BenchGecko
mcp remote · streamable-http · v1.0.0 · source: crawl
https://benchgecko.ai/api/mcp
https://github.com/BenchGecko/datasets
AI model prices per provider, benchmarks, own AI behavior tests and AI economy data, with sources.
Works
100
Verified Oct 31, 2026 · p50 664 ms · p95 686 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'benchgecko' |
| tools_listed | 15 | pass | 9 tools |
| schema_complete | 15 | pass | 9 of 9 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 664 ms |
| latency_p95 | 5 | pass | p95 686 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (9)
| Name | Description | Schema |
|---|---|---|
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. | typed |
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. | typed |
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. | typed |
compare_models | Side by side: BenchGecko score, list price, cheapest provider, context window, shared benchmark scores and Gecko Tests grades for two models. | typed |
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?) censors | typed |
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). | typed |
latest_findings | Latest notable results detected in the Gecko Tests and price data (fixed rules, numbers and quotes from stored results). | typed |
search | Search BenchGecko models and Gecko Tests. Returns ids for fetch. | typed |
fetch | Fetch the full record for an id returned by search (model:<slug>, gecko-test:<slug> or scorecard). | typed |
Badge
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[](https://app.agent-xm.com/a/ai-benchgecko-benchgecko)
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