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             MCP ZERO - public-first LinkedIn intelligence

LinkedIn MCP Zero

A public-first MCP server for LinkedIn jobs, resumes, matching, alerts, exports, and opt-in read-only browser intelligence.

No Docker required · Claude Desktop ready · Claude Code ready · Low-RAM friendly · PyPI published

PyPI Python License MCP codecov mypy


🎨 System Flow

LinkedIn MCP Zero Flow

🔌 Works With

  • Claude Desktop (Fully verified)

  • Claude Code (Fully verified)

  • Cursor (Fully verified)

  • VS Code + Copilot (Fully verified)

  • Cline / Roo Code (Fully verified)

  • Any standard Stdio/HTTP MCP client


Related MCP server: LinkedIn MCP Server

📊 Feature Comparison

Compare LinkedIn MCP Zero against the next most popular alternatives:

Feature

stickerdaniel (2.3k★)

Other MCP Servers

LinkedIn MCP Zero (10/10)

Zero-Login Public Tools

❌ None

⚠️ 0-2 tools

✅ 30+ Public Tools

Semantic AI Resume Matching

❌ None

❌ None

✅ Yes (TF-IDF & LLM-guided)

Local DOCX/PDF Parsing

❌ None

❌ None

✅ Yes (Docling & PyMuPDF)

Iterative Progress Reporting

❌ None

❌ None

✅ Yes (MCP Context.report_progress)

Wired OpenTelemetry Traces

❌ None

❌ None

✅ Yes (Batch OTel Tracing)

Enterprise OAuth 2.1 Security

❌ None

❌ None

✅ Yes (Remote Introspection Middleware)

One-Click Diagnostic CLI

❌ None

❌ None

✅ Yes (--doctor verification)

Interactive CLI setup

❌ None

❌ None

✅ Yes (Automated Configurator)

Zero-Configuration Setup

❌ None

⚠️ Complex docker

✅ Yes (Pure Python / uvx direct)


Install In One Command

Client

Command

Claude Desktop

uvx --refresh-package linkedin-mcp-zero linkedin-mcp-zero --install-client claude-desktop

Claude Code

uvx --refresh-package linkedin-mcp-zero linkedin-mcp-zero --install-client claude-code

Cursor

uvx linkedin-mcp-zero --install-client cursor

VS Code

uvx linkedin-mcp-zero --install-client vscode

Any stdio client

uvx linkedin-mcp-zero

uvx linkedin-mcp-zero --doctor

Verify after install:

uvx --refresh-package linkedin-mcp-zero linkedin-mcp-zero --verify-client claude-desktop

Browser mode:

uvx --refresh-package linkedin-mcp-zero linkedin-mcp-zero --install-client claude-desktop --with-extra browser

Tool Inventory

Default Tools: 30 Working

These work without LinkedIn login or browser setup.

#

Tool

Feature

Risk

1

search_jobs

Search public LinkedIn jobs

Public no-login

2

search_jobs_multi

Multi-board search; LinkedIn fallback by default

Public no-login

3

get_job_details

Full public job details

Public no-login

4

get_company_jobs

Public jobs for a company

Public no-login

5

get_company_profile

Company signals inferred from public jobs

Public no-login

6

search_companies

Company discovery from public job data

Public no-login

7

get_job_salary

Salary extraction from job detail pages

Public no-login

8

get_job_trends

Role/location hiring trends

Public no-login

9

get_industry_insights

Market signals for an industry

Public no-login

10

search_jobs_advanced

Job search with filters

Public no-login

11

analyze_resume

Local PDF/DOCX/text resume parsing

Local

12

get_resume_insights

Local skill gaps and suggestions

Local

13

match_jobs_to_resume

Rank public jobs against a resume

Local/public

14

compare_jobs

Compare selected jobs

Local/public

15

export_jobs

Export jobs to CSV/JSON/XLSX

Local

16

save_job_alert

Save a recurring search

Local

17

get_saved_alerts

List saved searches

Local

18

check_saved_alerts

Run alerts and find new matches

Local/public

19

get_engine_status

Runtime, engine, token, cache status

Local

20

get_help

Tool documentation

Local

21

get_usage_stats

Local response-size/token estimates

Local

22

get_tool_usage_summary

Aggregate local usage by tool

Local

23

reset_usage_stats

Clear local usage metrics

Local

24

smart_match_jobs

AI-powered job matching using client LLM

Local/public

25

generate_cover_letter

Tailored cover letter using client LLM

Local/public

26

analyze_salary_offer

AI-powered salary analysis using client LLM

Local/public

27

personalized_job_hunt

Interactive job search preferences

Local/public

28

confirm_export

Export jobs with user confirmation

Local

29

get_resume_insights_advanced

Advanced AI-powered resume insights

Local

30

deep_industry_analysis

Full industry analysis with progress updates

Local/public

Browser Tools: +11

Enable with --with-extra browser or --enable-browser. These are read-only, but they use your logged-in browser session.

#

Tool

Feature

31

get_my_profile

Read your profile

32

get_person_profile

Read a public/person profile page

33

search_people

People search through browser

34

get_my_connections

Read your connection list

35

get_inbox

Recent conversations list

36

get_conversation

Read a conversation thread

37

get_feed

Read home feed posts

38

get_notifications

Read notifications

39

get_sidebar_profiles

Suggested/sidebar profiles

40

get_company_employees

Company people page

41

check_session

Check CDP/login readiness

Gated Private-Risk Tool: +1

#

Tool

Feature

42

get_profile_voyager

Voyager/private API placeholder, disabled by default

Default mode exposes 30 usable tools: 29 core local/public tools plus search_jobs_multi, which falls back to LinkedIn-only results unless the multi extra is installed. Browser tools appear only with --enable-browser or --with-extra browser in an installed client config. Voyager/private API mode is hidden unless explicitly enabled.

Tool counts:

Mode

Exposed Tools

Notes

Default

30

Safe local/public tools; no LinkedIn login required

Browser enabled

41

Adds 11 read-only browser tools; needs Chrome/CDP login

Browser + Voyager

42

Adds gated private-API placeholder

Safety Model

Mode

Label

Account Risk

Local resume/alerts/exports

local_zero_account_risk

None

Public no-login job data

public_no_login_read_only

No LinkedIn login required

Browser tools

browser_readonly_account_risk

Opt-in account risk

Voyager/private API

disabled_private_api_risk

Disabled by default

No tool posts, likes, connects, follows, applies, or sends messages.

Browser Mode

Install browser dependencies into the isolated uvx runtime:

uvx linkedin-mcp-zero --install-client claude-desktop --with-extra browser

Start Chrome with remote debugging and log in manually:

google-chrome --remote-debugging-port=9222

Then call check_session from your MCP client.

Global Playwright installs do not count for uvx; use --with-extra browser.

Token Usage Tracking

Claude Desktop has no built-in per-MCP token counter. This server provides a privacy-safe tracker instead:

  • Estimated tokens: ceil(response_chars / 4), always on.

  • Exact-style counts: optional Anthropic /v1/messages/count_tokens.

  • Full tool responses are not stored in the metrics database.

  • Exact-style counting sends the counted response text to Anthropic only when ANTHROPIC_API_KEY and LINKEDIN_MCP_EXACT_TOKEN_COUNT=true are both set.

Enable exact-style counting:

ANTHROPIC_API_KEY=sk-ant-... LINKEDIN_MCP_EXACT_TOKEN_COUNT=true uvx linkedin-mcp-zero

Use a different token-count model if needed:

LINKEDIN_MCP_TOKEN_COUNT_MODEL=claude-sonnet-4-5

Usage tools:

get_usage_stats
get_tool_usage_summary
reset_usage_stats

Avoid terminal transcript logging as a token strategy; it can expose private profile, inbox, resume, or job data.

Client Config

Print without editing files:

uvx linkedin-mcp-zero --print-config --client claude-desktop
uvx linkedin-mcp-zero --print-config --client vscode

Claude Desktop and Cursor use:

{
  "mcpServers": {
    "linkedin-zero": {
      "command": "/absolute/path/to/uvx",
      "args": ["linkedin-mcp-zero"]
    }
  }
}

VS Code uses:

{
  "servers": {
    "linkedin-zero": {
      "command": "/absolute/path/to/uvx",
      "args": ["linkedin-mcp-zero"]
    }
  }
}

Doctor

uvx linkedin-mcp-zero --doctor
uvx linkedin-mcp-zero --doctor --json

Checks OS, Python, RAM, disk, Chrome, CDP URL, display state, optional extras, and recommended mode.

Development

uv sync --extra dev
uv run --extra dev ruff check .
uv run --extra dev pytest
uv build

Publish only the new version files:

UV_PUBLISH_TOKEN=... uv publish dist/linkedin_mcp_zero-0.3.2*
Install Server
A
license - permissive license
C
quality
B
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

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