
VNCNT Labs SEO & Search Data
io.github.PravinrajV由 GitHub 帳號 PravinrajV 發布v1.7.0更新於 Nov 5, 2026
Google SERP, keyword volume, tech stack, rank tracking, backlinks, site audits. Pay per use.
概覽
託管於 Apify 的 MCP 伺服器,提供 VNCNT Labs 的 SEO 與搜尋資料工具:SERP 結果、關鍵字量、排名追蹤、反向連結、技術棧與網站稽核。
- 可以做什麼
- 擷取 Google 與 Bing 搜尋結果頁、People Also Ask、AI 概覽並檢查排名
- 查詢關鍵字搜尋量、關鍵字靈感、趨勢與關鍵字差距
- 檢查反向連結、網域權重、網站流量與技術棧
- 執行網站 SEO 稽核與 SEO 內容研究報告
- 擷取 YouTube 字幕、搜尋結果與留言
- 蒐集在地與市場資料:地圖商家名單、聯絡方式、評論、職缺、飯店,以及 Amazon、Shopify、Google 購物賣家資料
- 適用情境
- 適合需要即時 SEO 或電商市場調查的情境:關鍵字與競品分析、排名與反向連結檢查、網站稽核,或賣家與評論資料,不必自行撰寫擷取程式。
- 執行需求
- 遠端 streamable HTTP 端點 mcp.apify.com,工具清單寫在 URL 中。需要 Apify 帳號,並在瀏覽器以 OAuth 登入,或以 Bearer 標頭提供 Apify API 權杖(範例中使用 APIFY_TOKEN)。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 VNCNT Labs SEO & Search Data,將其新增到工作區。
- 連接 所需的 憑證。它們會被私密儲存,絕不會在公開頁面上展示。
- 為需要使用其工具的對話啟用該服務。
Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。
交給代理程式安裝
把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。
閱讀 https://sourceweft.com/mcp/io.github.PravinrajV%2Fvncntlabs-seo/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。其他 MCP 客戶端
把它新增到你客戶端的 mcpServers 設定中。 客戶端會在首次連接時完成 OAuth 登入。
{
"mcpServers": {
"vncnt-labs-seo-search-data": {
"type": "http",
"url": "https://mcp.apify.com/?tools=vncntlabs/keyword-search-volume,vncntlabs/keyword-ideas,vncntlabs/domain-seo-data,vncntlabs/google-trends-search-volume,vncntlabs/ai-search-visibility-tracker,vncntlabs/google-maps-rank-tracker,vncntlabs/google-ads-transparency,vncntlabs/google-news-scraper,vncntlabs/seo-content-bundle,vncntlabs/google-rank-tracker,vncntlabs/backlink-checker,vncntlabs/website-seo-audit,vncntlabs/keyword-gap-finder,vncntlabs/google-serp-scraper,vncntlabs/website-tech-stack,vncntlabs/bing-search-scraper"
}
}
}README
VNCNT Labs Apify examples
Minimal, runnable code for calling VNCNT Labs tools through the Apify API. The numbered folders have the same call four ways: curl, Python (apify-client), Node.js (apify-client) and, where the tutorial uses it, an n8n workflow. The mcp/ folder connects Claude, ChatGPT, Cursor or VS Code to the same tools through Apify's MCP server.
All 34 tools
Every tool runs the same way: send its input as JSON and get rows back. The example folders cover sixteen tools in depth. For the rest, use the generic call below with the input from the tool's input schema page.
Prices are from each tool's Store page on Oct 25, 2026. The Store page is always the current source.
Example folders
Setup
You need an Apify account and an API token (Apify Console > Settings > API & Integrations).
Every example reads the token from the APIFY_TOKEN environment variable. Nothing in this repo contains a real token.
Any tool with curl
Replace TOOL with a slug from the table (for example backlink-checker) and the body with that tool's input:
Each tool's fields are at https://apify.com/vncntlabs/TOOL/input-schema. Sync calls wait up to 300 seconds; for bigger jobs start a run with POST /v2/acts/vncntlabs~TOOL/runs and read the dataset when it finishes.
Run the folder examples
Each script uses the tutorial's input by default. Pass a JSON file to use your own:
test-inputs/ holds the smallest useful input for each folder. scripts/smoke_test.sh runs all the Python and Node examples with them.
Note for Python: apify-client 3.x returns a Run object, so the dataset ID is run.default_dataset_id. Code written for 1.x/2.x uses run["defaultDatasetId"] instead.
n8n
Import 01-keyword-search-volume/n8n-workflow.json (Workflows > Import from file). Then create a Header Auth credential with name Authorization and value Bearer <your token>, and select it on the HTTP Request node.
Claude, ChatGPT, Cursor, VS Code (MCP)
The tools are grouped into five hosted MCP servers. Add one URL as a streamable HTTP server and sign in to Apify in the browser, or send your token as a Bearer header.
To mix tools, put any vncntlabs/<tool> names in one ?tools= list.
Then ask something like "Get US Google and Amazon search volume for these 40 keywords and sort by volume per KD point."
Costs
Every tool is pay per event, and you pay only for results returned, on your own Apify account. You can cap any run with the maximum charge setting (maxTotalChargeUsd).
License
MIT, see LICENSE. The data comes from the tools' providers under their terms. Not affiliated with Google, Amazon, YouTube, Etsy, eBay or the USPTO.
來源:README.md,提交 1403ec2
工具
0版本歷史
8- v1.7.0最新Nov 5, 2026
- v1.6.0Nov 4, 2026
- v1.5.0Oct 31, 2026
- v1.4.0Oct 29, 2026
- v1.2.1Oct 26, 2026
- v1.2.0Oct 25, 2026
- v1.1.0Oct 24, 2026
- v1.0.0Oct 18, 2026
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