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

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

[mcp_servers.benchgecko]
url = "https://benchgecko.ai/api/mcp"

{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "benchgecko": {
      "type": "remote",
      "url": "https://benchgecko.ai/api/mcp",
      "enabled": true
    }
  }
}

{
  "mcpServers": {
    "benchgecko": {
      "type": "http",
      "url": "https://benchgecko.ai/api/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=benchgecko&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYmVuY2hnZWNrby5haS9hcGkvbWNwIn0%3D"
}

{
  "servers": {
    "benchgecko": {
      "type": "http",
      "url": "https://benchgecko.ai/api/mcp"
    }
  }
}

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

extensions:
  "benchgecko":
    enabled: true
    name: "benchgecko"
    type: streamable_http
    uri: "https://benchgecko.ai/api/mcp"
    timeout: 300

Quality 91 / 100strong

protocol75 · weight 25

warn
protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
n/a
protocol.statelessonly applies to 2026-07-28 servers
pass
protocol.transportstreamable HTTP
n/a
protocol.list_ttlonly applies to 2026-07-28 servers

authorizationn/a · weight 15

n/a
auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
n/a
auth.secret_in_urlno templated URL

tool hygiene100 · weight 30

pass
tools.descriptionsevery tool has a description
pass
tools.description_lengthdescriptions are concise
pass
tools.schemasevery tool has an object input schema
pass
tools.annotations9 of 9 tools declare readOnlyHint or destructiveHint
pass
tools.directory_hintsevery tool declares readOnlyHint, destructiveHint, idempotentHint and openWorldHint
pass
tools.token_costabout 1,061 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump

stability100 · weight 15

pass
stability.changesno tool changes in 30 days
pass
stability.rug_pullno tool changed its meaning under the same name

dependenciesn/a · weight 15

n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

9 tools, about 1,061 tokens to load them all · tool set dd113a361e5d · checked 2026-10-19 10:52 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 99 / 100

provenance100

liveness95

freshness100

hygiene100

+repository +namespace-matches-repo +dns-namespace +website +reachable +uptime-88% +updated-14d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remote	auth	reachable	uptime 30d	p50	protocol	last ok
`https://benchgecko.ai/api/mcp` streamable-http	none	yes	88%	232 ms	2025-11-25	2026-10-19

Tools (9)

`cheapest_provider`read-only	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.
`compare_models`read-only	Side by side: BenchGecko score, list price, cheapest provider, context window, shared benchmark scores and Gecko Tests grades for two models.
`fetch`read-only	Fetch the full record for an id returned by search (model:<slug>, gecko-test:<slug> or scorecard).
`get_gecko_test`read-only	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?)
`get_model`read-only	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.
`get_scorecard`read-only	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_findings`read-only	Latest notable results detected in the Gecko Tests and price data (fixed rules, numbers and quotes from stored results).
`search`read-only	Search BenchGecko models and Gecko Tests. Returns ids for fetch.
`search_models`read-only	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.

Schemas: list_tools.

Similar MCP servers

Official server.json

{
  "name": "ai.benchgecko/benchgecko",
  "title": "BenchGecko",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://benchgecko.ai/api/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/BenchGecko/datasets",
    "source": "github"
  },
  "websiteUrl": "https://benchgecko.ai/api-docs#mcp",
  "description": "AI model prices per provider, benchmarks, own AI behavior tests and AI economy data, with sources."
}