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outsourc-e/bench-loop

Local-first CLI for benchmarking LLMs on real hardware — quality, speed, reliability, and a real multi-turn agent loop.

#LLM evaluation
Visit GitHub
Python
45
10
1 contributors
MIT License
website
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Momentum

How fast outsourc-e/bench-loop is gaining stars, and where it lands on Trendshift and GitHub Trending

Activity and trending

Stars, forks and merged pull requests each day or month, lined up with the repository's rank on Trendshift Trending

Aug 30 – Oct 26, 2026

Stars +1 in 58 days

01
1

Forks +2 in 58 days

01
1

Merged PRs 0 in 58 days

01

Trendshift Trendingwhere the repository ranked each day it made the top 25

Not in the Trendshift top 25 in this period

Aug 30Sep 7Sep 15Sep 23Oct 1Oct 9Oct 17Oct 25
The left and right arrow keys step from day to day; Home and End go to the first and the last

Stars, forks, merged pull requests and Trendshift Trending rank, by day
DayStars gainedForks gainedMerged PRs
Sun, Aug 30, 2026+0+00
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Total+1+20
  • 1#1 on the list
  • 7Rank that day
  • Not trending

Social mentions

Recent discussions about this repository across the web
  1. Jun 72 posts

    • Stop guessing how local LLMs actually perform on your hardware. bench-loop is a multi-turn agent benchmark: - Measures speed, quality, and reliability together - Runs against your own models and…

      Read full on X, posted by @so_sthbryan

      @so_sthbryan · x.com

    • 🤖 bench-loop ⭐ 32 stars Stop guessing how local LLMs perform. Benchmark speed, quality, and reliability on your actual hardware using a real multi-turn agent loop. 🔗 #AI #MachineLearning

      Read full on X, posted by @Marco_Ramilli

      @Marco_Ramilli · x.com

  2. 10 days earlier
  3. May 281 post

    • 🤖 bench-loop ⭐ 29 stars Stop guessing how your local LLMs actually perform. Benchmark speed, reliability, and real multi-turn agent loops directly on your own hardware. 🔗 #AI #MachineLearning

      Read full on X, posted by @Marco_Ramilli

      @Marco_Ramilli · x.com

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