Datasets

---

name: Datasets description: "Browse and load ready-to-use AI/ML datasets with fast manipulation. Use when searching datasets, loading training data, transforming formats." version: "2.0.0" license: Apache-2.0 runtime: python3

---

Datasets

A data processing toolkit for ingesting, transforming, querying, and managing dataset entries from the command line. All operations are logged with timestamps and stored locally.

Commands

Data Operations

Each data command works in two modes: run without arguments to view recent entries, or pass input to record a new entry.

| Command | Description | |---------|-------------| | datasets ingest | Ingest data — record a new ingest entry or view recent ones | | datasets transform | Transform data — record a transformation or view recent ones | | datasets query | Query data — record a query or view recent ones | | datasets filter | Filter data — record a filter operation or view recent ones | | datasets aggregate | Aggregate data — record an aggregation or view recent ones | | datasets visualize | Visualize data — record a visualization or view recent ones | | datasets export | Export data — record an export entry or view recent ones | | datasets sample | Sample data — record a sample or view recent ones | | datasets schema | Schema management — record a schema entry or view recent ones | | datasets validate | Validate data — record a validation or view recent ones | | datasets pipeline | Pipeline management — record a pipeline step or view recent ones | | datasets profile | Profile data — record a profile or view recent ones |

Utility Commands

| Command | Description | |---------|-------------| | datasets stats | Show summary statistics — entry counts per category, total entries, disk usage | | datasets export | Export all data to a file (formats: json, csv, txt) | | datasets search | Search all log files for a term (case-insensitive) | | datasets recent | Show last 20 entries from activity history | | datasets status | Health check — version, data directory, entry count, disk usage, last activity | | datasets help | Show available commands | | datasets version | Show version (v2.0.0) |

Data Storage

All data is stored locally at ~/.local/share/datasets/:

Each data command writes to its own log file (e.g., ingest.log, transform.log)

Entries are stored as timestamp|value pairs (pipe-delimited)

All actions are tracked in history.log with timestamps

Export generates files in the data directory (export.json, export.csv, or export.txt)

Requirements

Bash (with set -euo pipefail)

Standard Unix utilities: date, wc, du, grep, tail, cat, sed

No external dependencies or API keys required

When to Use

To log and track data processing operations (ingest, transform, query, etc.)

To maintain a searchable history of data pipeline activities

To export accumulated records in JSON, CSV, or plain text format

As part of larger automation or data-pipeline workflows

When you need a lightweight, local-only dataset operation tracker

Examples

# Record a new ingest entry
datasets ingest "loaded training_data.csv 10000 rows"
View recent transform entries
datasets transform
Record a query
datasets query "filter by date > 2026-01-01"
Search across all logs
datasets search "training"
Export everything as JSON
datasets export json
Check overall statistics
datasets stats
View recent activity
datasets recent
Health check
datasets status

---

Powered by BytesAgain | bytesagain.com | hello@bytesagain.com 💬 Feedback & Feature Requests: https://bytesagain.com/feedback

# Record a new ingest entry
datasets ingest "loaded training_data.csv 10000 rows"
View recent transform entries
datasets transform
Record a query
datasets query "filter by date > 2026-01-01"
Search across all logs
datasets search "training"
Export everything as JSON
datasets export json
Check overall statistics
datasets stats
View recent activity
datasets recent
Health check
datasets status

---

Powered by BytesAgain | bytesagain.com | hello@bytesagain.com 💬 Feedback & Feature Requests: https://bytesagain.com/feedback