AI Dataset Generator

SQLite-backed pipeline that generates, verifies, dedupes, and exports SFT/DPO training datasets.

Tested · Works

Test report

Verdict
Tested · Works
Score
8.8/10
Tested
Jul 15, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Aug 10, 2026 · 41e696b

Ran the real SQLite pipeline end to end (import 5 drafted Python-comprehension SFT records, adversarial LLM-judge review, dedup, export) and it produced a working flat_train.jsonl plus a genuinely useful DATA_CARD.md with judge-score and difficulty distributions - but the exact two-step verify command sequence printed in SKILL.md's own numbered workflow silently processes 0 records the second time because step 6 already moved records out of the raw_generated status step 7 filters on.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 5/5
  • Triggers reliably 5/5
  • Output vs. baseline 9/10
  • Docs & honesty 3/5

What AI Dataset Generator does

Runs a deterministic local pipeline (generate, heuristic + adversarial LLM-judge verify, shingle dedup, schema-driven export with a data card) for building SFT or DPO fine-tuning datasets from topics, URLs, or existing JSONL/CSV files. Triggers on requests to generate, clean, verify, or export training datasets for Codex, Antigravity, or Claude Code.

How to install AI Dataset Generator

git clone https://github.com/Bhanunamikaze/AI-Dataset-Generator
cd AI-Dataset-Generator
mkdir -p ~/.claude/skills
cp -r . ~/.claude/skills/dataset-generator

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger AI Dataset Generator

  • /dataset-generator SQLite-backed pipeline that generates, verifies, dedupes, and exports SFT/DPO training datasets.

It also activates on plain-language prompts like these:

  • Generate a small SFT training dataset of Python Q&A pairs for fine-tuning
  • Dedupe and verify this JSONL dataset before I export it for DPO training
  • Build a fine-tuning dataset from these URLs with an adversarial judge pass

Frequently asked questions

Is the AI Dataset Generator skill free?
Yes. The skill itself is free from Bhanunamikaze/AI-Dataset-Generator. SkillProof publishes the install command and an independent test verdict at no cost.
Does AI Dataset Generator work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 15, 2026. Verdict: Tested · Works. Ran the real SQLite pipeline end to end (import 5 drafted Python-comprehension SFT records, adversarial LLM-judge review, dedup, export) and it produced a working flat_train.jsonl plus a genuinely useful DATA_CARD.md with judge-score and difficulty distributions - but the exact two-step verify command sequence printed in SKILL.md's own numbered workflow silently processes 0 records the second time because step 6 already moved records out of the raw_generated status step 7 filters on.
What is the AI Dataset Generator SkillProof Score?
8.8/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 3/5.
How do I install AI Dataset Generator?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use AI Dataset Generator with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.