Spec Driven Development
by formulahendry
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Runs on your computer★ 440MITUpdated 14 months ago
Install
BenchGecko
Overview
Description from the maker (original English)
AI model prices per provider, benchmarks, own AI behavior tests and AI economy data, with sources.
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
- UsageiNot measured yet★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs in the cloud
- Transport: Streamable HTTP
- Category: Other
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 1 of 1 passed
- Runs on the maker’s server: what you ask it goes through their server.
- The registry lists no key to fill in.
You need
- Runs in the cloudNothing to install; it connects over the internet
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
- Open Settings → Connectors
- Press Add custom connector
- Paste the address below and press Add
- If it asks you to sign in, sign in with the maker
https://benchgecko.ai/api/mcpRun this in your terminal
claude mcp add --transport http benchgecko https://benchgecko.ai/api/mcpOr copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"benchgecko": {
"url": "https://benchgecko.ai/api/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"benchgecko": {
"type": "http",
"url": "https://benchgecko.ai/api/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
- Open ChatGPT on the web → Settings → Connectors (Apps)
- Press Create or Add (some plans need Developer mode under Advanced first)
- Paste the address below, give it a name and save
- If it asks you to sign in, sign in with the maker
https://benchgecko.ai/api/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
What it can do
We have not read this server’s tool list yet; we check endpoints in rotation.
Basic checksi
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified against the domain benchgecko.ai (the registry checks domain ownership)
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- … Not checked yet
Endpoint responds
Not checked yet; we check endpoints in rotation
- … Not checked yet
Sign-in with OAuth
Not checked yet; we check endpoints in rotation
- … Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint
Compared with others in Otheri
- More stars than 0% of the other 32410 servers in this category
- Published to the registry more recently than 56% of the other 32410 servers in this category
- Basic checks equal to or better than 100% of the other 32410 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is BenchGecko safe?
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
What keys or codes does it need?
The registry does not list a required key, though some servers ask you to sign in on first use.
Does it run on my computer or in the cloud?
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
Is it still maintained?
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 32 days ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
What can I use instead?
In the same category: Spec Driven Development, Remote Desktop Commander, debuff
Alternatives
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Remote Desktop Commander
by desktop-commander
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Runs in the cloud★ 211Updated yesterday
Install
debuff
by debuffjp
Let coding agents play, test and tune your 2D web game: live state, explained errors, replays, fuzz.
Runs on your computerUpdated today
Install
README from the maker
Open the README
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
BenchGecko open datasets
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/ .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