
Linkedin Company
io.github.johnisanerd由 GitHub 帳號 johnisanerd 發布v1.0.0更新於 Nov 5, 2026
LinkedIn company pages as JSON: industry, size, HQ, followers, and specialties, via hosted MCP.
概覽
託管於 Apify 的 MCP 工具,把公開的 LinkedIn 公司頁面網址轉成結構化的公司概況 JSON,供 AI 助理使用。
- 可以做什麼
- 從一個或多個公開的 LinkedIn 公司頁面網址蒐集公司概況資料
- 以每家公司一列 JSON 回傳名稱、產業、員工規模、總部、追蹤者、專長、網站與 Crunchbase 連結
- 單次執行最多可批次送出 1000 個網址並平行蒐集
- 無法蒐集的網址會回傳明確的單筆錯誤列,不影響整批結果
- 適用情境
- 適合客戶資料補全、業務情報,以及 CRM 或試算表類工作流程,讓助理依 LinkedIn 網址取得格式一致的公司概況。當你需要批次查詢、又不想自行建置或維護擷取基礎設施時適用。
- 執行需求
- 遠端 MCP 端點 mcp.apify.com,需以連接器加入或透過 HTTP MCP 用戶端接入。需要 Apify 帳號:可在瀏覽器完成 OAuth 授權,或提供 Apify API 權杖,例如以 Authorization Bearer 標頭傳入。README 的在本機執行範例另需 Python 3.11 以上版本。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Linkedin Company,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.johnisanerd%2Flinkedin-company/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": {
"linkedin-company": {
"type": "http",
"url": "https://mcp.apify.com/?tools=johnvc/linkedin-company-api"
}
}
}README
🏢 LinkedIn Company API: Firmographics to Structured JSON
The most efficient, reliable, and developer-friendly way to use the LinkedIn Company API.
Actor page: apify.com/johnvc/linkedin-company-api Input schema: apify.com/johnvc/linkedin-company-api/input-schema
Send one or many public LinkedIn company page URLs and get back one clean JSON row per company: name, industry, employee size, headquarters, followers, specialties, website, and a Crunchbase link. It is built API-first and MCP-ready, so you can call it from Python or drive it as a tool from an AI agent.
Video Walkthrough
Quick Start
Prerequisites
- Python 3.11 or higher
- An Apify account and API key (get a free key here)
-
Clone the repository
-
Install dependencies with UV
-
Configure your API key
-
Run the example
Alternative: set the API key directly
Why Use This LinkedIn Company API?
A URL in, structured data out. You never touch collection infrastructure. Pass a public company URL and get flat, predictable firmographic fields you can load straight into a sheet, a database, or a CRM.
Batch friendly. Send up to 1000 company URLs in one run. They are collected in parallel and returned one row each, so enriching an account list is one call.
Pay per company. Billing is per company returned, with no per-run setup fee, so you only pay for what is delivered.
Reliable and predictable. Every company comes back with the same field shape, and a URL that cannot be collected returns a clear error row instead of failing the whole run.
MCP-ready. Call it as a tool from Claude, Cursor, and other AI agents (see the install sections below).
Features
Core Capabilities
- Collect one or many public LinkedIn company pages by URL
- Name, industry, employee size band, headquarters, and specialties
- Follower count, website, organization type, and a Crunchbase link
- Office locations and country presence, plus the company logo URL
Data Quality
- One consistent JSON row per company, every time
- A plain-language
summaryfield on every row for quick scanning and AI use - Clear per-URL error rows so a single bad link never sinks the batch
Usage Examples
Basic Example
Batch Example (collected in parallel)
Input Parameters
Output Format
Each company is returned as one JSON row:
The crunchbaseUrl and website fields are returned when the company lists them.
FAQ
Will this put my LinkedIn or LinkedIn Recruiter account at risk?
No. It reads public LinkedIn pages only, the ones anyone can open while signed out. It never logs in and never asks for your cookies: there is no input for an account, a password or an li_at session cookie. Nothing it does is tied to your LinkedIn account, your LinkedIn Recruiter seat or your Sales Navigator license. The requests run on Apify's servers, not in your browser, so nothing connects them to you, and you can keep working in Recruiter while a run is going.
Install in Claude Cowork Desktop
[Install in Claude Cowork Desktop]
Cowork is the desktop app's automation mode. To give it the LinkedIn Company API as a tool, add the Apify MCP server as a connector.
- Open the Claude desktop app and go to Settings → Connectors (or Settings → Developer → Edit Config to edit
claude_desktop_config.jsondirectly).- macOS:
~/Library/Application Support/Claude/claude_desktop_config.json - Windows:
%APPDATA%\Claude\claude_desktop_config.json
- macOS:
- Add the Apify MCP server, preloaded with only this Actor:
- Restart the app. When Cowork first calls the tool, complete the OAuth prompt in your browser, or add your Apify API token in the connector settings to skip OAuth.
- In a Cowork chat, confirm the tool is available and ask it to run the LinkedIn Company API.
Download the desktop app and start a free trial: https://claude.ai/referral/uIlpa7nPLg More help: https://docs.apify.com/platform/integrations/claude-desktop
Install in Claude Code
Claude Code is the command-line tool. Add the Actor's MCP server with one command:
To use a token instead of browser OAuth:
Then verify with claude mcp list, or run /mcp inside a session. Ask Claude Code to call the LinkedIn Company API.
Try Claude Code free: https://claude.ai/referral/uIlpa7nPLg Claude Code MCP docs: https://code.claude.com/docs/en/mcp
Install in Claude (website)
On claude.ai you add Apify as a connector, then enable just this Actor's tool.
- Go to Settings → Connectors → Browse connectors and search for Apify MCP server. Install it (enable or update if prompted).
- When connecting, authenticate with your Apify API token, and enable the tool
johnvc/linkedin-company-api. - In any chat, open + → Connectors and turn on Apify.
- Alternatively, choose Add custom connector and paste the full MCP URL
https://mcp.apify.com/?tools=actors,docs,johnvc/linkedin-company-api, using OAuth when prompted. - Ask Claude to run the LinkedIn Company API.
Open Claude on the web: https://claude.ai/referral/uIlpa7nPLg
Install in Cursor
Cursor reads MCP servers from a project file at .cursor/mcp.json.
- In your project, create
.cursor/mcp.json:
- If you prefer token auth over browser OAuth, add a header:
- Open Cursor → Settings → MCP and confirm the apify server is connected (green dot).
- In Composer or Chat, ask Cursor to call the LinkedIn Company API.
New to Cursor? Get it here: https://cursor.com/referral?code=XQP4VBLI3NNX
Install in ChatGPT
ChatGPT connects to the Apify MCP server through Developer mode (available on ChatGPT Pro, Plus, Business, Enterprise, and Education plans).
- Click your profile icon, then go to Settings > Apps. If you do not see a Create app button, open Advanced settings and enable Developer mode.
- Click Create app and fill out the form:
- Name: Apify
- MCP Server URL:
https://mcp.apify.com/?tools=actors,docs,johnvc/linkedin-company-api - Authentication: OAuth
- Click Create and authorize the connection with Apify.
- To use the app in a conversation, click + in the chat, choose Developer mode, and select Apify.
More help: https://docs.apify.com/platform/integrations/mcp
Use the LinkedIn Company API to power your sales intelligence, account enrichment, and CRM workflows with reliable, structured results.
🤖 Ask an AI assistant about this Actor
Open a ready-to-send prompt about the LinkedIn Company API in the AI of your choice:
- 💬 ChatGPT
- 🧠 Claude
- 🔍 Perplexity
- 🅒 Copilot
Last Updated: 2026.10.27
來源:README.md,提交 cc35839
工具
0版本歷史
1- v1.0.0最新Nov 5, 2026
評分
已滿足適用檢查項的 75%
該評分衡量此收錄條目的完整程度,依據註冊中心條目、端點與公開來源計算得出。它不是對伺服器本身的評價,也不表示伺服器安全或目前可用:可連通性是帶日期的檢查結果,評分也不包含安裝量或使用者評價。
- 近 30 天內可連通必需25 分
- 已宣告認證方式必需10 分
- 已列出工具15 分
請讓伺服器在無憑證時回應 tools/list,或發布可在沙箱中無憑證啟動的軟體包。
- 描述必需15 分
- 圖示10 分
- 文件15 分
- 授權條款10 分
請在儲存庫或註冊中心條目中宣告授權條款。