Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Detect the employee programs a company publishes: ERGs, DEI, benefits, leave, volunteering.
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
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"workplace-program-detector": {
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-workplace-program-detector"
],
"env": {
"APIFY_TOKEN": "your-value"
}
}
}
}Run this in your terminal
claude mcp add workplace-program-detector --env APIFY_TOKEN=your-value -- npx -y @mambalabsdev/mcp-workplace-program-detectorFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"workplace-program-detector": {
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-workplace-program-detector"
],
"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": {
"workplace-program-detector": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@mambalabsdev/mcp-workplace-program-detector"
],
"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.
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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 7, 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 (1.3.1) reached the registry yesterday.
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, TF Rooms
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.
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MCP server for the Mamba Labs Workplace Program Detector actor on Apify.
A company domain in, the people programs that company publishes out: employee resource groups, DEI, wellbeing and mental health, learning and tuition support, parental and caregiver leave, and volunteering.
npx -y @mambalabsdev/mcp-workplace-program-detector
{
"mcpServers": { "mamba-workplace-program-detector": { "command": "npx", "args": ["-y", "@mambalabsdev/mcp-workplace-program-detector"], "env": { "APIFY_TOKEN": "your-apify-token" } } } }
Get an Apify token at console.apify.com/account/integrations.
detect_workplace_programsA company domain in, the people programs that company publishes out: employee resource groups, DEI, wellbeing and mental health, learning and tuition support, parental and caregiver leave, and volunteering.
| Input | Type | Required | Notes |
|---|---|---|---|
domain | string | yes | Bare domain, for example hubspot.com. Protocol and path are stripped. |
ats_slug | string | no | Skip ATS discovery and read this Greenhouse, Lever or Ashby board slug directly. |
programs | array | no | Report only these families: erg, dei, wellbeing, learning, parental, volunteering. Omit for all six. A family you do not select reports null, never false, and is not counted in program_count. |
scan_job_postings | boolean | no | Reads the company's live job bodies from its ATS. This path finds benefits language that marketing pages omit. |
scan_web_pages | boolean | no | Probes the careers, culture, benefits, DEI and ESG paths. This path finds ERG and volunteering language that job postings omit. |
max_pages | string | no | Sent as a string for Clay. Clamped to 1 to 25. |
skipCache | enum | no | false uses the 14 day cache, true forces a fresh crawl. Sent as a string for Clay, matching the fleet convention. |
max_charge_usd | number | no | Optional spending cap for this call, in USD. The actor stops before any charge that would take the run past this amount and keeps every row already charged. |
You are charged per domain analyzed, plus a small actor start fee.
Prices from the live pricing record, read 2026-10-16:
| Event | Price per event (USD) | Fires when |
|---|---|---|
domain-analyzed | $0.008 on the Free plan, down to $0.0068 on higher Apify plans | Charged once per domain analyzed, including when the domain turns out to be unreachable or blocked. Every row reports how much of the site was actually read, so a null result is a real answer rather than a failure. |
apify-actor-start | $0.00005 | Charged when the Actor starts running. Number of events charged depends on Actor memory (one event per GB, minimum one event). |
The current price is on the actor's Apify page. Running this server consumes Apify credits.
It is a thin client for the Apify actor. It passes your input through and returns the actor's output unchanged. Every behavior described above lives in the actor, not here.
Errors are surfaced, never swallowed. An invalid input, an invalid token, an exhausted balance, a timeout, or a run that returns anything other than a dataset all come back as an explicit tool error rather than as an empty result.
The actor is on the [Apify Store]( https://apify.com/mambalabs/workplace-program-detector). This wrapper is MIT licensed.
Built by Mamba Labs