llm_counts: llm theoretical performance analysis tools and support params, flops, memory and latency analysis

by harleyszhang · Agent Tool · ★ 123

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

Security audit verdict: SAFE · quality 58/100

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.

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.

gpu-performancellamallmllm-inferenceprofilerpython3transformer

Quick Facts

Stars123
Forks11
LanguagePython
CategoryAgent Tool
Quality Score58/100
Open Issues2
Last Updated2025-07-11
Created2023-07-26
Platformspython
Est. Tokens~505k

About llm_counts

llmprofiler llm theoretical performance analysis tools and support params, flops, memory and latency analysis. 主要功能 支持 qwen2.5、qwen3 dense 系列模型。 支持张量并行推理模式。 支持 、、 等硬件以及主流 decoder-only 的自回归模型,可自行在配置文件中增加。 支持分析性能瓶颈,不同 是 还是 ,以及 的性能瓶颈。 支持输出每层和整个模型的参数量、计算量,内存和 。 推理时支持预填充和解码阶段分别计算内存和 latency、以及理论支持的最大 等等。 支持设置计算效率、内存读取效率(不同推理框架可能不一样,这个设置好后,可推测输出实际值)。 推理性能理论分析结果的格式化输出。 如何使用 使用方法,直接调用 文件中函数 函数并输入相关参数即可。...

Compatible Skills

These tools work well together with llm_counts for enhanced workflows:

  • vllm-cli — semantic(0.23)+complementary+rare_topics+same_lang+similar_pop+shared_platform (58%)
  • Noema-Declarative-AI — semantic(0.16)+complementary+rare_topics+same_lang+similar_pop+shared_platform (55%)
  • ai-agents-reality-check — semantic(0.19)+complementary+same_lang+similar_pop+shared_platform (52%)
  • data-analysis-llm-agent — semantic(0.18)+complementary+same_lang+similar_pop+shared_platform (51%)

llm_counts alternative? Top 6 similar tools

Looking for a llm_counts alternative? If you're comparing llm_counts 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.

  • LLMOne by EM-GeekLab · ⭐ 89

    Enterprise-grade LLM automated deployment tool that makes AI servers truly "plug-and-play".

  • are-copilots-local-yet by ErikBjare · ⭐ 599

    Are Copilots Local Yet? The frontier of local LLM Copilots for code completion, project generation, shell assi

  • edsl by expectedparrot · ⭐ 515

    Design, conduct and analyze results of AI-powered surveys and experiments. Simulate social science and market

  • vllm-cli by Chen-zexi · ⭐ 505

    A command-line interface tool for serving LLM using vLLM.

  • LLM-VM by anarchy-ai · ⭐ 491

    irresponsible innovation. Try now at https://chat.dev/

  • mlx-llm by riccardomusmeci · ⭐ 468

    Large Language Models (LLMs) applications and tools running on Apple Silicon in real-time with Apple MLX.

More Agent Tool Tools

Explore other popular agent tool tools:

View all Agent Tool tools →

Popular Python Agent Tools

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:

View on GitHub → Browse Agent Tool tools