BenchGecko

ai.benchgecko/benchgeckoVersion 1.0.0

AI model prices per provider, benchmarks, own AI behavior tests and AI economy data, with sources.

Status

Responds137 msNov 14, 2026, 13:27 UTCAnswered our handshake without sign-in.

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Last checked: Nov 14, 2026, 13:27 UTC
Latency: 137 ms
Remotes responding: 1 of 1
Sign-in: No sign-in
Hosting: Hosted outside the EU (detected)
Registry data as of: Nov 14, 2026, 22:14 UTC

Data from the official MCP Registry, checked by run.zero. How we check

Connect

Streamable HTTP

https://benchgecko.ai/api/mcpResponds137 msNov 14, 2026, 13:27 UTC

No sign-in

Claude Code

claude mcp add --transport http benchgecko https://benchgecko.ai/api/mcp

Claude Desktop and claude.ai

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Settings > Connectors > Add custom connector
Name: benchgecko
Remote MCP server URL: https://benchgecko.ai/api/mcp

Cursor

{
  "mcpServers": {
    "benchgecko": {
      "url": "https://benchgecko.ai/api/mcp"
    }
  }
}

VS Code

code --add-mcp '{"name":"benchgecko","type":"http","url":"https://benchgecko.ai/api/mcp"}'

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Tools

9 tools

Tools of BenchGecko
	Description		Read-only	Idempotent	Open world
`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.	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.	No	Yes	Yes	No
`compare_models`Side by side: BenchGecko score, list price, cheapest provider, context window, shared benchmark scores and Gecko Tests grades for two models.	Side by side: BenchGecko score, list price, cheapest provider, context window, shared benchmark scores and Gecko Tests grades for two models.	No	Yes	Yes	No
`fetch`Fetch the full record for an id returned by search (model:<slug>, gecko-test:<slug> or scorecard).	Fetch the full record for an id returned by search (model:<slug>, gecko-test:<slug> or scorecard).	No	Yes	Yes	No
`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?)	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?)	No	Yes	Yes	No
`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.	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.	No	Yes	Yes	No
`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).	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).	No	Yes	Yes	No
`latest_findings`Latest notable results detected in the Gecko Tests and price data (fixed rules, numbers and quotes from stored results).	Latest notable results detected in the Gecko Tests and price data (fixed rules, numbers and quotes from stored results).	No	Yes	Yes	No
`search`Search BenchGecko models and Gecko Tests. Returns ids for fetch.	Search BenchGecko models and Gecko Tests. Returns ids for fetch.	No	Yes	Yes	No
`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.	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.	No	Yes	Yes	No

Details

Registry status: Active
Published: Oct 5, 2026
Updated: Oct 5, 2026
Website: https://benchgecko.ai/api-docs#mcp⁠ (opens in a new tab)
Repository: https://github.com/BenchGecko/datasets⁠ (opens in a new tab)
Categories (suggested): AI modelsSuggested categories are assigned automatically from the registry text and may be wrong. Verified operators can correct them.
GDPR: Not declared

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