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AI Benchmarks Alternativos

ctala/ai-benchmarks-alternativos

Open Spanish-language benchmark of LLMs for business and agent use, scored by an independent Phi-4 judge

In short

AI Benchmarks Alternativos is an open Spanish-language benchmark that compares LLMs on quality, cost, speed, long context, agentic work and credential leakage for entrepreneurs building agents in N8N or Hermes.

What AI Benchmarks Alternativos does

AI Benchmarks Alternativos is a benchmark of AI models aimed at Spanish-speaking entrepreneurs who build agents in N8N or Hermes. It covers four areas: reasoning, coding, content and marketing, and agents and operations. A local Phi-4 model, served with vLLM in FP16 on a DGX Spark, acts as an independent judge. The README reports 167 models with at least 20 runs, 217 catalogued, and more than 68,000 tests, at version v4.15.0 last updated on 17 September 2026.

Quality is reported on an absolute scale, while price and latency are shown beside it rather than inside it. Long-context retrieval and credential leakage are measured as separate dimensions, and an agentic suite measures 74 models working inside a real agent with Harbor, Docker and tools. The README notes that Hermes 4 405B scores 8.20 on quality and 0.00 on that agentic task. An interactive calculator lets you set your own weights. The README says the benchmark complements, and does not replace, academic benchmarks such as MMLU and SWE-bench.

Key features

  • Independent Phi-4 judge served locally with vLLM
  • Separate results for quality, cost, speed, long context, agentic work and credential leakage
  • Agentic suite that runs models inside a real agent with Harbor and Docker
  • Interactive calculator with user-defined weights
  • Monthly datasheets and a PDF cheat sheet

When to use it

  • Choosing a model for a Hermes or N8N agent on a fixed budget
  • Comparing alternatives to Claude, GPT and Gemini on Spanish-language tasks
  • Checking how a model behaves inside a multi-turn agent rather than in single prompts

Who it is for: Spanish-speaking founders and small teams choosing models for N8N or Hermes agents.

How it fits with Hermes Agent

It is not a Hermes plugin. It is a benchmark aimed in part at people building agents with Hermes, and it reports results for Hermes 4 405B.

Note: The benchmark is written in Spanish and states that it complements, rather than replaces, academic benchmarks such as MMLU and SWE-bench.

FAQ

What is AI Benchmarks Alternativos?

AI Benchmarks Alternativos is an open Spanish-language benchmark that compares LLMs for business use and agents, with an independent Phi-4 judge and separate scores for quality, cost, speed, long context and credential leakage.

Does AI Benchmarks Alternativos work with Hermes Agent?

It is not a plugin. It targets entrepreneurs who build agents in N8N or Hermes and helps them pick a model, and it includes results for Hermes 4 405B.

Is AI Benchmarks Alternativos free and open source?

Yes. The repository is licensed under the MIT license.

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