model-serving-minefield: Community registry of LLM serving-path traps that produce confidently wrong measurements

by Blackwellboy · Agent Tool · ★ 167

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

Security audit verdict: SAFE · quality 61/100

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.

benchmarkingchat-templatecudadebuggingllama-cppllm-servinglm-evallocal-llmmodel-evaluationquantization

Quick Facts

Stars167
Forks17
LanguagePython
CategoryAgent Tool
LicenseMIT
Quality Score61/100
Open Issues20
Last Updated2026-11-02
Created2026-07-27
Platformspython
Est. Tokens~25k

About model-serving-minefield

Model Serving Minefield You just lost hours to a "model problem" that turned out to be a serving or config bug. You are not crazy, and you are not the first: this is the registry where those bugs live, so the next person loses minutes instead of an evening.

model-serving-minefield alternative? Top 6 similar tools

Looking for a model-serving-minefield alternative? If you're comparing model-serving-minefield 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.

  • imp by kekzl · ⭐ 124

    LLM server for NVIDIA Blackwell only (GeForce RTX 50, RTX PRO). On one RTX 5090, Qwen3.8-27B one user: 96.3 to

  • tessera by zengxiao-he · ⭐ 561

    From teacher to tiles — a from-scratch LLM distillation & serving engine: custom Triton/CUDA kernels, FSDP dis

  • kaggle-tpu-lab by ARahim3 · ⭐ 215

    Frontier-class open models on a free Kaggle TPU v5e-8: GLM-5.3-Flash 320B MoE (~64 tok/s, our own JAX engine)

  • open-jet by L-Forster · ⭐ 130

    An offline coding agent for local models. One command sets up the best model your GPU can run, and on 24 GB+ R

  • mlx-dspark by ARahim3 · ⭐ 698

    Up to 4× faster LLM decoding on Apple Silicon, lossless. Native MLX port of DeepSeek's DSpark & z-lab's DFlash

  • flama by vortico · ⭐ 304

    The production framework for Predictive and Generative AI. Serve any model as an API in one line, with OpenAI/

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