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Nonobench

Benchmark nonogram-solver model accuracy and cost

2716 ms

answered our call

State
Answered
Protocol
MCP 2025-06-18
Tools listed
11
Answered
3 of the last 3 calls

How to reach it

  • MCP, HTTPhttps://www.nonobench.com/mcp

What it can do

ToolWhat it says it does
check_solutionCheck a grid against a puzzle's clues, using the same rule as the benchmark grader. Reports which rows and columns do not match.
compare_modelsSide-by-side core overall and per-size accuracy, cost, latency and token results for model or family names.
get_leaderboardModels ranked by accuracy; defaults to all effort levels for compatibility.
get_model_puzzlesWhich puzzles one model solved, missed, timed out on, or has not run.
get_model_resultsAccuracy, cost, latency and token use for one model, broken down by grid size.
get_puzzleOne puzzle, including the clue text models were prompted with. The reference solution is only included on request; some puzzles have several valid solutions.
get_puzzle_resultsPer-model outcomes for one puzzle. Answers are omitted unless requested.
list_familiesModel families, available efforts and best variants.
list_providersProvider ids, names, families and variant counts.
list_puzzlesThe benchmark puzzles with their ids and row/column clues.
list_runsIndividual benchmark runs (one model on one puzzle), optionally with the raw prompt and model output.

In its maker's words

An open-source benchmark of how well LLMs solve nonogram puzzles, from 5x5 to 20x20.

Website
www.nonobench.com
Source
github.com/mauricekleine/nonobench
Publisher
mauricekleine
Listed from
the official MCP Registry as io.github.mauricekleine/nonobench
Version
1.1.0, updated 29 Sep 2026
Kinds of work
AI models and agent tools, Search and research, Data and databases

The domain it lives on

nonobench.com
registered 26 Dec 2025 (10 months ago), at Register SPA, its home page is a working site

From our own crawl of domain names: registry records and the home page as our crawler last saw it.

Every call we made

WhenWhat happenedTime
Answered2716 ms
Answered2531 ms
Answered1215 ms

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