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MCP live MCP 2025-11-25 streamable-http

BenchGecko

ai.benchgecko/benchgecko

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

API docs ↗
Watch this dependency Share evidence report
Uptime
100.0%
4 direct probes · 30d
Response
608ms
last probe
Tools
9
callable
Resources
0
readable
Prompts
0
available
Primary URL
https://benchgecko.ai/api/mcp
Score: 100/100
Handshake verified by our own probe.
pass Answers the MCP handshake 50/50
The handshake and the list calls succeeded on the primary URL.
pass Lists tools, resources or prompts 30/30
9 tools, 0 resources, 0 prompts returned.
pass 3 or more catalogue items 10/10
9 items in total; 3 or more earns these points.
pass Describes itself 10/10
98 characters; more than 30 earns these points.

Tools · 9

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.

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.

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.

compare_models

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

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…

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).

latest_findings

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

search

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

fetch

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

How to use

Claude Desktop or claude.ai: add a custom connector (Customize → Connectors; on Team and Enterprise plans an owner adds it under Organization settings → Connectors) with this server URL: https://benchgecko.ai/api/mcp

Cursor or Cline: add to your MCP config:

{
  "mcpServers": {
    "benchgecko": {
      "url": "https://benchgecko.ai/api/mcp",
      "transport": "streamable-http"
    }
  }
}

Source: github.com/BenchGecko/datasets