package cmd
import (
"context"
"flag"
"fmt"
"log"
"os"
"path/filepath"
"skraak/db"
"skraak/prompts"
"skraak/resources"
"skraak/tools"
"github.com/modelcontextprotocol/go-sdk/mcp"
)
func RunMCP(args []string) {
fs := flag.NewFlagSet("mcp", flag.ExitOnError)
dbPath := fs.String("db", "", "Path to DuckDB database (required)")
fs.Usage = func() {
fmt.Fprintf(os.Stderr, "Usage: skraak mcp --db <path>\n\n")
fmt.Fprintf(os.Stderr, "Start the MCP server on stdio transport.\n\n")
fmt.Fprintf(os.Stderr, "Options:\n")
fs.PrintDefaults()
fmt.Fprintf(os.Stderr, "\nExamples:\n")
fmt.Fprintf(os.Stderr, " skraak mcp --db ./db/skraak.duckdb\n")
fmt.Fprintf(os.Stderr, " skraak mcp --db ./db/test.duckdb\n")
}
if err := fs.Parse(args); err != nil {
os.Exit(1)
}
if *dbPath == "" {
fmt.Fprintf(os.Stderr, "Error: --db is required\n\n")
fs.Usage()
os.Exit(1)
}
tools.SetDBPath(*dbPath)
eventLogPath := *dbPath + ".events.jsonl"
db.SetEventLogConfig(db.EventLogConfig{
Enabled: true,
Path: eventLogPath,
})
defer db.CloseEventLog()
schemaPath := filepath.Join(filepath.Dir(os.Args[0]), "db", "schema.sql")
resources.SetSchemaPath(schemaPath)
server := mcp.NewServer(&mcp.Implementation{
Name: "skraak",
Version: "v1.0.0",
}, nil)
mcp.AddTool(server, &mcp.Tool{
Name: "get_current_time",
Description: "Get the current system time with timezone information",
}, mcpGetCurrentTime)
mcp.AddTool(server, &mcp.Tool{
Name: "execute_sql",
Description: "Execute arbitrary SQL SELECT queries against the database. Supports parameterized queries with ? placeholders. Database is read-only. Results limited to 1000 rows by default (max 10000). Use with schema resources to construct queries.",
}, mcpExecuteSQL)
mcp.AddTool(server, &mcp.Tool{
Name: "create_or_update_dataset",
Description: "Create or update a dataset. Omit 'id' to create (name required), provide 'id' to update. Returns the dataset with timestamps.",
}, mcpCreateOrUpdateDataset)
mcp.AddTool(server, &mcp.Tool{
Name: "create_or_update_location",
Description: "Create or update a location. Omit 'id' to create (dataset_id, name, latitude, longitude, timezone_id required), provide 'id' to update. Location must belong to the specified dataset when creating.",
}, mcpCreateOrUpdateLocation)
mcp.AddTool(server, &mcp.Tool{
Name: "create_or_update_cluster",
Description: "Create or update a cluster. Omit 'id' to create (dataset_id, location_id, name, sample_rate required), provide 'id' to update. Query existing patterns first with execute_sql before setting cyclic_recording_pattern_id.",
}, mcpCreateOrUpdateCluster)
mcp.AddTool(server, &mcp.Tool{
Name: "create_or_update_pattern",
Description: "Create or update a cyclic recording pattern. Omit 'id' to create (record_seconds, sleep_seconds required), provide 'id' to update. Returns existing pattern if duplicate record/sleep values found.",
}, mcpCreateOrUpdatePattern)
mcp.AddTool(server, &mcp.Tool{
Name: "import_audio_files",
Description: "Batch import WAV files from a folder into the database. Automatically parses AudioMoth and filename timestamps, calculates hashes, extracts metadata, and computes astronomical data. Files are imported in a single transaction. Duplicate files (by hash) are skipped.",
}, mcpImportAudioFiles)
mcp.AddTool(server, &mcp.Tool{
Name: "import_ml_selections",
Description: "Import hand sorted ML-detected kiwi call selections from folder structure organized by species/call-type with WAV/PNG pairs",
}, mcpImportMLSelections)
schemaResource, schemaTemplate := resources.GetSchemaResources()
server.AddResource(schemaResource, resources.SchemaResourceHandler)
server.AddResourceTemplate(schemaTemplate, resources.SchemaResourceHandler)
server.AddPrompt(prompts.GetQueryDatasetsPrompt(), prompts.QueryDatasetsPromptHandler)
server.AddPrompt(prompts.GetExploreSchemaPrompt(), prompts.ExploreSchemaPromptHandler)
server.AddPrompt(prompts.GetExploreLocationHierarchyPrompt(), prompts.ExploreLocationHierarchyPromptHandler)
server.AddPrompt(prompts.GetQueryLocationDataPrompt(), prompts.QueryLocationDataPromptHandler)
server.AddPrompt(prompts.GetAnalyzeClusterFilesPrompt(), prompts.AnalyzeClusterFilesPromptHandler)
server.AddPrompt(prompts.GetSystemStatusPrompt(), prompts.SystemStatusPromptHandler)
if err := server.Run(context.Background(), &mcp.StdioTransport{}); err != nil {
log.Fatalf("Server error: %v", err)
}
}
func mcpGetCurrentTime(ctx context.Context, req *mcp.CallToolRequest, input tools.GetCurrentTimeInput) (*mcp.CallToolResult, tools.GetCurrentTimeOutput, error) {
output, err := tools.GetCurrentTime(ctx, input)
return &mcp.CallToolResult{}, output, err
}
func mcpExecuteSQL(ctx context.Context, req *mcp.CallToolRequest, input tools.ExecuteSQLInput) (*mcp.CallToolResult, tools.ExecuteSQLOutput, error) {
output, err := tools.ExecuteSQL(ctx, input)
return &mcp.CallToolResult{}, output, err
}
func mcpCreateOrUpdateDataset(ctx context.Context, req *mcp.CallToolRequest, input tools.DatasetInput) (*mcp.CallToolResult, tools.DatasetOutput, error) {
output, err := tools.CreateOrUpdateDataset(ctx, input)
return &mcp.CallToolResult{}, output, err
}
func mcpCreateOrUpdateLocation(ctx context.Context, req *mcp.CallToolRequest, input tools.LocationInput) (*mcp.CallToolResult, tools.LocationOutput, error) {
output, err := tools.CreateOrUpdateLocation(ctx, input)
return &mcp.CallToolResult{}, output, err
}
func mcpCreateOrUpdateCluster(ctx context.Context, req *mcp.CallToolRequest, input tools.ClusterInput) (*mcp.CallToolResult, tools.ClusterOutput, error) {
output, err := tools.CreateOrUpdateCluster(ctx, input)
return &mcp.CallToolResult{}, output, err
}
func mcpCreateOrUpdatePattern(ctx context.Context, req *mcp.CallToolRequest, input tools.PatternInput) (*mcp.CallToolResult, tools.PatternOutput, error) {
output, err := tools.CreateOrUpdatePattern(ctx, input)
return &mcp.CallToolResult{}, output, err
}
func mcpImportAudioFiles(ctx context.Context, req *mcp.CallToolRequest, input tools.ImportAudioFilesInput) (*mcp.CallToolResult, tools.ImportAudioFilesOutput, error) {
output, err := tools.ImportAudioFiles(ctx, input)
return &mcp.CallToolResult{}, output, err
}
func mcpImportMLSelections(ctx context.Context, req *mcp.CallToolRequest, input tools.ImportMLSelectionsInput) (*mcp.CallToolResult, tools.ImportMLSelectionsOutput, error) {
output, err := tools.ImportMLSelections(ctx, input)
return &mcp.CallToolResult{}, output, err
}