Official MCP RegistryListed
BenchGecko
AI model prices per provider, benchmarks, own AI behavior tests and AI economy data, with sources.
First seen 5 Oct 2026. Evidence as of 7 Oct 2026.
9
Tools
From an anonymous probe
1
Source listings
Each with its own history
1
Recorded changes
Since first seen
Tools
| Tool | Description | Behaviour |
|---|---|---|
| cheapest_provider | 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. | Read-only |
| compare_models | Side by side: BenchGecko score, list price, cheapest provider, context window, shared benchmark scores and Gecko Tests grades for two models. | Read-only |
| fetch | Fetch the full record for an id returned by search (model:<slug>, gecko-test:<slug> or scorecard). | Read-only |
| get_gecko_test | 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?) | Read-only |
| get_model | 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. | Read-only |
| get_scorecard | 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). | Read-only |
| latest_findings | Latest notable results detected in the Gecko Tests and price data (fixed rules, numbers and quotes from stored results). | Read-only |
| search | Search BenchGecko models and Gecko Tests. Returns ids for fetch. | Read-only |
| search_models | 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. | Read-only |
Change history
- Listed (registry)
| Source | Listing | First seen | Last seen | Versions |
|---|---|---|---|---|
| Official MCP Registry | ai.benchgecko/benchgecko | 5 Oct 2026 | 7 Oct 2026 | 1 |