Skill: bytesagain1/finml-toolkit (version 1.0.0)

--- version: "1.0.0" name: Financial Machine Learning description: "A curated list of practical financial machine learning tools and applications. financial machine learning, python, algorithmic-trading, cryptocurrency." --- # FinML Toolkit A utility toolkit for logging, tracking, and managing financial ML operations. Each command records timestamped entries to its own log file for auditing and review. ## Commands ### Core Operations | Command | Description | |---------|-------------| | `run <input>` | Log a run entry (view recent entries if no input given) | | `check <input>` | Log a check entry for verification tasks | | `convert <input>` | Log a convert entry for format conversion tasks | | `analyze <input>` | Log an analyze entry for analysis tasks | | `generate <input>` | Log a generate entry for generation tasks | | `preview <input>` | Log a preview entry for preview tasks | | `batch <input>` | Log a batch entry for batch processing tasks | | `compare <input>` | Log a compare entry for comparison tasks | | `export <input>` | Log an export entry for export tasks | | `config <input>` | Log a config entry for configuration tasks | | `status <input>` | Log a status entry for status tracking | | `report <input>` | Log a report entry for reporting tasks | ### Utility Commands | Command | Description | |---------|-------------| | `stats` | Show summary statistics across all log files | | `export <fmt>` | Export all data in json, csv, or txt format | | `search <term>` | Search all log entries for a term (case-insensitive) | | `recent` | Show the 20 most recent entries from history | | `status` | Health check — version, data dir, entry count, disk usage | | `help` | Show available commands | | `version` | Show version (v2.0.0) | ## Data Storage All data is stored in `~/.local/share/finml-toolkit/`: - Each command writes to its own log file (e.g., `run.log`, `check.log`, `analyze.log`) - All actions are also recorded in `history.log` with timestamps - Export files are written to the same directory as `export.json`, `export.csv`, or `export.txt` - Log format: `YYYY-MM-DD HH:MM|<input>` (pipe-delimited) ## Requirements - Bash (no external dependencies) - Works on Linux and macOS ## When to Use - When you need to log and track financial ML operations over time - To maintain an audit trail of run, check, convert, analyze, or generate actions - When you want to search or export historical operation records - For batch tracking of ML processing pipelines - To compare and report on financial data processing tasks - When managing configurations for finml workflows ## Examples ```bash # Log operations finml-toolkit run "backtest strategy alpha-3" finml-toolkit check "validate portfolio weights" finml-toolkit convert "csv to parquet format" finml-toolkit analyze "correlation matrix on sector data" finml-toolkit generate "monthly performance report" finml-toolkit batch "process all Q4 earnings files" finml-toolkit compare "strategy A vs strategy B returns" finml-toolkit config "set risk_threshold=0.05" # View recent entries for a command (no args) finml-toolkit run finml-toolkit analyze # Search and export finml-toolkit search "portfolio" finml-toolkit export json finml-toolkit stats finml-toolkit recent finml-toolkit status ``` ## Configuration Set `FINML_TOOLKIT_DIR` environment variable to change the data directory. Default: `~/.local/share/finml-toolkit/` ## Output All commands output to stdout. Redirect with `finml-toolkit run > output.txt`. --- Powered by BytesAgain | bytesagain.com | [REDACTED_SECRET]

path: scripts/script.sh
content: #!/usr/bin/env bash
# Finml Toolkit — utility tool
# Powered by BytesAgain | bytesagain.com | [REDACTED_SECRET]
set -euo pipefail

DATA_DIR="${HOME}/.local/share/finml-toolkit"
mkdir -p "$DATA_DIR"

_log() { echo "$(date '+%m-%d %H:%M') $1: $2" >> "$DATA_DIR/history.log"; }
_version() { echo "finml-toolkit v2.0.0"; }

_help() {
    echo "Finml Toolkit v2.0.0 — utility toolkit"
    echo ""
    echo "Usage: finml-toolkit <command> [args]"
    echo ""
    echo "Commands:"
    echo "  run                Run"
    echo "  check              Check"
    echo "  convert            Convert"
    echo "  analyze            Analyze"
    echo "  generate           Generate"
    echo "  preview            Preview"
    echo "  batch              Batch"
    echo "  compare            Compare"
    echo "  export             Export"
    echo "  config             Config"
    echo "  status             Status"
    echo "  report             Report"
    echo "  stats              Summary statistics"
    echo "  export <fmt>       Export (json|csv|txt)"
    echo "  search <term>      Search entries"
    echo "  recent             Recent activity"
    echo "  status             Health check"
    echo "  help               Show this help"
    echo "  version            Show version"
    echo ""
    echo "Data: $DATA_DIR"
}

_stats() {
    echo "=== Finml Toolkit Stats ==="
    local total=0
    for f in "$DATA_DIR"/*.log; do
        [ -f "$f" ] || continue
        local name=$(basename "$f" .log)
        local c=$(wc -l < "$f")
        total=$((total + c))
        echo "  $name: $c entries"
    done
    echo "  ---"
    echo "  Total: $total entries"
    echo "  Data size: $(du -sh "$DATA_DIR" 2>/dev/null | cut -f1)"
}

_export() {
    local fmt="${1:-json}"
    local out="$DATA_DIR/export.$fmt"
    case "$fmt" in
        json)
            echo "[" > "$out"
            local first=1
            for f in "$DATA_DIR"/*.log; do
                [ -f "$f" ] || continue
                local name=$(basename "$f" .log)
                while IFS='|' read -r ts val; do
                    [ $first -eq 1 ] && first=0 || echo "," >> "$out"
                    printf '  {"type":"%s","time":"%s","value":"%s"}' "$name" "$ts" "$val" >> "$out"
                done < "$f"
            done
            echo "\n]" >> "$out"
            ;;
        csv)
            echo "type,time,value" > "$out"
            for f in "$DATA_DIR"/*.log; do
                [ -f "$f" ] || continue
                local name=$(basename "$f" .log)
                while IFS='|' read -r ts val; do echo "$name,$ts,$val" >> "$out"; done < "$f"
            done
            ;;
        txt)
            echo "=== Finml Toolkit Export ===" > "$out"
            for f in "$DATA_DIR"/*.log; do
                [ -f "$f" ] || continue
                echo "--- $(basename "$f" .log) ---" >> "$out"
                cat "$f" >> "$out"
            done
            ;;
        *) echo "Formats: json, csv, txt"; return 1 ;;
    esac
    echo "Exported to $out ($(wc -c < "$out") bytes)"
}

_status() {
    echo "=== Finml Toolkit Status ==="
    echo "  Version: v2.0.0"
    echo "  Data dir: $DATA_DIR"
    echo "  Entries: $(cat "$DATA_DIR"/*.log 2>/dev/null | wc -l) total"
    echo "  Disk: $(du -sh "$DATA_DIR" 2>/dev/null | cut -f1)"
    echo "  Last: $(tail -1 "$DATA_DIR/history.log" 2>/dev/null || echo never)"
    echo "  Status: OK"
}

_search() {
    local term="${1:?Usage: finml-toolkit search <term>}"
    echo "Searching for: $term"
    for f in "$DATA_DIR"/*.log; do
        [ -f "$f" ] || continue
        local m=$(grep -i "$term" "$f" 2>/dev/null || true)
        if [ -n "$m" ]; then
            echo "  --- $(basename "$f" .log) ---"
            echo "$m" | sed 's/^/    /'
        fi
    done
}

_recent() {
    echo "=== Recent Activity ==="
    tail -20 "$DATA_DIR/history.log" 2>/dev/null | sed 's/^/  /' || echo "  No activity yet."
}

case "${1:-help}" in
    run)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent run entries:"
            tail -20 "$DATA_DIR/run.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit run <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/run.log"
            local total=$(wc -l < "$DATA_DIR/run.log")
            echo "  [Finml Toolkit] run: $input"
            echo "  Saved. Total run entries: $total"
            _log "run" "$input"
        fi
        ;;
    check)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent check entries:"
            tail -20 "$DATA_DIR/check.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit check <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/check.log"
            local total=$(wc -l < "$DATA_DIR/check.log")
            echo "  [Finml Toolkit] check: $input"
            echo "  Saved. Total check entries: $total"
            _log "check" "$input"
        fi
        ;;
    convert)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent convert entries:"
            tail -20 "$DATA_DIR/convert.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit convert <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/convert.log"
            local total=$(wc -l < "$DATA_DIR/convert.log")
            echo "  [Finml Toolkit] convert: $input"
            echo "  Saved. Total convert entries: $total"
            _log "convert" "$input"
        fi
        ;;
    analyze)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent analyze entries:"
            tail -20 "$DATA_DIR/analyze.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit analyze <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/analyze.log"
            local total=$(wc -l < "$DATA_DIR/analyze.log")
            echo "  [Finml Toolkit] analyze: $input"
            echo "  Saved. Total analyze entries: $total"
            _log "analyze" "$input"
        fi
        ;;
    generate)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent generate entries:"
            tail -20 "$DATA_DIR/generate.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit generate <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/generate.log"
            local total=$(wc -l < "$DATA_DIR/generate.log")
            echo "  [Finml Toolkit] generate: $input"
            echo "  Saved. Total generate entries: $total"
            _log "generate" "$input"
        fi
        ;;
    preview)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent preview entries:"
            tail -20 "$DATA_DIR/preview.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit preview <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/preview.log"
            local total=$(wc -l < "$DATA_DIR/preview.log")
            echo "  [Finml Toolkit] preview: $input"
            echo "  Saved. Total preview entries: $total"
            _log "preview" "$input"
        fi
        ;;
    batch)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent batch entries:"
            tail -20 "$DATA_DIR/batch.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit batch <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/batch.log"
            local total=$(wc -l < "$DATA_DIR/batch.log")
            echo "  [Finml Toolkit] batch: $input"
            echo "  Saved. Total batch entries: $total"
            _log "batch" "$input"
        fi
        ;;
    compare)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent compare entries:"
            tail -20 "$DATA_DIR/compare.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit compare <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/compare.log"
            local total=$(wc -l < "$DATA_DIR/compare.log")
            echo "  [Finml Toolkit] compare: $input"
            echo "  Saved. Total compare entries: $total"
            _log "compare" "$input"
        fi
        ;;
    export)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent export entries:"
            tail -20 "$DATA_DIR/export.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit export <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/export.log"
            local total=$(wc -l < "$DATA_DIR/export.log")
            echo "  [Finml Toolkit] export: $input"
            echo "  Saved. Total export entries: $total"
            _log "export" "$input"
        fi
        ;;
    config)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent config entries:"
            tail -20 "$DATA_DIR/config.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit config <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/config.log"
            local total=$(wc -l < "$DATA_DIR/config.log")
            echo "  [Finml Toolkit] config: $input"
            echo "  Saved. Total config entries: $total"
            _log "config" "$input"
        fi
        ;;
    status)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent status entries:"
            tail -20 "$DATA_DIR/status.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit status <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/status.log"
            local total=$(wc -l < "$DATA_DIR/status.log")
            echo "  [Finml Toolkit] status: $input"
            echo "  Saved. Total status entries: $total"
            _log "status" "$input"
        fi
        ;;
    report)
        shift
        if [ $# -eq 0 ]; then
            echo "Recent report entries:"
            tail -20 "$DATA_DIR/report.log" 2>/dev/null || echo "  No entries yet. Use: finml-toolkit report <input>"
        else
            local input="$*"
            local ts=$(date '+%Y-%m-%d %H:%M')
            echo "$ts|$input" >> "$DATA_DIR/report.log"
            local total=$(wc -l < "$DATA_DIR/report.log")
            echo "  [Finml Toolkit] report: $input"
            echo "  Saved. Total report entries: $total"
            _log "report" "$input"
        fi
        ;;
    stats) _stats ;;
    export) shift; _export "$@" ;;
    search) shift; _search "$@" ;;
    recent) _recent ;;
    status) _status ;;
    help|--help|-h) _help ;;
    version|--version|-v) _version ;;
    *)
        echo "Unknown: $1 — run 'finml-toolkit help'"
        exit 1
        ;;
esac

Security scan verdicts — ClawScan: suspicious | static analysis: clean | VirusTotal: clean | SkillSpector: suspicious (CRITICAL)