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MarginLab Claude Code tracker

Hacker Approved

Benchmark tracker in Developer tools

Recommended as a benchmark repeated over time to detect Claude Code degradation; critics say small daily samples leave wide confidence intervals.

Recommended as a benchmark repeated over time to detect Claude Code degradation; critics say small daily samples leave wide confidence intervals.

14 people gave an opinion

recommend it
10
criticize it
4
approval share
71%
Each figure is one person. RecommendsCriticizes

Recommended in 8 of 13 months

  1. November 2025: not recommended
  2. December 2025: not recommended
  3. January 2026: not recommended
  4. February 2026: recommended
  5. March 2026: recommended
  6. April 2026: recommended
  7. May 2026: recommended
  8. June 2026: recommended
  9. July 2026: recommended
  10. August 2026: not recommended
  11. September 2026: recommended
  12. October 2026: recommended
  13. November 2026: not recommended (month in progress)

Why it carries the badge

  • 10 people recommend itNeeds 10 or more, met.
  • 2.5 recommenders for every criticNeeds 2 to 1 or better, met.
  • Recommended in 8 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Repeated benchmark tracks nerfing

    “To detect nerfing of a model, projects like https://marginlab.ai/trackers/claude-code/ are much much better”

    Comment from 14 May 2026 on Hacker News

    “The site you linked is a much better example of a real benchmark being repeated over time.”

    Comment from 21 Sep 2026 in “Fable 5 – Median thinking declined in August”

    “sites with ongoing measurements checking if a model has been nerfed”

    Comment from 1 Oct 2026 in “Gemini 4 Argon (High): Intelligence, Performance and Price Analysis”

What people said

All 15 comments that mention it, newest first. Each links to the original comment.

“sites with ongoing measurements checking if a model has been nerfed”

RecommendsComment from 1 Oct 2026 in “Gemini 4 Argon (High): Intelligence, Performance and Price Analysis”

“Need one of these for openai”

RecommendsComment from 23 Sep 2026 in “Claude Opus 5.5 Intelligence, Performance and Price Analysis (Max)”

“This page has been in 'New model — collecting baseline data. Degradation detection paused.' state for months now.”

CriticizesComment from 21 Sep 2026 in “Fable 5 – Median thinking declined in August”

“The site you linked is a much better example of a real benchmark being repeated over time.”

RecommendsComment from 21 Sep 2026 in “Fable 5 – Median thinking declined in August”

“Has been pretty accurate when pre-release quality or bugs pop up”

RecommendsComment from 31 Jul 2026 in “Advancing the price-performance frontier with GPT‑5.6”

“its open source and available to all”

RecommendsComment from 11 Jun 2026 in “Claude Fable 5 costs $10/$50M tokens – what that means in production”

“To detect nerfing of a model, projects like https://marginlab.ai/trackers/claude-code/ are much much better”

RecommendsComment from 14 May 2026 on Hacker News

“That performance monitor is super easy to game if you cache responses to all the SWE bench questions.”

CriticizesComment from 17 Apr 2026 in “Claude Opus 4.7 costs 20–30% more per session”

“the inter-run variability is too high to diagnose anything short of catastrophic model degradation”

MixedComment from 17 Apr 2026 in “Claude Opus 4.7 costs 20–30% more per session”

“why should we trust this random bench?”

CriticizesComment from 7 Apr 2026 in “Claude Code is unusable for complex engineering tasks with the Feb updates”

“the benchmark results don't cover the interesting "mid February" inflection point”

CriticizesComment from 6 Apr 2026 in “Claude Code is unusable for complex engineering tasks with the Feb updates”

“Kudos for the methodology. The only question I can come up with is that if the benchmarks are representative of daily use.”

MixedComment from 6 Apr 2026 in “Claude Code is unusable for complex engineering tasks with the Feb updates”

“since they only sample 50 tasks per day, the confidence intervals are very wide”

MixedComment from 27 Mar 2026 in “$500 GPU outperforms Claude Sonnet on coding benchmarks”

“Nice work, It would be really cool to be able to subscribe”

RecommendsComment from 14 Mar 2026 in “Show HN: Claude Code Release Tracker”

“Saw this the other day and loved it.”

RecommendsComment from 11 Feb 2026 in “Claude Code Is Being Dumbed Down”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.