Awesome-LLM-Compression: Awesome LLM compression research papers and tools

by HuangOwen · Agent Tool · ★ 1.9k

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 45/100

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.

Quick Facts

Stars1,887
Forks138
CategoryAgent Tool
LicenseMIT
Quality Score45/100
Open Issues104
Last Updated2026-10-21
Created2023-05-30
Est. Tokens~28k

About Awesome-LLM-Compression

Awesome LLM Compression Awesome LLM compression research papers and tools to accelerate LLM training and inference. Contents 📑 Papers Survey Quantization Pruning and Sparsity Distillation Efficient Prompting KV Cache Compression Other 🔧 Tools 🙌 Contributing 🌟 Star History Papers Survey A Survey on Model Compression for Large Language Models TACL [[Paper]](https://arxiv.org/abs/2308.07633) The...

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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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