Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Hosted MCP: 4186 structured web-data tools across 500 platform groups.
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.
x-api-keyValues 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 …”.
This address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Run this in your terminal
claude mcp add --transport http crawlora https://mcp.crawlora.net/mcp --header 'x-api-key: your-value'Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"crawlora": {
"url": "https://mcp.crawlora.net/mcp",
"headers": {
"x-api-key": "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": {
"crawlora": {
"type": "http",
"url": "https://mcp.crawlora.net/mcp",
"headers": {
"x-api-key": "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 address needs a key in a request header, which the add-connector menu cannot set. Use Claude Code, Cursor or VS Code instead.
Your choice stays on this device in a cookie; no account needed.
x-api-key secret required HTTP headerThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 against the domain crawlora.net (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 672 ms (HTTP 200)
No sign-in needed
Not checked yet; we read the tool list when we check the endpoint
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 2 of 2 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: x-api-key
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.
The GitHub repo last changed –, and the latest version (1.17.18) reached the registry 5 days ago.
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.
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.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Live room availability, rates and stay quotes for 12 New Leaf motels in Twin Falls, Idaho.
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.
Crawlora MCP is a hosted Model Context Protocol server that gives AI clients and agents 4186 structured public‑web‑data tools across 500 platform groups — search, maps, e‑commerce, social, finance, travel, app stores, media, and reviews — each returning clean, normalized JSON instead of HTML to parse.
Two ways to use it: connect any MCP client to the hosted endpoint
(
https://mcp.crawlora.net/mcp), or run the small open‑source local server in this repo
(
npx/ Docker, stdio) — both expose the same tools and authenticate with your Crawlora API
key. Start free with 2,000 credits/month (no card) at [crawlora.net](https://crawlora.net?utm_source=github&utm_medium=referral&utm_campaign=crawlora-mcp).
| Endpoint | https://mcp.crawlora.net/mcp |
| Transport | Streamable HTTP |
| Auth | Authorization: Bearer (preferred) — x-api-key: also accepted |
| Get a key | https://crawlora.net (free 2,000 credits/mo) |
| Server card | https://crawlora.net/.well-known/mcp/server-card.json |
A missing or invalid API key returns 401.
Crawlora MCP works with any MCP‑capable client. Pick yours below — they all point at the same hosted endpoint (https://mcp.crawlora.net/mcp, Streamable HTTP) and authenticate with your CRAWLORA_API_KEY. Prefer keeping the key in an environment variable over pasting it literally, and never commit it. Ready‑to‑paste files for each client live in examples/.
claude mcp add --transport http crawlora https://mcp.crawlora.net/mcp \
--header "Authorization: Bearer ${CRAWLORA_API_KEY}"
Adds at local scope by default. Use --scope user to make it available in every project, or --scope project to write a shared .mcp.json. Confirm with claude mcp list.
Settings → Developer → Edit Config, then add to claude_desktop_config.json:
{
"mcpServers": { "crawlora": { "url": "https://mcp.crawlora.net/mcp", "transport": "streamable-http", "headers": { "Authorization": "Bearer YOUR_CRAWLORA_API_KEY" } } } }
Project‑local .cursor/mcp.json (or ~/.cursor/mcp.json for all projects):
{
"mcpServers": { "crawlora": { "url": "https://mcp.crawlora.net/mcp", "headers": { "Authorization": "Bearer ${CRAWLORA_API_KEY}" } } } }
codex mcp add crawlora \
--url https://mcp.crawlora.net/mcp \ --bearer-token-env-var CRAWLORA_API_KEY
.vscode/mcp.json (project) or your user mcp.json:
{
"servers": { "crawlora": { "type": "http", "url": "https://mcp.crawlora.net/mcp", "headers": { "Authorization": "Bearer ${env:CRAWLORA_API_KEY}" } } } }
~/.codeium/windsurf/mcp_config.json (note the serverUrl key):
{
"mcpServers": { "crawlora": { "serverUrl": "https://mcp.crawlora.net/mcp", "headers": { "Authorization": "Bearer ${env:CRAWLORA_API_KEY}" } } } }
~/.gemini/settings.json (note the httpUrl key):
{
"mcpServers": { "crawlora": { "httpUrl": "https://mcp.crawlora.net/mcp", "headers": { "Authorization": "Bearer YOUR_CRAWLORA_API_KEY" } } } }
Add to cline_mcp_settings.json using the generic remote shape — full walkthrough in llms-install.md:
{
"mcpServers": { "crawlora": { "url": "https://mcp.crawlora.net/mcp", "transport": "streamable-http", "headers": { "Authorization": "Bearer ${CRAWLORA_API_KEY}" } } } }
Any client that speaks Streamable HTTP can use the generic config in examples/mcp.json. stdio‑only clients (e.g. Zed) should run the local server below and point at its npx command.
This repo also ships a small stdio MCP server (index.mjs) that exposes the same 4186 tools, each wrapping the Crawlora REST API (https://api.crawlora.net/api/v1) with your CRAWLORA_API_KEY. Useful if you'd rather run the server yourself than use the hosted endpoint.
The counts above describe this repository’s current source catalog. The npm package used by npx crawlora-mcp may contain the previous catalog until a tagged release is published. To use this source snapshot, clone the repository and follow the local setup instructions below.
# Node 20+ (no install)
CRAWLORA_API_KEY=your-key npx -y crawlora-mcp
npm install && CRAWLORA_API_KEY=your-key node index.mjs
docker build -t crawlora-mcp . && docker run -i -e CRAWLORA_API_KEY=your-key crawlora-mcp
Client config (stdio):
{
"mcpServers": { "crawlora": { "command": "npx", "args": ["-y", "crawlora-mcp"], "env": { "CRAWLORA_API_KEY": "your-key" } } } }
The tool definitions in tools.json are generated from Crawlora's published API catalog; each carries its real input schema and maps to a single REST endpoint.
Just paste the URL into your client settings. No Node.js required.
https://mcp.crawlora.net/mcp
Header: x-api-key:
Get a key at crawlora.net. Every account includes 2,000 free credits / month with no credit card required.
See tools.json or your MCP client UI for exact schemas, the index of every tool by platform at the end of this README, and TOOLS.md for each tool's description. Below is an overview by category:
| Category | Highlights |
|---|---|
| Search & Web | google_search, google_news, bing_search, duckduckgo_search, baidu_search, brave_search, startpage_search, yandex_search, kagi_search, web_scrape, web_parse, bbb_search, bbb_search_filters |
| Maps & Places | google_maps_search, google_maps_place, google_maps_reviews, google_maps_photos, bbb_regions, bbb_local_bbbs, bbb_local_bbb |
| Marketplace & Products | amazon_search, amazon_product, amazon_reviews, walmart_search, ebay_search, etsy_search, shopify_store, target_search, doordash_store, doordash_feed, ubereats_store, reverb_search, reverb_listing, reverb_price_guide |
| Social & Profiles | twitter_user, twitter_tweet, instagram_user, reddit_post, reddit_comments, threads_user, tiktok_user, tiktok_creative_center_filters, tiktok_creative_center_hashtags, tiktok_creative_center_top_content, tiktok_creative_center_videos |
| Finance & Markets | google_finance_search, google_finance_quote, yahoo_finance_quote, polymarket_events, kalshi_markets |
| Research & Papers | research_search_papers, research_inspect_paper, research_read_paper, research_related_papers, research_sources |
| Travel & Lodging | airbnb_search, airbnb_room, tripadvisor_search, booking_search |
| Jobs & Companies | linkedin_jobs, indeed_jobs, glassdoor_company, pitchbook_company |
| Media & Audio | youtube_video, youtube_transcript, spotify_artist, apple_podcasts_show, bbb_news, bbb_news_topics, bbb_article |
| App Stores | appstore_app, googleplay_app |
| Reviews & Q&A | trustpilot_reviews, g2_reviews, capterra_product, goodreads_book, bbb_business, bbb_page, bbb_category, bbb_business_complaints, bbb_business_more_info, bbb_business_reviews, bbb_scamtracker_search, bbb_scamtracker_detail, bbb_scamtracker_state_stats |
npx or Docker.A good alternative to stitching together SerpApi, Firecrawl, ScraperAPI, or ScrapingBee.
server.jsonSee LICENSE. The Crawlora MCP service itself is a hosted SaaS governed by the Crawlora terms; this repository contains connection docs and manifests.
All 4186 tools by platform, generated from tools.json. TOOLS.md has the description of every tool.
firstdibs_categories, firstdibs_designers, firstdibs_product, firstdibs_searchsevennow_catalog, sevennow_categories, sevennow_category, sevennow_combo, sevennow_combos, sevennow_deals, sevennow_offers, sevennow_popular, sevennow_product, sevennow_promotion, sevennow_search, sevennow_stores, sevennow_suggestabcau_article, abcau_author, abcau_headlines, abcau_news, abcau_sectionsabcnews_article, abcnews_author, abcnews_headlines, abcnews_news, abcnews_sectionsaccor_amenities, accor_brands, accor_catalog_hotels, accor_destination_hotels, accor_property, accor_search, accor_search_details, accor_search_suggestadidas_product, adidas_product_review_topics, adidas_product_reviews, adidas_search, adidas_store, adidas_stores, adidas_suggestagoda_activities_search, agoda_activity_detail, agoda_flights_itinerary_amenities, agoda_flights_search, agoda_flights_search_locations, agoda_homes_search, agoda_hotel_detail, agoda_hotels_searchairbnb_host, airbnb_host_listings, airbnb_host_reviews, airbnb_room, airbnb_room_calendar, airbnb_room_reviews, airbnb_searchalcom_headlines, alcom_news, alcom_sectionsaliexpress_categories, aliexpress_category_ids, aliexpress_category_products, `alOnly the beginning is shown; read the rest in the repo