# Is it agentic enough? Benchmarking open models on your own tooling

DevFeed: [Is it agentic enough? Benchmarking open models on your own tooling](<https://devfeed.tech/articles/is-it-agentic-enough-benchmarking-open-models-on-your-own-tooling-7295.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/is-it-agentic-enough>)

Author: Lysandre; Nathan Habib; Pedro Cuenca

Published: 2026-06-18T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [LLM evaluation / benchmarking](<https://devfeed.tech/topics/llm-evaluation-benchmarking.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [jobs](<https://devfeed.tech/topics/jobs.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [benchmark](<https://devfeed.tech/tags/benchmark.md>), [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [cli](<https://devfeed.tech/tags/cli.md>), [code](<https://devfeed.tech/tags/code.md>), [coding](<https://devfeed.tech/tags/coding.md>), [developers](<https://devfeed.tech/tags/developers.md>), [development](<https://devfeed.tech/tags/development.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [jobs](<https://devfeed.tech/tags/jobs.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [transformers](<https://devfeed.tech/tags/transformers.md>)

## AI overview

A benchmark for evaluating how effectively open models use developer tooling, measuring the work required to reach an answer across models, library revisions, and tasks. The article presents an agent-focused harness running on open models with workloads distributed through Hugging Face Jobs.

## Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.