Nonobench

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

Connector by mauricekleine · GitHub account verified by the MCP Registry

IndexedMITRemote (HTTP)★ 10

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Install

Works with Claude Code, VS Code, Cursor, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install connector/mauricekleine-nonobench

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Remote endpoint

https://www.nonobench.com/mcp Remote (HTTP)

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About

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

Use cases: llm-evaluation

Reviews

Write a review

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this server can do and what it asks for, from its tool list, install config and code. Checked Oct 25, 2026.

Tools: 11 read · 0 write · 0 deleteRead-only
Secrets: None asked for
Install scripts: Nothing to install (hosted)
Runs as: Hosted (remote endpoint)

Tools by what they do 11

From the running server's own tool list (tools/list) on Oct 25, 2026.

Read 11 · Look things up without changing anything.

check_solution
compare_models
get_leaderboard
get_model_puzzles
get_model_results
get_puzzle
get_puzzle_results
list_families
list_providers
list_puzzles
list_runs

Network hosts it talks to 20

api.elevenlabs.io · found in code
api.maptiler.com · found in code
api.nonobench.com · found in code
assets.local · found in code
beta.nonobench.com · found in code
cesium.com · found in code
cloud.maptiler.com · found in code
developers.google.com · found in code
doi.org · found in code
github.com · found in code
huggingface.co · found in code
maptiler.com · found in code
mauricekleine.com · found in code
nonobench.com · found in remote endpoint, install command, code
openrouter.ai · found in code
schemas.agentskills.io · found in code
simpleanalytics.com · found in code
sitemaps.org · found in code
tile.googleapis.com · found in code
ui.shadcn.com · found in code

Files it touches

/private/tmp/claude-501/-Users-maurice-Projects-nonobench/1a8972a5-ea54-4051-8b17-8cf810766a7a/scratchpad/activity.csv
/Users/maurice/Projects/nonogram-solver/build/nonogram_hybrid

Tools (11)

As the server listed them on Oct 25, 2026. Descriptions are the server’s own words; hidden characters are shown as [U+…].

check_solutionCheck solutionread-only
Check a grid against a puzzle's clues, using the same rule as the benchmark grader. Reports which rows and columns do not match.
compare_modelsCompare modelsread-only
Side-by-side core overall and per-size accuracy, cost, latency and token results for model or family names.
get_leaderboardGet leaderboardread-only
Models ranked by accuracy; defaults to all effort levels for compatibility.
get_model_puzzlesGet model puzzlesread-only
Which puzzles one model solved, missed, timed out on, or has not run.
get_model_resultsGet model resultsread-only
Accuracy, cost, latency and token use for one model, broken down by grid size.
get_puzzleGet puzzleread-only
One 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_resultsGet puzzle resultsread-only
Per-model outcomes for one puzzle. Answers are omitted unless requested.
list_familiesList familiesread-only
Model families, available efforts and best variants.
list_providersList providersread-only
Provider ids, names, families and variant counts.
list_puzzlesList puzzlesread-only
The benchmark puzzles with their ids and row/column clues.
list_runsList runsread-only
Individual benchmark runs (one model on one puzzle), optionally with the raw prompt and model output.

Signals

Stars: 10
Forks: 1
Open issues: 0
Last commit: Oct 23, 2026 (7 days ago)
Last release: Sep 29, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

Registry name: io.github.mauricekleine/nonobench
Version: 1.1.0
Auth: Auth not stated
License: MIT
Repository: github.com/mauricekleine/nonobench
Website: www.nonobench.com
First seen: Oct 24, 2026
Last checked: Oct 24, 2026
Source: Official MCP Registry github-graphql

Rank

of 44,833 in Connectors

Score

0.649

Security 30%not yet
Popularity 25%0.55
Freshness 20%1.00
Rating 15%not yet
Docs 10%0.88

How ranking works →

Grades

Freshness

Active in the last 30 days. Last activity 7 days ago.

–

Security

Security scan: in progress. Grades from our dependency, secret, code and prompt-injection checks appear here once they launch. Until then, check the code before you install.

Indexed

Found automatically from a public source. Not yet claimed by its publisher.

How grades work →

Availability

100% uptime, last 30 days (2 checks)

Last check: 5 days ago
Status: Up
Median response: 627 ms

Up
Up, auth required
Down
Not checked
No data

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Cite this page

Nonobench MCP server. Agent Mart. https://agentmart.dev/connectors/mauricekleine-nonobench (last updated 2026-10-24)