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// Skill profile

FinML Toolkit

version: "1.0.0"

by bytesagain1 · published 2026-03-22

数据处理自动化任务加密货币
Total installs
0
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Last updated
2026-03
// Install command
$ claw add gh:bytesagain1/bytesagain1-finml-toolkit
View on GitHub
// Full documentation

---

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

    # 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`.

    ---

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