BenchGecko MCP server

Every provider serving a model, sorted by input price per 1M tokens (refreshed daily from provider endpoints), with output price, quantization and 1 day uptime.

Side by side: BenchGecko score, list price, cheapest provider, context window, shared benchmark scores and Gecko Tests grades for two models.

Fetch the full record for an id returned by search (model:<slug>, gecko-test:<slug> or scorecard).

Results of one of BenchGecko's own tests (own measurements, CC BY 4.0): who-are-you (Does the model know which lab made it?) world-map (How well does the model draw the world map from memory?) censorship-index (How often does the model refuse legitimate questions?) knowledge-horizon (Where does the model's knowledge of world events actually stop?) tokenizer-tax (How many more tokens does the same text cost outside English?) same-model-different-host (Do providers serving the same open model give the same quality?) model-drift-index (Do models quietly change behind the same name?)

Core facts for one AI model: BenchGecko score and rank, list price, price at every provider, benchmark scores with their original sources, Gecko Tests grades and as-of dates.

BenchGecko Gecko Scorecard: every model across BenchGecko's own profile tests with a letter grade per test and an overall Gecko Score (behavior, not intelligence).

Latest notable results detected in the Gecko Tests and price data (fixed rules, numbers and quotes from stored results).

Search BenchGecko models and Gecko Tests. Returns ids for fetch.

Find AI models in the BenchGecko catalog by name, slug or lab. Returns slugs to use with get_model, cheapest_provider and compare_models, with BenchGecko score and list price.