Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Ranked, live checked startup directories, launch sites, and communities to submit to
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
APIFY_TOKENValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"launch-directory-list-builder": {
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-launch-directory-list-builder"
],
"env": {
"APIFY_TOKEN": "your-value"
}
}
}
}Run this in your terminal
claude mcp add launch-directory-list-builder --env APIFY_TOKEN=your-value -- npx -y @mambalabsdev/mcp-launch-directory-list-builderFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"launch-directory-list-builder": {
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-launch-directory-list-builder"
],
"env": {
"APIFY_TOKEN": "your-value"
}
}
}
}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.
Paste into .vscode/mcp.json in your project
{
"servers": {
"launch-directory-list-builder": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-launch-directory-list-builder"
],
"env": {
"APIFY_TOKEN": "your-value"
}
}
}
}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.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
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.
Runs on your computer; the tool list appears in your AI app after you install it.
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 8, 2026
The publisher (mambabuilt.com) is not the repo owner (mambalabsdev); someone else may have listed it
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 0 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.
You need to fill in: APIFY_TOKEN
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 6 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, A1RO — Irish employment tools
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Irish temp worker cost, public holiday pay and holidays, and SafeHandle certificate checks.
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.
An MCP server for the Mamba Labs Launch Directory List Builder actor on Apify. Describe what you are launching and get a ranked list of places to submit it, each checked live today.
The places (directories, launch sites, newsletters, communities, subreddits, marketplaces, press and review pages, and curated GitHub lists) come from the public domain awesome-submitlist catalog, read fresh on every run. Each row carries the submission link, price, link type, audience, rules, and a fit score against your description. The actor checks each submission page live, with robots.txt obeyed: up, moved to another site, parked, gone, login first, submit form found, prices shown, and the newest date on the page. A Tranco popularity rank is added per site. One free summary row closes each run.
All of the work runs on Apify. This package is a thin client that starts the actor run, waits for it, and hands back the dataset rows.
You need Node.js 18 or newer and an Apify account with an API token.
Add this to your Claude Desktop config (claude_desktop_config.json), Cursor, or any MCP client:
{
"mcpServers": { "mamba-launch-directory-list-builder": { "command": "npx", "args": ["-y", "@mambalabsdev/mcp-launch-directory-list-builder"], "env": { "APIFY_TOKEN": "your-apify-token" } } } }
Restart the client. The build_launch_directory_list tool appears.
APIFY_TOKEN. The server lists its tool without a token; a call needs one.build_launch_directory_list. One tool. Example arguments:
{
"product_description": "AI meeting notes tool for B2B sales teams", "categories": [ "saas", "ai" ], "max_rows": 25 }
Every buyer facing input of the actor. Omitted inputs take the actor's own defaults.
| Input | Type | Required | Description |
|---|---|---|---|
product_description | string | no | What you are launching and who it is for. |
categories | array | no | ai, analytics, business, community, design, developer-tools, ecommerce, indie, marketing, productivity, saas, social, software, startup. |
keywords | array | no | Extra words to score places by. |
types | array | no | directory, product-launch-site, newsletter, community, subreddit, marketplace, citation, github. Default all but github. |
free_only | boolean | no | Places marked free only. Default false. |
dofollow_only | boolean | no | Places marked dofollow only. Default false. |
min_fit_score | integer | no | Minimum fit score, 0 to 100. Default 0. |
check_live | boolean | no | Check each page today. Default true. |
include_rank | boolean | no | Add the Tranco rank. Default true. |
max_rows | integer | no | Place rows per run. Default 100. |
only_new | boolean | no | Skip places an earlier run returned. Default false. |
state_key | string | no | Name for the only new places memory. |
max_charge_usd | string | no | Optional cost cap for the run. |
proxy_mode | string | no | auto or direct. Default auto. |
Pay per event on Apify, billed to your Apify account. Prices in USD.
| Event | Free plan | Bronze | Silver | Gold |
|---|---|---|---|---|
destination-row, per place delivered | $0.005 | $0.00475 | $0.0045 | $0.00425 |
apify-actor-start, per run start | $0.0015 | $0.0015 | $0.0015 | $0.0015 |
The run summary row, input refusal rows, places whose page the live check could not read, and places skipped with only_new are free. Mamba Labs pays the platform costs of the run, Apify proxy traffic included.
apify.com/mambalabs/launch-directory-list-builder
MIT. See LICENSE.