LLM-Finetuning-Toolkit: Toolkit for fine-tuning, ablating and unit-testing open-source LLMs

by georgian-io · Agent Tool · ★ 870

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Security audit verdict: SAFE · quality 72/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

ablation-studyclassificationfalconfine-tuningfinetuningflan-t5large-language-modelsllama2llm-testlora

Quick Facts

Stars870
Forks107
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score72/100
Open Issues16
Last Updated2026-10-22
Created2023-07-24
Platformspython
Est. Tokens~15k

About LLM-Finetuning-Toolkit

LLM Finetuning Toolkit Overview LLM Finetuning toolkit is a config-based CLI tool for launching a series of LLM fine-tuning experiments on your data and gathering their results. From one single config file, control all elements of a typical experimentation pipeline - prompts, open-source LLMs, optimization strategy and LLM testing.

Compatible Skills

These tools work well together with LLM-Finetuning-Toolkit for enhanced workflows:

  • MetaClaw — semantic(0.26)+complementary+rare_topics+same_lang+similar_pop+shared_platform (63%)
  • Kiln — semantic(0.27)+complementary+rare_topics+same_lang+similar_pop+shared_platform (59%)
  • LLM-Agents-Ecosystem-Handbook — semantic(0.23)+complementary+rare_topics+same_lang+similar_pop+shared_platform (58%)
  • LLM-Tools — semantic(0.21)+complementary+same_lang+similar_pop+shared_platform (52%)
  • MakeMoneyWithAI — semantic(0.15)+complementary+same_lang+similar_pop+shared_platform (50%)

LLM-Finetuning-Toolkit alternative? Top 6 similar tools

Looking for a LLM-Finetuning-Toolkit alternative? If you're comparing LLM-Finetuning-Toolkit with other agent tool tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • LLMCompiler by SqueezeAILab · ⭐ 1.9k

    [ICML 2024] LLMCompiler: An LLM Compiler for Parallel Function Calling

  • spacy-llm by explosion · ⭐ 1.4k

    🦙 Integrating LLMs into structured NLP pipelines

  • awesome-llms-fine-tuning by Curated-Awesome-Lists · ⭐ 525

    Explore a comprehensive collection of resources, tutorials, papers, tools, and best practices for fine-tuning

  • InsTag by OFA-Sys · ⭐ 290

    InsTag: A Tool for Data Analysis in LLM Supervised Fine-tuning

  • unsloth-buddy by TYH-labs · ⭐ 280

    Zero-friction LLM fine-tuning skill for Claude Code, Gemini CLI & any ACP agent. Unsloth on NVIDIA · TRL+MPS/M

  • MetaClaw by aiming-lab · ⭐ 3.5k

    🦞 Just talk to your agent — it learns and EVOLVES 🧬.

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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