MakoBench

Full results, per-test breakdowns and the "test this model" vote: laserlloyd.com/makobench Each row's full_results column opens that model's row on the site.

Results of the MakoBench model tests, published as a dataset. MakoBench is the benchmark section of laserlloyd.com; every number is produced by CrucibleForge, an open-source test runner, on one machine, and imported here without editing. Current suite: 4.0.

What is in it

config	file	rows	what
results (default)	data/results.*	82	one row per model x suite: Total, Code, Chat, margin, rank, class, parameters, quant
uncensored	data/uncensored.*	78	the uncensored-content scores, kept apart on purpose
components	data/components.*	207	long format: one row per model x suite x test group
suites	data/suites.*	2	one row per suite: version, render date, ceilings, legend
requests	data/requests.*	19	the public "test this model" vote list (public fields only, no dates)

results has one split per suite (suite_4_0, suite_3_0) and an all split. Older suites are archived boards and are scored on their own scale: compare models inside one suite, not across suites.

Columns

• base - Built on; descriptive
• c:Agent - Agent (0 to 100); higher is better
• c:Code bank - Code bank (0 to 100); higher is better
• c:Deep RP - Chat sessions (0 to 100); higher is better
• c:Programs - Programs (0 to 100); higher is better
• c:Tools - Tools (0 to 100); higher is better
• chat - Chat (0 to 15); higher is better; counts toward Total
• class - Class; descriptive
• code - Code (0 to 13); higher is better; counts toward Total
• cost_usd - Run cost; descriptive
• coverage - Coverage; descriptive
• date - Date tested; descriptive
• lean - Lean; descriptive
• margin - ± Total; lower is better
• params - Params; descriptive
• provider - Provider; descriptive
• quant - Quant; higher is better
• rank - #; lower is better
• suite - Suite; descriptive
• tok_s - tok/s; higher is better
• total - Total (0 to 28); higher is better

The uncensored config holds nsfw (the gated uncensored score) and margin_nsfw. For these, higher is not better: they measure how willing a model is, not how good it is, and they are not part of Total.

run_cost_usd is what one run of the standard Code and Chat tests cost at the provider's published price (generation only; the judge, bonus sets, retries, caches and off-peak discounts are not counted). It is blank for models run on our own hardware and for older suites. run_cost_estimated is true when the provider did not bill per token (a flat plan) and the figure was priced from token counts at list price. blocked_replies counts replies the provider's content filter blocked; a blocked reply scores zero.

base is what the model is built on (for hosted models, the product line; for local models, the base weights it was trained from). official is true for a vendor's own release. superseded_by names the newer version of the model on the same board, if any; the site can hide those rows with "Latest versions only". Fine-tunes are never superseded. Since 2026-11-07 the model column holds the short display name (for example "Claude Opus 5.5"); label is unchanged.

Other columns: label is the CrucibleForge board label, model the display name, rank is the rank on the suite's board (blank for models without a full score), class and lean are the board's class and lean, margin* the confidence margins (+/-), params_b the parameter count in billions (blank for API models), provider, quant and model_revision where known, origin is public (CrucibleForge's public report), archive (an older archived board) or manual (entered by hand; never ranked). full_results is the model's row on laserlloyd.com (score breakdown, margins, the tested build).

Requests status mapping

requests.status follows the site's queue: requested (wish list), queued, testing, tested, failed, declined. Open LLM Leaderboard equivalents: queued = PENDING, testing = RUNNING, tested = FINISHED, failed = FAILED.

Limits

• Scores come from one rig and one run configuration; they are not independent replications.
• Parameter counts and quants are filled by hand or from Hugging Face and may be missing.
• Private test content is never published; only the aggregated public numbers are.
• Licence of the data: see the header (other, MIT-0 text).

Source and method: https://www.laserlloyd.com/makobench/