MCP Server for Z.AI - A Model Context Protocol server that provides AI capabilities
Nothing to run from here
Nonobench is installed from its publisher's own source and answers where it runs, so this marketplace is not in the path of a single call. There is no address here to send one to, and a panel that pretended otherwise would be showing you an answer we made up. Install it and call it from your own client — the Installation tab has the entry for each one.
11
tools declared
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trust score
remote
at its publisher
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calls last 7d
What it does
An open-source benchmark of how well LLMs solve nonogram puzzles, from 5x5 to 20x20.
Quickstart
# 1 — add it to Claude Code
claude mcp add --scope user --transport http nonobench-mcp https://www.nonobench.com/mcp
# 2 — ask your agent for something these tools do
# get_leaderboard, list_providers, list_families and 8 more
Nonobench costs nothing on mcprush: there is no plan to choose here, no cap to set and nothing mcprush can bill you for.
Publishernot claimed
MAAll 1 server
mauricekleine1 server
1 category
Collected from a public index. Nobody has claimed this account, so nothing here was written by its author — claim it if it is yours.
Installation
Where are you running it?
Every route below installs the same thing and ends at the same approval screen. Nothing here runs on your machine and nothing runs on ours: this server answers at its publisher’s own address, and what you install is the connection straight to it.
Claude Codedeclared by this listing
This is a public server: it answers at its publisher’s own address and this marketplace is not in the path. Claude Code registers it in one command; --scope user makes it available in every project. The transport below is http, as the publisher's own manifest declares it.
claude mcp add --scope user --transport http nonobench-mcp https://www.nonobench.com/mcpReconnect, or start a new session, and the tools appear in the model’s tool list.
Free on mcprush, and it answers at its publisher’s own address: this marketplace is not in the path, so there is no key of ours to hold and no card to add.
What it writes
One config entry pointing straight at the publisher’s own address — this marketplace is not in the path, and nothing from this listing executes on your machine.
What you approve
11 tools, with what each one reads, writes and reaches shown before you agree — the same list on every route above. Read the tool surface.
Tool surface
What the model actually sees. Descriptions are diffed on every release — see version history.
Models ranked by accuracy; defaults to all effort levels for compatibility.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| size | string | no | Grid size to filter on |
| provider | string | no | Comma-separated provider ids; empty means no filter |
| family | string | no | Comma-separated family ids; empty means no filter |
| version | string | no | Comma-separated benchmark versions: 1.0, 1.1, 1.2; empty means all |
| effort | string | no | best, all (default), or one effort level; empty means all |
| reasoning | boolean | no | Only reasoning (true) or non-reasoning (false) variants |
| open_weights | boolean | no | Only open-weight (true) or closed (false) models |
| min_correct | integer | no | Minimum puzzles solved in the selected tier; default 0 includes unsolved variants |
Provider ids, names, families and variant counts.
No parameter schema on file.
Model families, available efforts and best variants.
No parameter schema on file.
Side-by-side core overall and per-size accuracy, cost, latency and token results for model or family names.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| models | array | yes | 2 to 20 model variant ids or family names, e.g. claude-opus-5.5 or gpt-6-astra-xhigh |
Accuracy, cost, latency and token use for one model, broken down by grid size.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| model | string | yes | Model name as listed on the leaderboard, e.g. gpt-5.4-xhigh |
The benchmark puzzles with their ids and row/column clues.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| size | string | no | Grid size to filter on |
One puzzle, including the clue text models were prompted with. The reference solution is only included on request; some puzzles have several valid solutions.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| id | string | yes | Puzzle id from list_puzzles |
| include_solution | boolean | no | Include a reference solution |
Check a grid against a puzzle's clues, using the same rule as the benchmark grader. Reports which rows and columns do not match.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| id | string | yes | Puzzle id from list_puzzles |
| grid | string | yes | Row-major string of 0 (empty) and 1 (filled), width × height characters |
Per-model outcomes for one puzzle. Answers are omitted unless requested.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| id | string | yes | Puzzle id from list_puzzles |
| provider | string | no | Comma-separated provider ids; empty means no filter |
| family | string | no | Comma-separated family ids; empty means no filter |
| effort | string | no | best, all (default), or one effort level |
| reasoning | boolean | no | Only reasoning (true) or non-reasoning (false) variants |
| open_weights | boolean | no | Only open-weight (true) or closed (false) models |
| include_answers | boolean | no | Include each model's answer grid |
Which puzzles one model solved, missed, timed out on, or has not run.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| model | string | yes | Model variant id as listed on the leaderboard, e.g. claude-opus-5.5-high |
Individual benchmark runs (one model on one puzzle), optionally with the raw prompt and model output.
| Parameter | Type | Required | Notes |
|---|---|---|---|
| model | string | no | Only runs of this model variant id |
| puzzle_id | string | no | Only runs on this puzzle id from list_puzzles |
| size | string | no | Grid size to filter on |
| include_output | boolean | no | Include raw prompt and model output (large) |
| limit | integer | no | Default 100 |
| offset | integer | no | Runs to skip, for paging; default 0 |
Free
$0 forever
- Every tool — any call limit is its publisher’s, not ours
- No card, and mcprush charges nothing for it
- Runs at its publisher’s own address — this marketplace is not in the path
- Nothing to cap, because mcprush bills nothing
What counts against your monthly calls
| Tool | Unit | Calls used | Out of the allowance |
|---|
Nothing here is billable: mcprush charges nothing to install Nonobench or to call it, at any volume.
Call allowance · this installenforced at the gateway
Monthly allowance, in calls
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Alert at 80% · then the tool returns a normal MCP error
Used this month: —
—Grade not published
No rule-by-rule report on file for this release
Two independent axes, because powerful and malicious are different questions. The grade is threat only. The capability level is blast radius, and it is never a penalty on the grade — it is priced as one subtract-only term in the score, where you can see it.
This listing is an address its publisher runs, and you connect to it directly — this marketplace is not in the path. The scanner reads packages and public source, and an address is neither: the repository linked on this page is where this record was collected from, not a copy of what the address serves, so it is not graded in its place. So there is no grade — not a withheld one, an unmeasured one.
Release history
This is an address its publisher runs: which release it serves is theirs to choose, so there is nothing here to pin. The history below is for reading; the current release on file is 1.1.0.
1.1.0
undated
latestNo release note was published with this version.
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no reviews yet
Who can review
One review per account, from a signed-in account that does not publish this listing. Nothing else is asked — you can say what you think before you install it. Publishers can reply once per review, and a review can be edited or deleted by whoever wrote it.
Sign in to write one
Any signed-in account that does not publish Nonobench can review it, once — before installing it or after. A review from an account that has installed it is marked as one.
No reviews yet
Nobody has reviewed this listing. The rating on the card is the mean of the reviews written here and nothing else, so there is no rating until somebody writes the first — which takes a signed-in account that does not publish it, and nothing else.