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π LinkedIn MCP
LinkedIn for AI assistants β structured data via a real, stealth browser session
     
Give Claude, Cursor, and any MCP client access to LinkedIn β profiles, people/job/company search, feed, messaging, and your network β as clean structured JSON.
22 tools Β· reads + gated writes (connect, message, post, react, comment) Β· a real safety layer (daily caps, human pacing, circuit breaker) Β· 166 tests.
β οΈ Automating LinkedIn violates its User Agreement and can get an account restricted. No tool is ban-proof β and this one says so up front. Use a secondary account; read Account safety and DISCLAIMER.md first.
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Why this exists
LinkedIn's internal Voyager API (the one its own web app uses) returns rich, structured JSON β but it sits behind Cloudflare bot-management, which rejects plain HTTP requests (a stateless fetch or curl gets stuck in an endless redirect, even with a valid cookie). The only reliable way to read LinkedIn data programmatically in 2026 is from inside a real browser that clears the challenge.
This project's approach:
- Drive a real Chrome via patchright (an undetected Playwright fork) so Cloudflare's challenge is solved with a genuine browser fingerprint.
- Query Voyager from inside the authenticated page β same-origin, the exact network path LinkedIn's own SPA uses β structured JSON, not scraped DOM text.
That last point is the edge over DOM-scraping tools: in-page API calls are locale-independent and resilient to UI redesigns, so they don't break on a moved CSS selector or a translated label.
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β¨ What's good here
| | | |---|---| | π§© Structured JSON | In-page Voyager API calls return normalized data, shaped into compact objects β not brittle innerText scraping. | | βοΈ Writes are API calls, not button-clicking | connect / message / post / react / comment POST straight to Voyager β the exact requests the web app sends, captured and verified live. No hunting for a "Connect" button under a sticky navbar, no composer-dialog race. Every write returns a structured status (ok / duplicate / already_connected / restricted / quota_exhausted / β¦) β never a blind "sent: true". | | π‘οΈ Safety layer built in | Serial queue, human-paced jittered delays, per-action daily budgets, account warmup ramp, and a circuit breaker that hard-stops on any checkpoint/captcha. (Risk reduction β not a safety guarantee.) | | π₯ One warm session | A single persistent browser per process (cookies + Cloudflare clearance survive restarts). Explicit close_session, signal-handled teardown β no zombie Chrome. | | π Locale-independent | API + embedded-JSON parsing, not English-only DOM selectors β survives UI redesigns and translations. | | π Local & private | Session stored under ~/.linkedin-mcp/ with 0700/0600 perms; no cookies/tokens to paste, none ever logged. |
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How it compares
| | DOM-scraping LinkedIn MCPs | This | |---|---|---| | Reads | scraped page text (brittle, locale-bound) | structured API JSON | | Writes (connect/message/post) | click rendered buttons (break on sticky navbars, dialog races, localized labels) | direct Voyager POST, captured + verified live | | Write feedback | "clicked it" β hope | structured status (ok / duplicate / restricted / quota_exhausted / β¦) | | Resilience | breaks on UI tweaks / translations | API + embedded-JSON, locale-proof | | Safety (caps, pacing, circuit breaker) | none | β
built-in, 166 tests | | Zombie browser processes | common | β
reaped on close | | Language | Python | TypeScript + official MCP SDK |
We hit LinkedIn's own API from inside the challenge-passed browser β reads and writes β so you get the structured response and a real status, not parsed HTML and a hopeful click.
π¦ Status
Stable β v2, all 22 tools shipping. Full transparency on exactly where every piece stands:
| Area | State | |---|---| | Stealth browser engine (patchright) | β
built, live-proven | | In-page Voyager fetch (the core mechanism) | β
live-verified (returns structured JSON) | | Safety layer (queue / pacer / budgets / circuit-breaker) | β
built, 166 unit tests | | Profile β get_profile, get_my_profile (name, headline, summary, experience, education, skills, certifications, languages) | β
live-verified | | Feed / notifications β get_feed, get_notifications | β
live-verified | | Jobs / messaging β search_jobs, get_job_details, get_inbox, get_conversation | β
live-verified | | People / companies β search_people, search_companies, get_company, get_company_posts, get_company_employees (DOM fallback) | β
live-verified | | Network β get_pending_invitations (received + sent) | β
| | Session β whoami, health_check (live Voyager probe + budget headroom), close_session | β
| | Write tools β connect_with_person, send_message, create_post, react_to_post, comment_on_post | β
all 5 endpoints captured + live-verified on a burner; gated (confirm:true + daily caps), structured statuses. β οΈ These take real, often irreversible actions β keep the gate on and use a throwaway account. |
22 tools. typecheck + 166 tests green.
Login is headful, the server is headless. The one-time --login opens a real Chrome window (to clear Cloudflare and let you solve any captcha/2FA). After that the persistent profile carries the clearance, so the server runs headless β verified returning live data. Use a residential IP; datacenter/VPN IPs are often pre-flagged by Cloudflare regardless of headless vs headful.
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π Quick start
1. Log in once (opens a real Chrome window β sign in, solve any captcha/2FA):
npx -y linkedin-mcp-tools@latest --login
Needs Google Chrome installed (or run npx patchright install chrome once). Your session β Cloudflare clearance and all β persists to ~/.linkedin-mcp/profile/.
2. Point your MCP client at it. Claude Desktop / Cursor / Claude Code config:
{
"mcpServers": {
"linkedin": {
"command": "npx",
"args": ["-y", "linkedin-mcp-tools@latest"]
}
}
}
Then just ask: "Get my LinkedIn profile and summarize my experience" or "Find 5 recruiters at Google."
<details> <summary><b>From source / contributing</b></summary>
git clone https://github.com/devag7/linkedin-mcp.git
cd linkedin-mcp
npm install
npm run setup:browser # installs the Chrome patchright drives
npm run login # log in once
npm run spike # verify: fetches your profile as JSON
npm run build # produces dist/
MCP config: "command": "node", "args": ["/absolute/path/to/dist/index.js"]. </details>
Headless / server deployment
The one-time --login needs a window; the server then runs headless (verified returning live data). Run --login on a machine with a display (or via VNC), copy ~/.linkedin-mcp/profile/ to your server, and run there:
LINKEDIN_HEADLESS=true npx -y linkedin-mcp-tools@latest # no display needed
Use a residential IP β datacenter/VPN IPs are frequently pre-flagged by Cloudflare regardless of headless vs headful.
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π‘οΈ Account safety
Read this. Automating LinkedIn violates its User Agreement and can get your account restricted or banned β no tool can prevent that, including this one. The built-in safety features (daily caps, human pacing, warmup, circuit breaker) reduce risk; they do not eliminate it.
Defaults err conservative:
- Connections 20/day, messages 50/day, likes+comments 50/day combined, follows 30/day β combined write cap 150/24h.
- Profile views 80/day, searches 30/day.
- New-account warmup ramp over the first weeks; pending-invite ceiling and acceptance-rate pauses.
- Reads paced 4β12s apart, writes 45β150s, with long breaks and a working-hours gate.
- A circuit breaker stops automatically on any checkpoint, captcha, or "unusual activity" page β and never tries to solve one.
Recommendations: use a secondary/throwaway account, run from a residential IP, warm it up slowly. See DISCLAIMER.md for the full legal/ToS notice.
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βοΈ Configuration
| Variable | Default | Description | |---|---|---| | LINKEDIN_HEADLESS | true | Server runs headless. --login always opens a real window regardless. Set false to watch the browser. | | LINKEDIN_CHROME_PATH | β | Explicit Chrome binary path (else patchright's). | | LINKEDIN_PROFILE_DIR | ~/.linkedin-mcp/profile | Persistent browser profile. | | LINKEDIN_IDLE_TIMEOUT_MS | 300000 | Close the browser after this idle time (0 disables). | | LINKEDIN_CONCURRENCY | 1 | Serial by default; >1 is ban-risky. | | TRANSPORT | stdio | stdio (primary) or http. |
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π Development
npm run dev # run from source (stdio)
npm run typecheck
npm test # vitest (safety layer + smoke)
npm run build
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π License
MIT β see LICENSE. Not affiliated with LinkedIn. Use at your own risk; see DISCLAIMER.md.
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Made by Dev Agarwalla
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