Atlas / MCP servers / eliasbiondo / LinkedIn

LinkedInSAFE

mcp/eliasbiondo/linkedin-11

๐Ÿ”— A Model Context Protocol (MCP) server for LinkedIn โ€” search people, companies, and jobs, scrape profiles, and get structured data via any MCP-compatible AI client.

Verdict
SAFE
Grade
B
Trust score
89 /100
Exposed tools
1 1r ยท 0w ยท 0d
Transport
stdio ยท streamable-http
License
MIT
Stars
193
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

A Model Context Protocol (MCP) server for LinkedIn. Search people, companies, and jobs, scrape profiles, and retrieve structured JSON data from any MCP-compatible AI client.

https://github.com/user-attachments/assets/50cd8629-41ee-4261-9538-40dc7d30294e

Built with FastMCP, Patchright, and a clean hexagonal architecture.

Features

Person Profile Sections

The get_person_profile tool supports granular section scraping. Request only the sections you need:

  • Main profile (always included) โ€” name, headline, location, followers, connections, about, profile image
  • Experience โ€” title, company, dates, duration, description, company logo
  • Education โ€” school, degree, dates, description, school logo
  • Contact info โ€” email, phone, websites, birthday, LinkedIn URL
  • Interests โ€” people, companies, and groups followed
  • Honors and awards โ€” title, issuer, description
  • Languages โ€” language name and proficiency level
  • Posts โ€” recent activity with reactions and timestamps
  • Recommendations โ€” received and given, with author details

Company Profile Sections

  • About (always included) โ€” overview, website, industry, size, headquarters, specialties, logo
  • Posts โ€” recent feed posts with engagement metrics
  • Jobs โ€” current open positions

Job Search Filters

The search_jobs tool supports the following filters:

Read from source at commit 95028e466d61OBSERVED ยท 2026-10-06
02

Connect

Built from this server's own package name, version and transport as found in its source โ€” not copied from anyone's documentation, so it cannot drift against a page we do not control.

claude-code
claude mcp add linkedin-mcp-server -- uvx linkedin-mcp-server
claude-desktop
{
  "mcpServers": {
    "linkedin-mcp-server": {
      "command": "uvx",
      "args": [
        "linkedin-mcp-server"
      ]
    }
  }
}
03

Exposed tools (1)

1 read ยท 0 write ยท 0 destructive.

ToolRiskDescription
close_browserreadtry:
04

Trust audit

SAFEgrade B ยท trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
declared (1 observation(s))
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (1)

LOWInventory / provenance ยท inv.hidden_file ยท CWE-1104
.pre-commit-config.yaml
.pre-commit-config.yaml
Why it matters. hidden member outside the usual dotfiles
Fix. review its purpose

Gates applied: no_behavioural_pass.

Audited 2026-10-06 ยท audit v0.4.1 ยท source sha 95028e466d61full audit observations/trust-audit/mcp-server/eliasbiondo__linkedin-11.json ยท Report an issue / request a re-scan
05

Audit history

Every audit this server has had. A grade with a past is a grade somebody is still checking.

DateSourceVerdictGradeScoreChange
2026-10-0695028e466d61SAFEB89first audit
06

Questions

What is the LinkedIn MCP server?

๐Ÿ”— A Model Context Protocol (MCP) server for LinkedIn โ€” search people, companies, and jobs, scrape profiles, and get structured data via any MCP-compatible AI client.

What tools does LinkedIn expose?

1 in total: 1 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.

Is LinkedIn safe to connect to an agent?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean server reads B.

What credentials does LinkedIn need?

No credential environment variables were found in its source, so it appears to need none.

How does LinkedIn run?

It speaks stdio and streamable-http, so it runs as a local process your client starts. It is published on PyPI as linkedin-mcp-server.

How current is this page?

The grade is for one exact copy of the source (95028e466d61), read on 2026-10-06. The repository is watched and re-audited when it changes.

Advertisement