Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Google SERP + AI Overviews, AI Mode, SEA news mentions, Maps, Jobs, Trends and 13 more data tools.
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": {
"data": {
"command": "npx",
"args": [
"-y",
"@subimpact/data-mcp"
],
"env": {
"APIFY_TOKEN": "your-value"
}
}
}
}Run this in your terminal
claude mcp add data --env APIFY_TOKEN=your-value -- npx -y @subimpact/data-mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"data": {
"command": "npx",
"args": [
"-y",
"@subimpact/data-mcp"
],
"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": {
"data": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@subimpact/data-mcp"
],
"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 6, 2026
The registry name was verified with the GitHub account subimpact, which owns the repo
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 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.
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 (1.2.0) reached the registry 8 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, SSTracker free youth training
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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.
Free youth sports drills, practice plans and age-group answers for parents and coaches.
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Public-data tools for AI agents, in one MCP server. Point it at your own Apify account and your model can search Google (organic results, People Also Ask, knowledge graph and full AI Overviews), run Google AI Mode queries, watch news mentions across Southeast Asian publishers, collect Google Maps places, Google Jobs, Trends, website contacts, page-to-markdown, Ads Transparency data, YouTube, TikTok, Eventbrite, ATS career pages, Substack, Bluesky, Lazada products, JSON-LD entity graphs, SEO audits and Pinterest — all as JSON instead of browser tabs. Every tool wraps one actor from the subimpact Apify Store: the server starts the actor with your APIFY_TOKEN, waits for it, and returns the dataset items. Nothing is scraped locally and no credentials of ours are involved.
You need an Apify API token: console.apify.com → Settings → Integrations. Runs are billed to that Apify account at each actor's Store price (pay per event).
claude mcp add subimpact-data -e APIFY_TOKEN=... -- npx -y @subimpact/data-mcp
Add this to claude_desktop_config.json (~/Library/Application Support/Claude/ on macOS, %APPDATA%\Claude\ on Windows):
{
"mcpServers": { "subimpact-data": { "command": "npx", "args": ["-y", "@subimpact/data-mcp"], "env": { "APIFY_TOKEN": "apify_api_your_token" } } } }
Add the same block to .cursor/mcp.json (project) or ~/.cursor/mcp.json (global):
{
"mcpServers": { "subimpact-data": { "command": "npx", "args": ["-y", "@subimpact/data-mcp"], "env": { "APIFY_TOKEN": "apify_api_your_token" } } } }
Want a smaller tool list? Add "--tools", "google_search,news_mentions" to args, or set SUBIMPACT_TOOLS=google_search,news_mentions in env. get_run_results is always available.
| Tool | What it does | Price |
|---|---|---|
google_search | Google search as JSON: full AI Overview answers (lists, citations, sources) plus organic results, People Also Ask, knowledge graph, top stories and local results in one… | Google SERP: $0.003 |
google_ai_mode | Real Google AI Mode answers (udm=50 tab) rendered in Android Chrome, for any country and language: full answer, structured blocks, resolved source URLs and per-paragraph… | AI Mode search completed: $0.003 + platform usage |
news_mentions | Search a curated index of publisher news feeds by keyword and get clean article rows: title, snippet, publisher URL, source, region, topic, language and publish time.… | Article: $0.001 + platform usage |
google_maps_places | Extract Google Maps places with phone, website, rating, reviews, opening hours, popular times, images and place ID. Plain HTTP, no browser, $1.00 per 1,000 places.… | Place scraped: $0.001; Review scraped: $0.0005; Actor start: $0.00005; Add-on: Company contacts: $0.001 + platform usage |
google_jobs | Scrape Google Jobs listings by query and country: title, company, location, source (LinkedIn, Indeed...), posted date, salary, job type, description and apply links. No… | Job: $0.001 + platform usage |
website_contacts | Extract emails, phone numbers and social profile links (Facebook, Instagram, LinkedIn, X, TikTok, YouTube, WhatsApp, Telegram) from any list of websites. Plain HTTP, no… | Page scanned: $0.0008 + platform usage |
google_trends | Scrape Google Trends interest-over-time, related queries/topics, and per-region interest for keywords. No API key, no browser, no captcha. Up to 5 keywords compared per… | Keyword trends bundle: $0.0025 + platform usage |
web_page_markdown | Web search and fetch tool for AI agents and RAG pipelines. Queries Google Search, scrapes the top N pages over raw HTTP, and returns clean Markdown. $0.001 per page plus… | Page extracted: $0.001 + platform usage |
google_ads_transparency | Scrape Google Ads Transparency Center: find advertisers by name or ID and export their ads with format, first and last shown dates, preview and ad links, filtered by… | Ad: $0.0008; Advertiser: $0.0005 + platform usage |
youtube | Fast YouTube scraper with no browser and no API key: keyword search with filters, channel videos and Shorts, channel About data, playlists, video details (exact likes,… | Result: $0.001 + platform usage |
tiktok_hashtag | High-speed TikTok hashtag scraper. Extract videos, views, likes, comments, shares, audio details, and creator profiles by hashtag at an ultra-competitive price. | Video: $0.001 |
eventbrite_events | Scrape Eventbrite events with venue and organizer data by default. Search by city, keyword, category, price and dates, or by event URL or organizer. $2.00 per 1,000… | Event: $0.002 + platform usage |
company_career_jobs | Get live job postings straight from company career pages — Greenhouse, Lever, Ashby, Workday, SmartRecruiters — normalized into one schema, with new-job monitoring for… | Job scraped: $0.001; Company monitored: $0.02 + platform usage |
substack | Substack Intel API — Posts, Archives & Publication Stats | Run started: $0.00005; Post or publication row: $0.001 + platform usage |
bluesky | Scrape Bluesky posts, profiles, threads, and follower graphs by keyword, hashtag, or handle. No login required. Fast AT Protocol API, JSON/CSV export, pay only per… | Post scraped: $0.001; Profile scraped: $0.002 + platform usage |
lazada_products | Scrape Lazada search results and category pages across 6 SEA markets (MY/SG/TH/ID/PH/VN) with a real browser session via Apify residential proxy. Monitor price drops,… | Product scraped: $0.00099; Product checked: $0.003; Alert created: $0.01 + platform usage |
jsonld_entities | Extract deeply nested JSON-LD, validate against Schema.org (979 types, 1,633 properties), and resolve disconnected blocks into one unified knowledge graph with typed… | Actor start: $0.00005; Page processed: $0.0015 + platform usage |
seo_page_audit | Port of the SEO Minion extension as an API: full on-page audits per URL (meta tags, headings, images, links, structured data, hreflang) plus Google SERP snippet previews… | page audit: $0.001; SERP preview: $0.001 + platform usage |
pinterest | Scrape Pinterest pins from keyword search, boards and profiles. Full-res originals, video variants, board/pinner metadata, repin counts. Pure HTTP - no browser, no… | Pin scraped: $0.00199; Media downloaded: $0.005 + platform usage |
rss_feed_reader | Read RSS, RDF, Atom and JSON Feed URLs and get one clean JSON row per item: title, link, ISO dates, author, summary, categories, image, enclosures. Only-new mode for… | Feed item: $0.0005 + platform usage |
telegram_channel | Scrape public Telegram channels via the t.me web preview: one row per post with text, date, views, media, link previews, polls, reactions, hashtags and links, plus… | Post: $0.0003; Channel info: $0.001 + platform usage |
google_flights | Search Google Flights and get one row per flight option: fare, airlines, flight numbers, times, airports, stops, layovers, aircraft, legroom and CO2. One-way or round… | Flight search: $0.002 + platform usage |
my_grocery_prices | One normalised Malaysian grocery price feed from 99 Bulksales, Jaya Grocer and KPDN PriceCatcher, with pack-size parsing, RM per kg / litre / piece unit prices and… | Product price row: $0.001 + platform usage |
Every tool also accepts two optional control parameters:
_maxItems (integer, default 50, max 1000) — how many dataset items come back to the model. It truncates the response only; the actor still collects (and charges for) what its input asks for._maxChargeUsd (number, default 0.5) — per-run spending cap in USD, sent to Apify as the run option maxTotalChargeUsd. The run stops when it reaches the cap, so an accidental large batch cannot cost more than this.The extra get_run_results tool (runId, _maxItems, offset) fetches the status and items of a run that was still running when its tool call returned. Long jobs return a runId instead of blocking forever; call it later to collect the results.
Every call is a real Apify run on your account, priced per event by the actor (for example google_search at $0.003 per SERP, news_mentions at $0.001 per article). There is no subscription and this server never charges you: Apify bills your account directly.
_maxChargeUsd of $0.50; it is passed to Apify and enforced by the platform._maxItems to keep model context (and token spend on the model side) small.itemCount (total items in the dataset) and returned (items sent to the model), so you can see when a result was truncated.A single tool call waits up to SUBIMPACT_TIMEOUT_SECS (default 240 seconds). If the run is still going, you get its runId and can collect the results with get_run_results.
| Variable | Required | Description |
|---|---|---|
APIFY_TOKEN | yes (for calls) | Your Apify API token. tools/list works without it so directories can introspect the server. |
SUBIMPACT_TOOLS | no | Comma-separated subset of tool names to expose, e.g. google_search,news_mentions. |
SUBIMPACT_TIMEOUT_SECS | no | Per-call wait budget in seconds (default 240). |
SUBIMPACT_API_BASE | no | Override the Apify API base URL (default https://api.apify.com/v2); meant for testing against a mock. |
CLI flags: --tools a,b,c, --help, --version.
APIFY_TOKEN you set. The server ships with no secrets and calls no private backend._maxChargeUsd cap limits a single run, not your monthly Apify spend.npm install
npm run build # tsc + copy src/tools.json into dist/ npm test # offline tests: mocked fetch + a stdio round trip npm run typecheck
Only the beginning is shown; read the rest in the repo