Best Local Model for Agentic Workflows 2026 for Hermes Agent

Benchmark report ranking local LLMs for Hermes Agent-style tool use on DGX Spark class hardware

What Best Local Model for Agentic Workflows 2026 does

The report ranks seven local models on tool-eval-bench, which runs 84 scenarios in 16 categories with 8 trials per model where available, scoring each as pass, partial or fail. It reports mean score, Pass@8 as a capability ceiling, Pass^8 as a reliability floor, a deployability score that weights quality at 70 percent and responsiveness at 30 percent, median turn time and the number of scenarios a model never passes.

Its headline recommendation for a default Hermes Agent backend is Qwen 3.6 35B A3B UD Q8_K_XL, with a mean score of 91.0 and 100 percent on every core agent category. Qwen 3.6 27B NVFP4 is suggested for safety-critical work and Qwopus 3.6 27B Coder for lowest latency, while DeepSeek V4 Flash Q2 and Nemotron 3 Nano Omni 30B are marked as not for unattended deployment. Two HTML files, a dark primary and a light alternate, open in a browser with no build step.

Key features

Ranking of seven local models for agentic use
84 scenarios across 16 categories with 8 trials per model
Pass@8 capability ceiling and Pass^8 reliability floor metrics
Tier recommendations for production, safety-critical and low-latency use
Dark and light HTML reports that open without a build step

When to use it

Choosing a local model to run behind Hermes Agent on a DGX Spark
Comparing capability against reliability before deploying an unattended agent
Checking which models showed safety warnings in tool-eval-bench

Who it is for: People choosing a local LLM backend for tool-calling agents such as Hermes Agent on 96 to 128 GB hardware.

How it fits with Hermes Agent

A benchmark report framed around Hermes Agent as the example agent framework, with a default recommendation for a Hermes Agent backend. It publishes only HTML reports and contains no Hermes code.

How to install Best Local Model for Agentic Workflows 2026

These commands are copied from the project's README. Check the repository for the latest steps before you run them.

git clone https://github.com/MiaAI-Lab/Best-Local-Model_Agentic-Workflows_2026.git
cd Best-Local-Model_Agentic-Workflows_2026
xdg-open agentic-model-comparison.html

Note: Rankings come from the publisher's own tool-eval-bench runs on 96 to 128 GB hardware, and the repository has no license file.

FAQ

What is Best Local Model for Agentic Workflows 2026?

It is an interactive comparison report of local LLMs for agentic workflows, built from tool-eval-bench results. It covers multi-turn tool use, function calling and autonomous planning.

Which local model does it recommend for Hermes Agent?

It recommends Qwen 3.6 35B A3B UD Q8_K_XL as the default Hermes Agent backend, with a mean score of 91.0 and a 2.5 second median turn. It suggests Qwen 3.6 27B NVFP4 for safety-critical workloads.

Is Best Local Model for Agentic Workflows 2026 free and open source?

The repository has no license file, so default copyright applies and you should check with the author before reuse. The README itself says the reports and README are MIT licensed.