed with zero dependencies on StackQL internals, making it modular and reusable. The key components are:

• Backend: Interface for query execution and schema retrieval
• Config: Configuration structures with validation
• MCPServer: Main server implementation supporting MCP protocol
• ExampleBackend: Sample implementation for testing and demonstration

Usage

Basic Usage

package main

import (
    "context"
    "log"
    
    "github.com/stackql/stackql/pkg/mcp_server"
)

func main() {
    // Create server with default configuration and example backend
    server, err := mcp_server.NewMCPServerWithExampleBackend(nil)
    if err != nil {
        log.Fatal(err)
    }
    
    // Start the server
    ctx := context.Background()
    if err := server.Start(ctx); err != nil {
        log.Fatal(err)
    }
    
    // Server will run until context is cancelled
    <-ctx.Done()
    
    // Graceful shutdown
    server.Stop(context.Background())
}

Custom Configuration

config := &mcp_server.Config{
    Server: mcp_server.ServerConfig{
        Name:                  "My StackQL MCP Server",
        Version:               "1.0.0",
        Description:           "Custom MCP server for StackQL",
        MaxConcurrentRequests: 50,
        RequestTimeout:        mcp_server.Duration(30 * time.Second),
    },
    Backend: mcp_server.BackendConfig{
        Type:              "stackql",
        ConnectionString:  "stackql://localhost:5432",
        MaxConnections:    20,
        ConnectionTimeout: mcp_server.Duration(10 * time.Second),
        QueryTimeout:      mcp_server.Duration(60 * time.Second),
    },
    Transport: mcp_server.TransportConfig{
        EnabledTransports: []string{"stdio", "tcp"},
        TCP: mcp_server.TCPTransportConfig{
            Address: "0.0.0.0",
            Port:    8080,
        },
    },
    Logging: mcp_server.LoggingConfig{
        Level:  "info",
        Format: "json",
        Output: "/var/log/mcp-server.log",
    },
}

server, err := mcp_server.NewMCPServer(config, backend, logger)

Implementing a Custom Backend

type MyBackend struct {
    // Your backend implementation
}

func (b *MyBackend) Execute(ctx context.Context, query string, params map[string]interface{}) (*mcp_server.QueryResult, error) {
    // Execute the query using your preferred method
    // Return structured results
}

func (b *MyBackend) GetSchema(ctx context.Context) (*mcp_server.Schema, error) {
    // Return schema information about available providers and resources
}

func (b *MyBackend) Ping(ctx context.Context) error {
    // Verify backend connectivity
}

func (b *MyBackend) Close() error {
    // Clean up resources
}

Configuration

JSON Configuration Example

{
  "server": {
    "name": "StackQL MCP Server",
    "version": "1.0.0",
    "description": "Model Context Protocol server for StackQL",
    "max_concurrent_requests": 100,
    "request_timeout": "30s"
  },
  "backend": {
    "type": "stackql",
    "connection_string": "stackql://localhost",
    "max_connections": 10,
    "connection_timeout": "10s",
    "query_timeout": "30s",
    "retry": {
      "enabled": true,
      "max_attempts": 3,
      "initial_delay": "100ms",
      "max_delay": "5s",
      "multiplier": 2.0
    }
  },
  "transport": {
    "enabled_transports": ["stdio", "tcp"],
    "tcp": {
      "address": "localhost",
      "port": 8080,
      "max_connections": 100,
      "read_timeout": "30s",
      "write_timeout": "30s"
    }
  },
  "logging": {
    "level": "info",
    "format": "text",
    "output": "stdout",
    "enable_request_logging": false
  }
}

YAML Configuration Example

server:
  name: "StackQL MCP Server"
  version: "1.0.0"
  description: "Model Context Protocol server for StackQL"
  max_concurrent_requests: 100
  request_timeout: "30s"

backend:
  type: "stackql"
  connection_string: "stackql://localhost"
  max_connections: 10
  connection_timeout: "10s"
  query_timeout: "30s"
  retry:
    enabled: true
    max_attempts: 3
    initial_delay: "100ms"
    max_delay: "5s"
    multiplier: 2.0

transport:
  enabled_transports: ["stdio", "tcp"]
  tcp:
    address: "localhost"
    port: 8080
    max_connections: 100
    read_timeout: "30s"
    write_timeout: "30s"

logging:
  level: "info"
  format: "text"
  output: "stdout"
  enable_request_logging: false

Published Tools

The server publishes the following 14 tools. Each tool's rendered output is a markdown table (uniform multi-row results) or a markdown KV record (sparse / single-record / mixed-shape results). Every tool also returns a typed structured DTO for programmatic clients.

Published Prompts

The server publishes one static prompt:

• write_safe_select — guidance for writing safe SELECT queries against stackql resources. The prompt body explains how to use SHOW METHODS IN <provider>.<service>.<resource> to discover the best read method and the required WHERE parameters.

Restricting Published Tools and Prompts

The top-level enabled_tools and enabled_prompts fields on Config are independent allowlists.

• Omitted, null, or empty list — every built-in tool (or prompt) is registered. This is the default.
• Populated list — only the named items are registered. Any other tool or prompt is absent from tools/list / prompts/list and the corresponding tools/call or prompts/get returns an unknown tool/unknown prompt error.

Enforcement happens at registration time in pkg/mcp_server/server.go via the addToolIfEnabled and addPromptIfEnabled helpers, which consult Config.IsToolEnabled(name) / Config.IsPromptEnabled(name) before delegating to the SDK. There is no runtime cost for items that are not enabled — they are never bound to the server.

JSON example — a single-purpose server that exposes only server_info:

{
  "server": {
    "transport": "http",
    "address": "127.0.0.1:9915"
  },
  "enabled_tools": ["server_info"]
}

When the server is launched via the stackql mcp (or stackql srv --mcp.server.type=...) command, these fields are parsed from the same --mcp.config JSON blob as the rest of the configuration — no additional flag is required. For example, stackql mcp --mcp.config='{"server": { "transport": "http", "address": "127.0.0.1:9915"}, "enabled_tools": ["server_info"]}'.

Server Modes

Config.Server.Mode chooses one of four safety contracts. All four allow SELECT and metadata reads; they differ in how they handle mutations and lifecycle operations.

refuse means the tool returns an error immediately. needs approval means the server tries to elicit user consent via the MCP elicitation flow:

• If the client advertised the elicitation capability at initialise, the server sends an elicitation/create request with a short message describing the action and the SQL. The user accepts, declines, or cancels.
• If the client did NOT advertise elicitation, the tool is refused with a message that explains the gap and points the operator at full_access mode.

The mode is global per server. There is no per-tool override in this release.

Default-mode change (breaking)

PR1 had a single read_only: true / false flag; the default behaviour was "no enforcement, mutations proceed." PR2 replaces that flag with mode: safe as the default, which means mutations now require user approval out of the box. Operators running an elicitation-capable client should see one approval prompt per mutation. Operators running a non-elicitation client (or an automated pipeline) must explicitly opt into full_access.

For back-compat, the legacy read_only: true JSON / YAML key still parses and is treated as equivalent to mode: read_only. When both are set, mode wins.

Audit Log

Audit recording is on by default in PR2. Every tool call produces one JSONL record with the tool name, mode, decision, query class, SQL (for query tools), input args (for hierarchy tools), duration, and error. Result rows from SELECTs are intentionally not recorded - the audit answers "what did the agent do," not "what did the agent see."

File sink

The only sink kind shipped in this release is file, which writes one JSON object per line and fsyncs after each record. Lumberjack-style rotation by size, age, and backup count.

The sink implementation lives in pkg/sink so it can be reused outside MCP (future activity / telemetry channels, etc). The MCP audit subsystem feeds audit.Event values into a generic sink.Sink; the sink JSON-marshals whatever payload it is given. Adding alternative sinks (rotation policies, Kafka, S3) only requires implementing sink.Sink once; it benefits every subsystem that records through this path.

The generic sink.FileConfig requires the caller to specify where the file lives via either Path (a complete file path) or Dir (a directory in which the sink picks a filename via DefaultFilename). The sink package never silently picks a directory; the MCP server defaults Dir to . (cwd) on the operator's behalf when neither field is set in mcp.config.

server:
  mode: safe
  audit:
    disabled: false       # default false (audit is on)
    failure_mode: strict  # strict | strict_mutations | best_effort
    sink: file            # currently the only kind
    file:
      # Specify either `path` (a complete file path) or `dir` (the directory
      # in which the sink chooses a stackql_mcp_server_<UTC>.log basename).
      # When both are empty the MCP server defaults `dir` to cwd (".") for
      # back-compat; the underlying pkg/sink itself refuses to silently
      # pick a directory.
      path: ""
      dir: ""
      max_size_mb: 100
      max_backups: 5
      max_age_days: 30

The resolved absolute path is logged to stderr at startup as sink file: /path/to/file.log so operators can find the file later.

Failure modes

When the sink returns an error, the response depends on failure_mode:

Sequencing

The audit write happens AFTER the tool has executed (or been gated out) but BEFORE the response returns to the client. In strict mode, an audit-write failure on a successful DELETE means the row is gone but the client receives an error - by design, so no mutation slips through unaudited.

Audit-on change (breaking)

PR1 had no audit subsystem; nothing was logged. PR2 enables audit by default. To preserve PR1 behaviour, set server.audit.disabled: true.

MCP Protocol Support

The server implements the Model Context Protocol specification and supports:

• Initialization: Capability negotiation with MCP clients
• Resources: Listing and reading StackQL resources (providers, services, resources)
• Tools: Query execution tool for running StackQL queries
• Multiple Transports: stdio, TCP, and WebSocket (WebSocket implementation is placeholder)

Supported MCP Methods

• initialize: Server initialization and capability negotiation
• resources/list: List available StackQL resources
• resources/read: Read specific resource data
• tools/list: List available tools (StackQL query execution)
• tools/call: Execute StackQL queries

Transport Support

Stdio Transport

• Primary transport for command-line integration
• JSON-RPC over stdin/stdout
• Ideal for shell integrations and CLI tools

TCP Transport

• HTTP-based JSON-RPC
• Suitable for network-based integrations
• Configurable address, port, and connection limits

WebSocket Transport (Placeholder)

• Real-time bidirectional communication
• Suitable for web applications
• Currently implemented as placeholder

Development

Testing

The package includes an example backend for testing:

go test ./pkg/mcp_server/...

Integration with StackQL

To integrate with actual StackQL:

1. Implement the Backend interface using StackQL's query execution engine
2. Map StackQL's schema information to the Schema structure
3. Handle StackQL-specific error types and convert them to BackendError

Dependencies

The package uses minimal external dependencies:

• github.com/gorilla/mux: HTTP routing (already available in StackQL)
• golang.org/x/sync: Concurrency utilities (already available in StackQL)
• gopkg.in/yaml.v2: YAML configuration support (already available in StackQL)

No MCP SDK dependency is required as the package implements the MCP protocol directly.

Future Enhancements

1. Full WebSocket Implementation: Complete WebSocket transport support
2. Stdio Transport: Complete stdio JSON-RPC implementation
3. Authentication: Add authentication and authorization support
4. Streaming: Support for streaming large query results
5. Caching: Query result caching for improved performance
6. Metrics: Prometheus metrics for monitoring and observability