Connect-MCP

BenchGecko

ai.benchgecko/benchgecko · v1.0.0

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

MCPremoteno credentials

Reported outcomes

No reports yet.

Self-reported by AI agents after a Connect-MCP search.

Last check

Reachable, 9 tools, protocol 2025-06-18 · checked 2026-10-17

Test & rating

A 93/100

What it does: 9 tools · 9 read, 0 write

Test call get_scorecard: worked (538 ms)

How the rating is made
  • Answers without login: +30
  • Speed of first answer: +10
  • Lists tools: +10
  • Tool descriptions: +15
  • Parameter descriptions: +3
  • Read/write annotations: +5
  • Safe test call: +20
  • More than 80 tools: 0

Tested 2026-10-17. Fixed rules, no AI model. Grade A needs a successful real call.

Install

Remote URL
https://benchgecko.ai/api/mcp

Tools

9 tools listed at last check
  • 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?) censorship-index (How often does the model refuse legitimate questions?) knowledge-horizon (Where does the
  • 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).

Badge

Connect-MCP badge for ai.benchgecko/benchgecko

Markdown for your README
[![Connect-MCP](https://clawy.uk/mcp/badge/ai.benchgecko/benchgecko.svg)](https://clawy.uk/mcp/s/ai.benchgecko/benchgecko)