quietlight/skraak_mcp - Change NKQAT3RE4IBIWXVMI5LJUINDPHTANNMORZ5N2JFA4AN6UUB72KGAC

filled in missing cli commands, Kimi K2.5

Created by quietlight on February 13, 2026

NKQAT3RE4IBIWXVMI5LJUINDPHTANNMORZ5N2JFA4AN6UUB72KGAC

Dependencies

In channels

main

Change contents

Insertion in main.go at line 23 [5.149392]

[4.24425]

[3.2996]

	case "dataset":
		cmd.RunDataset(os.Args[2:])
	case "location":
		cmd.RunLocation(os.Args[2:])
	case "cluster":
		cmd.RunCluster(os.Args[2:])
	case "pattern":
		cmd.RunPattern(os.Args[2:])

Insertion in main.go at line 35 [5.149392]
[3.3090]
[6.1670]
```
	case "time":
		cmd.RunTime(os.Args[2:])
```

Insertion in main.go at line 51 [5.149392]

[7.36448]

[3.3165]

	fmt.Fprintf(os.Stderr, "  dataset    Manage datasets (create/update)\n")
	fmt.Fprintf(os.Stderr, "  location   Manage locations (create/update)\n")
	fmt.Fprintf(os.Stderr, "  cluster    Manage clusters (create/update)\n")
	fmt.Fprintf(os.Stderr, "  pattern    Manage recording patterns (create/update)\n")

Insertion in main.go at line 57 [5.149392]

[3.3304]

[4.24736]

	fmt.Fprintf(os.Stderr, "  time       Get current time\n")

Insertion in main.go at line 63 [5.149392]
[3.3455]
[6.2120]
```
	fmt.Fprintf(os.Stderr, "  %s time\n", os.Args[0])
```

File addition: time.go (----------)

[4.1]

package cmd
import (
	"context"
	"encoding/json"
	"flag"
	"fmt"
	"os"
	"skraak/tools"
)
// RunTime handles the "time" subcommand
func RunTime(args []string) {
	fs := flag.NewFlagSet("time", flag.ExitOnError)
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak time\n\n")
		fmt.Fprintf(os.Stderr, "Get the current system time with timezone information.\n\n")
		fmt.Fprintf(os.Stderr, "Examples:\n")
		fmt.Fprintf(os.Stderr, "  skraak time\n")
		fmt.Fprintf(os.Stderr, "  skraak time | jq '.iso'\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Get current time
	output, err := tools.GetCurrentTime(context.Background(), tools.GetCurrentTimeInput{})
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	// Output as JSON
	enc := json.NewEncoder(os.Stdout)
	enc.SetIndent("", "  ")
	enc.Encode(output)
}

File addition: pattern.go (----------)

[4.1]

package cmd
import (
	"context"
	"flag"
	"fmt"
	"os"
	"strconv"
	"skraak/tools"
)
// RunPattern handles the "pattern" subcommand
func RunPattern(args []string) {
	if len(args) < 1 {
		printPatternUsage()
		os.Exit(1)
	}
	switch args[0] {
	case "create":
		runPatternCreate(args[1:])
	case "update":
		runPatternUpdate(args[1:])
	default:
		fmt.Fprintf(os.Stderr, "Unknown pattern subcommand: %s\n\n", args[0])
		printPatternUsage()
		os.Exit(1)
	}
}
func printPatternUsage() {
	fmt.Fprintf(os.Stderr, "Usage: skraak pattern <subcommand> [options]\n\n")
	fmt.Fprintf(os.Stderr, "Subcommands:\n")
	fmt.Fprintf(os.Stderr, "  create    Create a new recording pattern\n")
	fmt.Fprintf(os.Stderr, "  update    Update an existing recording pattern\n")
	fmt.Fprintf(os.Stderr, "\nExamples:\n")
	fmt.Fprintf(os.Stderr, "  skraak pattern create --db ./db/skraak.duckdb --record 60 --sleep 1740\n")
	fmt.Fprintf(os.Stderr, "  skraak pattern update --db ./db/skraak.duckdb --id pattern123 --record 30\n")
}
func runPatternCreate(args []string) {
	fs := flag.NewFlagSet("pattern create", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	record := fs.Int("record", 0, "Record duration in seconds (required, must be positive)")
	sleep := fs.Int("sleep", 0, "Sleep duration in seconds (required, must be positive)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak pattern create [options]\n\n")
		fmt.Fprintf(os.Stderr, "Create a new cyclic recording pattern.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak pattern create --db ./db/skraak.duckdb --record 60 --sleep 1740\n")
		fmt.Fprintf(os.Stderr, "  # Creates 60s record / 1740s sleep = 30 min cycle\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *record == 0 {
		missing = append(missing, "--record")
	}
	if *sleep == 0 {
		missing = append(missing, "--sleep")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	tools.SetDBPath(*dbPath)
	input := tools.PatternInput{
		RecordSeconds: record,
		SleepSeconds:  sleep,
	}
	output, err := tools.CreateOrUpdatePattern(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	printJSON(output)
}
func runPatternUpdate(args []string) {
	fs := flag.NewFlagSet("pattern update", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	id := fs.String("id", "", "Pattern ID (required)")
	recordStr := fs.String("record", "", "New record duration in seconds (optional)")
	sleepStr := fs.String("sleep", "", "New sleep duration in seconds (optional)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak pattern update [options]\n\n")
		fmt.Fprintf(os.Stderr, "Update an existing recording pattern. Only provided fields are updated.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak pattern update --db ./db/skraak.duckdb --id pattern123 --record 30\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *id == "" {
		missing = append(missing, "--id")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	// Parse optional integers
	var record, sleep *int
	if *recordStr != "" {
		r, err := strconv.Atoi(*recordStr)
		if err != nil {
			fmt.Fprintf(os.Stderr, "Error: invalid record: %v\n", err)
			os.Exit(1)
		}
		record = &r
	}
	if *sleepStr != "" {
		s, err := strconv.Atoi(*sleepStr)
		if err != nil {
			fmt.Fprintf(os.Stderr, "Error: invalid sleep: %v\n", err)
			os.Exit(1)
		}
		sleep = &s
	}
	tools.SetDBPath(*dbPath)
	// Build input - only set fields that were provided
	input := tools.PatternInput{
		ID: id,
	}
	if record != nil {
		input.RecordSeconds = record
	}
	if sleep != nil {
		input.SleepSeconds = sleep
	}
	output, err := tools.CreateOrUpdatePattern(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	printJSON(output)
}

File addition: location.go (----------)

[4.1]

package cmd
import (
	"context"
	"flag"
	"fmt"
	"os"
	"strconv"
	"skraak/tools"
)
// RunLocation handles the "location" subcommand
func RunLocation(args []string) {
	if len(args) < 1 {
		printLocationUsage()
		os.Exit(1)
	}
	switch args[0] {
	case "create":
		runLocationCreate(args[1:])
	case "update":
		runLocationUpdate(args[1:])
	default:
		fmt.Fprintf(os.Stderr, "Unknown location subcommand: %s\n\n", args[0])
		printLocationUsage()
		os.Exit(1)
	}
}
func printLocationUsage() {
	fmt.Fprintf(os.Stderr, "Usage: skraak location <subcommand> [options]\n\n")
	fmt.Fprintf(os.Stderr, "Subcommands:\n")
	fmt.Fprintf(os.Stderr, "  create    Create a new location\n")
	fmt.Fprintf(os.Stderr, "  update    Update an existing location\n")
	fmt.Fprintf(os.Stderr, "\nExamples:\n")
	fmt.Fprintf(os.Stderr, "  skraak location create --db ./db/skraak.duckdb --dataset abc123 --name \"Site A\" --lat -36.85 --lon 174.76 --timezone Pacific/Auckland\n")
	fmt.Fprintf(os.Stderr, "  skraak location update --db ./db/skraak.duckdb --id loc123 --name \"Updated Name\"\n")
}
func runLocationCreate(args []string) {
	fs := flag.NewFlagSet("location create", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	datasetID := fs.String("dataset", "", "Dataset ID (required)")
	name := fs.String("name", "", "Location name (required)")
	lat := fs.String("lat", "", "Latitude in decimal degrees (required)")
	lon := fs.String("lon", "", "Longitude in decimal degrees (required)")
	tz := fs.String("timezone", "", "IANA timezone ID (required, e.g. Pacific/Auckland)")
	description := fs.String("description", "", "Location description (optional)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak location create [options]\n\n")
		fmt.Fprintf(os.Stderr, "Create a new location with GPS coordinates.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak location create --db ./db/skraak.duckdb --dataset abc123 --name \"Site A\" --lat -36.85 --lon 174.76 --timezone Pacific/Auckland\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *datasetID == "" {
		missing = append(missing, "--dataset")
	}
	if *name == "" {
		missing = append(missing, "--name")
	}
	if *lat == "" {
		missing = append(missing, "--lat")
	}
	if *lon == "" {
		missing = append(missing, "--lon")
	}
	if *tz == "" {
		missing = append(missing, "--timezone")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	// Parse floats
	latitude, err := strconv.ParseFloat(*lat, 64)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: invalid latitude: %v\n", err)
		os.Exit(1)
	}
	longitude, err := strconv.ParseFloat(*lon, 64)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: invalid longitude: %v\n", err)
		os.Exit(1)
	}
	tools.SetDBPath(*dbPath)
	input := tools.LocationInput{
		DatasetID:   datasetID,
		Name:        name,
		Latitude:    &latitude,
		Longitude:   &longitude,
		TimezoneID:  tz,
		Description: description,
	}
	output, err := tools.CreateOrUpdateLocation(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	printJSON(output)
}
func runLocationUpdate(args []string) {
	fs := flag.NewFlagSet("location update", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	id := fs.String("id", "", "Location ID (required)")
	name := fs.String("name", "", "New location name (optional)")
	lat := fs.String("lat", "", "New latitude (optional)")
	lon := fs.String("lon", "", "New longitude (optional)")
	tz := fs.String("timezone", "", "New IANA timezone ID (optional)")
	description := fs.String("description", "", "New location description (optional)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak location update [options]\n\n")
		fmt.Fprintf(os.Stderr, "Update an existing location. Only provided fields are updated.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak location update --db ./db/skraak.duckdb --id loc123 --name \"New Name\"\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *id == "" {
		missing = append(missing, "--id")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	// Parse optional floats
	var latitude, longitude *float64
	if *lat != "" {
		latVal, err := strconv.ParseFloat(*lat, 64)
		if err != nil {
			fmt.Fprintf(os.Stderr, "Error: invalid latitude: %v\n", err)
			os.Exit(1)
		}
		latitude = &latVal
	}
	if *lon != "" {
		lonVal, err := strconv.ParseFloat(*lon, 64)
		if err != nil {
			fmt.Fprintf(os.Stderr, "Error: invalid longitude: %v\n", err)
			os.Exit(1)
		}
		longitude = &lonVal
	}
	tools.SetDBPath(*dbPath)
	input := tools.LocationInput{
		ID:          id,
		Name:        name,
		Latitude:    latitude,
		Longitude:   longitude,
		TimezoneID:  tz,
		Description: description,
	}
	output, err := tools.CreateOrUpdateLocation(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	printJSON(output)
}

Deletion in cmd/import.go at line 14 [4.9244]

B:BD[4.9381] → [2.6886:6962]

// RunImport handles CLI import commands (currently only 'bulk' subcommand)

Insertion in cmd/import.go at line 23 [4.9244]

[4.9529]

	case "file":
		runImportFile(args[1:])
	case "folder":
		runImportFolder(args[1:])
	case "selections":
		runImportSelections(args[1:])

Replacement in cmd/import.go at line 39 [4.9244]

B:BD[4.9793] → [4.9793:9863]

	fmt.Fprintf(os.Stderr, "  bulk    Bulk import WAV files from CSV\n")

[4.9793]

[4.9863]

	fmt.Fprintf(os.Stderr, "  bulk         Bulk import WAV files from CSV\n")
	fmt.Fprintf(os.Stderr, "  file         Import a single WAV file\n")
	fmt.Fprintf(os.Stderr, "  folder       Import all WAV files from a folder\n")
	fmt.Fprintf(os.Stderr, "  selections   Import ML selections from folder structure\n")

Insertion in cmd/import.go at line 45 [4.9244]

[4.10031]

	fmt.Fprintf(os.Stderr, "  skraak import file --db ./db/skraak.duckdb --dataset abc123 --location loc456 --cluster clust789 --path /path/to/file.wav\n")
	fmt.Fprintf(os.Stderr, "  skraak import folder --db ./db/skraak.duckdb --dataset abc123 --location loc456 --cluster clust789 --path /path/to/folder\n")
	fmt.Fprintf(os.Stderr, "  skraak import selections --db ./db/skraak.duckdb --dataset abc123 --cluster clust789 --path /path/to/Clips_filter_date\n")

Insertion in cmd/import.go at line 111 [4.9244]

[4.12075]

			printJSON(output)
		}
		os.Exit(1)
	}
	printJSON(output)
}
func runImportFile(args []string) {
	fs := flag.NewFlagSet("import file", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	datasetID := fs.String("dataset", "", "Dataset ID (required)")
	locationID := fs.String("location", "", "Location ID (required)")
	clusterID := fs.String("cluster", "", "Cluster ID (required)")
	filePath := fs.String("path", "", "Path to WAV file (required)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak import file [options]\n\n")
		fmt.Fprintf(os.Stderr, "Import a single WAV file into the database.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak import file --db ./db/skraak.duckdb --dataset abc123 --location loc456 --cluster clust789 --path /path/to/file.wav\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *datasetID == "" {
		missing = append(missing, "--dataset")
	}
	if *locationID == "" {
		missing = append(missing, "--location")
	}
	if *clusterID == "" {
		missing = append(missing, "--cluster")
	}
	if *filePath == "" {
		missing = append(missing, "--path")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	tools.SetDBPath(*dbPath)
	input := tools.ImportFileInput{
		FilePath:   *filePath,
		DatasetID:  *datasetID,
		LocationID: *locationID,
		ClusterID:  *clusterID,
	}
	fmt.Fprintf(os.Stderr, "Importing file: %s\n", *filePath)
	output, err := tools.ImportFile(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	printJSON(output)
}
func runImportFolder(args []string) {
	fs := flag.NewFlagSet("import folder", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	datasetID := fs.String("dataset", "", "Dataset ID (required)")
	locationID := fs.String("location", "", "Location ID (required)")
	clusterID := fs.String("cluster", "", "Cluster ID (required)")
	folderPath := fs.String("path", "", "Path to folder containing WAV files (required)")
	recursive := fs.Bool("recursive", true, "Scan subfolders recursively (default: true)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak import folder [options]\n\n")
		fmt.Fprintf(os.Stderr, "Import all WAV files from a folder into the database.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak import folder --db ./db/skraak.duckdb --dataset abc123 --location loc456 --cluster clust789 --path /path/to/folder\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *datasetID == "" {
		missing = append(missing, "--dataset")
	}
	if *locationID == "" {
		missing = append(missing, "--location")
	}
	if *clusterID == "" {
		missing = append(missing, "--cluster")
	}
	if *folderPath == "" {
		missing = append(missing, "--path")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	tools.SetDBPath(*dbPath)
	input := tools.ImportAudioFilesInput{
		FolderPath: *folderPath,
		DatasetID:  *datasetID,
		LocationID: *locationID,
		ClusterID:  *clusterID,
		Recursive:  recursive,
	}
	fmt.Fprintf(os.Stderr, "Importing from folder: %s\n", *folderPath)
	if *recursive {
		fmt.Fprintf(os.Stderr, "Scanning recursively...\n")
	}
	output, err := tools.ImportAudioFiles(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		// Still print partial results if available
		if len(output.FileIDs) > 0 {
			printJSON(output)
		}
		os.Exit(1)
	}
	printJSON(output)
}
func runImportSelections(args []string) {
	fs := flag.NewFlagSet("import selections", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	datasetID := fs.String("dataset", "", "Dataset ID (required)")
	clusterID := fs.String("cluster", "", "Cluster ID (required)")
	folderPath := fs.String("path", "", "Path to Clips_* folder (required)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak import selections [options]\n\n")
		fmt.Fprintf(os.Stderr, "Import ML-detected kiwi call selections from folder structure.\n")
		fmt.Fprintf(os.Stderr, "Expects: Clips_{filter}_{date}/Species/CallType/*.wav+.png\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak import selections --db ./db/skraak.duckdb --dataset abc123 --cluster clust789 --path /path/to/Clips_filter_2024-01-15\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *datasetID == "" {
		missing = append(missing, "--dataset")
	}
	if *clusterID == "" {
		missing = append(missing, "--cluster")
	}
	if *folderPath == "" {
		missing = append(missing, "--path")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	tools.SetDBPath(*dbPath)
	input := tools.ImportMLSelectionsInput{
		FolderPath: *folderPath,
		DatasetID:  *datasetID,
		ClusterID:  *clusterID,
	}
	fmt.Fprintf(os.Stderr, "Importing selections from: %s\n", *folderPath)
	output, err := tools.ImportMLSelections(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		// Still print partial results if available
		if len(output.SelectionIDs) > 0 {

File addition: dataset.go (----------)

[4.1]

package cmd
import (
	"context"
	"flag"
	"fmt"
	"os"
	"skraak/tools"
)
// RunDataset handles the "dataset" subcommand
func RunDataset(args []string) {
	if len(args) < 1 {
		printDatasetUsage()
		os.Exit(1)
	}
	switch args[0] {
	case "create":
		runDatasetCreate(args[1:])
	case "update":
		runDatasetUpdate(args[1:])
	default:
		fmt.Fprintf(os.Stderr, "Unknown dataset subcommand: %s\n\n", args[0])
		printDatasetUsage()
		os.Exit(1)
	}
}
func printDatasetUsage() {
	fmt.Fprintf(os.Stderr, "Usage: skraak dataset <subcommand> [options]\n\n")
	fmt.Fprintf(os.Stderr, "Subcommands:\n")
	fmt.Fprintf(os.Stderr, "  create    Create a new dataset\n")
	fmt.Fprintf(os.Stderr, "  update    Update an existing dataset\n")
	fmt.Fprintf(os.Stderr, "\nExamples:\n")
	fmt.Fprintf(os.Stderr, "  skraak dataset create --db ./db/skraak.duckdb --name \"Test Dataset\" --type unstructured\n")
	fmt.Fprintf(os.Stderr, "  skraak dataset update --db ./db/skraak.duckdb --id abc123 --name \"Updated Name\"\n")
}
func runDatasetCreate(args []string) {
	fs := flag.NewFlagSet("dataset create", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	name := fs.String("name", "", "Dataset name (required)")
	dsType := fs.String("type", "", "Dataset type: structured, unstructured, test, train (required)")
	description := fs.String("description", "", "Dataset description (optional)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak dataset create [options]\n\n")
		fmt.Fprintf(os.Stderr, "Create a new dataset.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak dataset create --db ./db/skraak.duckdb --name \"My Dataset\" --type unstructured\n")
		fmt.Fprintf(os.Stderr, "  skraak dataset create --db ./db/skraak.duckdb --name \"Training Data\" --type train --description \"For ML training\"\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *name == "" {
		missing = append(missing, "--name")
	}
	if *dsType == "" {
		missing = append(missing, "--type")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	tools.SetDBPath(*dbPath)
	input := tools.DatasetInput{
		Name:        name,
		Type:        dsType,
		Description: description,
	}
	output, err := tools.CreateOrUpdateDataset(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	printJSON(output)
}
func runDatasetUpdate(args []string) {
	fs := flag.NewFlagSet("dataset update", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	id := fs.String("id", "", "Dataset ID (required)")
	name := fs.String("name", "", "New dataset name (optional)")
	dsType := fs.String("type", "", "New dataset type: structured, unstructured, test, train (optional)")
	description := fs.String("description", "", "New dataset description (optional)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak dataset update [options]\n\n")
		fmt.Fprintf(os.Stderr, "Update an existing dataset. Only provided fields are updated.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak dataset update --db ./db/skraak.duckdb --id abc123 --name \"New Name\"\n")
		fmt.Fprintf(os.Stderr, "  skraak dataset update --db ./db/skraak.duckdb --id abc123 --type train\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *id == "" {
		missing = append(missing, "--id")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	tools.SetDBPath(*dbPath)
	input := tools.DatasetInput{
		ID:          id,
		Name:        name,
		Type:        dsType,
		Description: description,
	}
	output, err := tools.CreateOrUpdateDataset(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	printJSON(output)
}

File addition: cluster.go (----------)

[4.1]

package cmd
import (
	"context"
	"flag"
	"fmt"
	"os"
	"strconv"
	"skraak/tools"
)
// RunCluster handles the "cluster" subcommand
func RunCluster(args []string) {
	if len(args) < 1 {
		printClusterUsage()
		os.Exit(1)
	}
	switch args[0] {
	case "create":
		runClusterCreate(args[1:])
	case "update":
		runClusterUpdate(args[1:])
	default:
		fmt.Fprintf(os.Stderr, "Unknown cluster subcommand: %s\n\n", args[0])
		printClusterUsage()
		os.Exit(1)
	}
}
func printClusterUsage() {
	fmt.Fprintf(os.Stderr, "Usage: skraak cluster <subcommand> [options]\n\n")
	fmt.Fprintf(os.Stderr, "Subcommands:\n")
	fmt.Fprintf(os.Stderr, "  create    Create a new cluster\n")
	fmt.Fprintf(os.Stderr, "  update    Update an existing cluster\n")
	fmt.Fprintf(os.Stderr, "\nExamples:\n")
	fmt.Fprintf(os.Stderr, "  skraak cluster create --db ./db/skraak.duckdb --dataset abc123 --location loc456 --name \"2024-01\" --sample-rate 250000\n")
	fmt.Fprintf(os.Stderr, "  skraak cluster update --db ./db/skraak.duckdb --id cluster123 --name \"Updated Name\"\n")
}
func runClusterCreate(args []string) {
	fs := flag.NewFlagSet("cluster create", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	datasetID := fs.String("dataset", "", "Dataset ID (required)")
	locationID := fs.String("location", "", "Location ID (required)")
	name := fs.String("name", "", "Cluster name (required)")
	sampleRate := fs.Int("sample-rate", 0, "Sample rate in Hz (required, e.g. 250000)")
	path := fs.String("path", "", "Folder path (optional)")
	patternID := fs.String("pattern", "", "Cyclic recording pattern ID (optional)")
	description := fs.String("description", "", "Cluster description (optional)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak cluster create [options]\n\n")
		fmt.Fprintf(os.Stderr, "Create a new cluster within a location.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak cluster create --db ./db/skraak.duckdb --dataset abc123 --location loc456 --name \"2024-01\" --sample-rate 250000\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *datasetID == "" {
		missing = append(missing, "--dataset")
	}
	if *locationID == "" {
		missing = append(missing, "--location")
	}
	if *name == "" {
		missing = append(missing, "--name")
	}
	if *sampleRate == 0 {
		missing = append(missing, "--sample-rate")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	tools.SetDBPath(*dbPath)
	// Build input with optional fields as nil when empty
	input := tools.ClusterInput{
		DatasetID:  datasetID,
		LocationID: locationID,
		Name:       name,
		SampleRate: sampleRate,
	}
	// Only set optional fields if they have values
	if *path != "" {
		input.Path = path
	}
	if *patternID != "" {
		input.CyclicRecordingPatternID = patternID
	}
	if *description != "" {
		input.Description = description
	}
	output, err := tools.CreateOrUpdateCluster(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	printJSON(output)
}
func runClusterUpdate(args []string) {
	fs := flag.NewFlagSet("cluster update", flag.ExitOnError)
	dbPath := fs.String("db", "", "Path to DuckDB database (required)")
	id := fs.String("id", "", "Cluster ID (required)")
	name := fs.String("name", "", "New cluster name (optional)")
	sampleRateStr := fs.String("sample-rate", "", "New sample rate in Hz (optional)")
	path := fs.String("path", "", "New folder path (optional)")
	patternID := fs.String("pattern", "", "New cyclic recording pattern ID (optional, use empty to clear)")
	description := fs.String("description", "", "New cluster description (optional)")
	fs.Usage = func() {
		fmt.Fprintf(os.Stderr, "Usage: skraak cluster update [options]\n\n")
		fmt.Fprintf(os.Stderr, "Update an existing cluster. Only provided fields are updated.\n\n")
		fmt.Fprintf(os.Stderr, "Options:\n")
		fs.PrintDefaults()
		fmt.Fprintf(os.Stderr, "\nExamples:\n")
		fmt.Fprintf(os.Stderr, "  skraak cluster update --db ./db/skraak.duckdb --id cluster123 --name \"New Name\"\n")
	}
	if err := fs.Parse(args); err != nil {
		os.Exit(1)
	}
	// Validate required flags
	missing := []string{}
	if *dbPath == "" {
		missing = append(missing, "--db")
	}
	if *id == "" {
		missing = append(missing, "--id")
	}
	if len(missing) > 0 {
		fmt.Fprintf(os.Stderr, "Error: missing required flags: %v\n\n", missing)
		fs.Usage()
		os.Exit(1)
	}
	// Parse optional sample rate
	var sampleRate *int
	if *sampleRateStr != "" {
		sr, err := strconv.Atoi(*sampleRateStr)
		if err != nil {
			fmt.Fprintf(os.Stderr, "Error: invalid sample-rate: %v\n", err)
			os.Exit(1)
		}
		sampleRate = &sr
	}
	tools.SetDBPath(*dbPath)
	// Build input - only set fields that were provided
	input := tools.ClusterInput{
		ID: id,
	}
	if *name != "" {
		input.Name = name
	}
	if sampleRate != nil {
		input.SampleRate = sampleRate
	}
	if *path != "" {
		input.Path = path
	}
	if *patternID != "" {
		input.CyclicRecordingPatternID = patternID
	}
	if *description != "" {
		input.Description = description
	}
	output, err := tools.CreateOrUpdateCluster(context.Background(), input)
	if err != nil {
		fmt.Fprintf(os.Stderr, "Error: %v\n", err)
		os.Exit(1)
	}
	printJSON(output)
}

Replacement in README.md at line 39 [5.334405]

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# Bulk import from CSV

[8.4647]

[9.151947]

# Dataset management
./skraak dataset create --db ./db/skraak.duckdb --name "My Dataset" --type unstructured
./skraak dataset update --db ./db/skraak.duckdb --id abc123 --name "Updated Name"
# Location management
./skraak location create --db ./db/skraak.duckdb --dataset abc123 --name "Site A" --lat -36.85 --lon 174.76 --timezone Pacific/Auckland
./skraak location update --db ./db/skraak.duckdb --id loc123 --name "Updated Name"
# Cluster management
./skraak cluster create --db ./db/skraak.duckdb --dataset abc123 --location loc456 --name "2024-01" --sample-rate 250000
./skraak cluster update --db ./db/skraak.duckdb --id cluster123 --name "Updated Name"
# Recording pattern management
./skraak pattern create --db ./db/skraak.duckdb --record 60 --sleep 1740
./skraak pattern update --db ./db/skraak.duckdb --id pattern123 --record 30
# Import commands

Insertion in README.md at line 57 [5.334405]

[9.152045]

[3.3471]

./skraak import file --db ./db/skraak.duckdb --dataset abc123 --location loc456 --cluster clust789 --path /path/to/file.wav
./skraak import folder --db ./db/skraak.duckdb --dataset abc123 --location loc456 --cluster clust789 --path /path/to/folder
./skraak import selections --db ./db/skraak.duckdb --dataset abc123 --cluster clust789 --path /path/to/Clips_filter_date

Insertion in README.md at line 64 [5.334405]

[3.3627]

[8.4900]

./skraak time                            # Current time as JSON

Replacement in README.md at line 69 [5.334405]
B:BD[8.5315] → [9.152066:152091]
```
### MCP Tools (10 total)
```
[8.5315]
[8.5334]
```
### MCP Tools (9 total)
```
Insertion in README.md at line 88 [5.334405]
[8.6054]
[9.152815]
```
**Query:**
```

Insertion in README.md at line 90 [5.334405]

[9.152854]

- `time` - Get current time as JSON
**Data Management:**
- `dataset` - Manage datasets (create/update)
- `location` - Manage locations (create/update)
- `cluster` - Manage clusters (create/update)
- `pattern` - Manage recording patterns (create/update)
**Import:**

Insertion in README.md at line 100 [5.334405]

[9.152898]

[3.3628]

- `import file` - Import a single WAV file
- `import folder` - Import all WAV files from a folder
- `import selections` - Import ML selections from folder structure
**Utilities:**

Insertion in CLAUDE.md at line 423 [5.363912]

[4.26590]


# Dataset management
./skraak dataset create --db ./db/skraak.duckdb --name "My Dataset" --type unstructured
./skraak dataset update --db ./db/skraak.duckdb --id abc123 --name "Updated Name"
# Location management
./skraak location create --db ./db/skraak.duckdb --dataset abc123 --name "Site A" --lat -36.85 --lon 174.76 --timezone Pacific/Auckland
./skraak location update --db ./db/skraak.duckdb --id loc123 --name "Updated Name"

Replacement in CLAUDE.md at line 432 [5.363912]

B:BD[4.26591] → [4.26591:26614]

# Bulk import from CSV

[4.26591]

[4.26614]

# Cluster management
./skraak cluster create --db ./db/skraak.duckdb --dataset abc123 --location loc456 --name "2024-01" --sample-rate 250000
./skraak cluster update --db ./db/skraak.duckdb --id cluster123 --name "Updated Name"
# Recording pattern management
./skraak pattern create --db ./db/skraak.duckdb --record 60 --sleep 1740
./skraak pattern update --db ./db/skraak.duckdb --id pattern123 --record 30
# Import commands

Insertion in CLAUDE.md at line 442 [5.363912]

[4.26712]

[3.3741]

./skraak import file --db ./db/skraak.duckdb --dataset abc123 --location loc456 --cluster clust789 --path /path/to/file.wav
./skraak import folder --db ./db/skraak.duckdb --dataset abc123 --location loc456 --cluster clust789 --path /path/to/folder
./skraak import selections --db ./db/skraak.duckdb --dataset abc123 --cluster clust789 --path /path/to/Clips_filter_date

Replacement in CLAUDE.md at line 446 [5.363912]
B:BD[3.3742] → [3.3742:3759]
```
# File utilities
```
[3.3742]
[3.3759]
```
# Utilities
```

Insertion in CLAUDE.md at line 449 [5.363912]

[3.3905]

./skraak time                            # Current time as JSON

Insertion in CLAUDE.md at line 460 [5.363912]

[3.4193]

./skraak time | jq '.unix'
./skraak dataset create --db ./db/test.duckdb --name "Test" --type unstructured | jq '.dataset.id'

Insertion in CLAUDE.md at line 466 [5.363912]

[3.4373]

[4.26712]

DATASET_ID=$(./skraak dataset create --db ./db/test.duckdb --name "New Dataset" --type unstructured | jq -r '.dataset.id')

filled in missing cli commands, Kimi K2.5

Dependencies

In channels

Change contents

Insertion in main.go at line 23 [5.149392]

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File addition: time.go (----------)

File addition: pattern.go (----------)

File addition: location.go (----------)

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File addition: dataset.go (----------)

File addition: cluster.go (----------)

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