BenchGecko open datasets

MCP serverDatabases & data

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

Available today. Use it from your connected AI after setup.

No other account needed.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use BenchGecko open datasets to search models

Install BenchGecko open datasets

The server’s own address, for the clients that take one directly. Or connect ahel once and every client you use reads it from one address, with the account kept on ahel rather than in each client’s config.

Claude Code
claude mcp add --transport http --scope user benchgecko-open-datasets 'https://benchgecko.ai/api/mcp'
Run it once in your project, then open /mcp to approve any sign-in the server asks for.
Claude Desktop
https://benchgecko.ai/api/mcp
Add a custom connector in Settings, paste this address, and approve the sign-in.
Cursor
cursor://anysphere.cursor-deeplink/mcp/install?name=benchgecko-open-datasets&config=eyJ1cmwiOiJodHRwczovL2JlbmNoZ2Vja28uYWkvYXBpL21jcCJ9
Open the link and Cursor adds the server at that address.
ChatGPT
https://benchgecko.ai/api/mcp
In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.
Codex
codex mcp add benchgecko-open-datasets --url 'https://benchgecko.ai/api/mcp'
Run it once, then sign in with codex mcp login benchgecko-open-datasets if the server asks for an account.

From the project's README

As published by benchgecko/datasets in README.md.

Daily snapshots of the data BenchGecko collects and computes about the AI economy: model prices across providers, price changes, company figures with sources, developer attention (Mindshare), GPU rental prices and the results of BenchGecko's own model tests (Gecko Tests).

Files are refreshed every day by an automated job. Every day's version is in the git history, so the history of each file is a time series.

License

CC BY 4.0. Free to use, share and adapt, including commercially. Attribution required: "Source: BenchGecko" with a link to https://benchgecko.ai.

Cite as:

BenchGecko (2026). BenchGecko open datasets. https://github.com/BenchGecko/datasets · https://benchgecko.ai

Files

File	What it is	Source
`prices/price-history.csv`	Daily list price per model (USD per 1M tokens: input, output, cache read) since 2026-03-30	OpenRouter catalog, recorded daily
`prices/provider-offers.csv`	Every provider offer per model today: price, quantization, context, 1-day uptime	OpenRouter endpoints, daily
`prices/price-changes.csv`	Dated events: new models, price changes that held (5%+), company updates	Computed by BenchGecko
`companies/company-facts.csv`	Valuation, revenue, funding, headcount per AI company, each with as-of date and source URL when known	SEC filings, market close, press verified against the source page
`mindshare/mindshare-daily.csv`	Daily attention per model, lab, agent, person and topic: Hacker News mentions, Wikipedia views, GitHub stars, 7-day share	Hacker News Algolia API, Wikimedia, GitHub
`gpu/gpu-rental-daily.csv`	Median, 10th percentile and minimum on-demand rental price per GPU-hour for tracked AI chips	Vast.ai public marketplace
`gecko-tests/world-map.csv`	World Map test: land or water answers on a 6° grid per model, scored against Natural Earth	BenchGecko test runs
`gecko-tests/<test>.json`	Gecko Lab tests (who-are-you, tokenizer-tax, knowledge-horizon, same-model-different-host): questions, answer keys, every model answer and score	BenchGecko test runs

Methodology for each test: https://benchgecko.ai/gecko-tests

Benchmark scores aggregated from third-party leaderboards are not redistributed here; see each leaderboard's own license.

Questions or corrections

hello@benchgecko.ai

Tools it offers (9)

What this server listed when ahel dialed its public endpoint in Oct 2026, with no key and no account of yours. The names are the server’s own.

search_models
get_model
cheapest_provider
compare_models
get_gecko_test
get_scorecard
latest_findings
search
fetch

Signals

Last commit: Oct 2026

Advanced

Delivery: benchgecko MCP server → your ahel connector (mcp.ahel.ai) → your AI.
Item type: mcp-server
Key: ai-benchgecko-benchgecko
Source: github.com/benchgecko/datasets
Hosted endpoint: https://benchgecko.ai/api/mcp

github.com/benchgecko/datasets

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