LinkedIn MCP Server

MCP server enabling AI agents to interact with LinkedIn — searching profiles, reading job postings, accessing company information, and retrieving professional network data through MCP tool calls. Supports recruitment workflows, job search automation, and competitive intelligence gathering from LinkedIn's professional network.

Evaluated Mar 06, 2026 (0d ago) vcurrent
Homepage ↗ Repo ↗ Productivity linkedin professional-network job-search mcp-server recruiting social
⚙ Agent Friendliness
62
/ 100
Can an agent use this?
🔒 Security
75
/ 100
Is it safe for agents?
⚡ Reliability
57
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
58
Documentation
60
Error Messages
58
Auth Simplicity
72
Rate Limits
65

🔒 Security

TLS Enforcement
90
Auth Strength
75
Scope Granularity
68
Dep. Hygiene
68
Secret Handling
72

LinkedIn credentials at risk if exposed. Cookie-based auth is fragile. GDPR applies to personal data. ToS compliance required — account suspension risk for automated scraping.

⚡ Reliability

Uptime/SLA
58
Version Stability
58
Breaking Changes
55
Error Recovery
58
AF Security Reliability

Best When

A recruiter or sales professional wants AI assistance searching LinkedIn for relevant profiles and job postings — within LinkedIn's acceptable use policies.

Avoid When

You need bulk data extraction or automated messaging — LinkedIn actively enforces ToS against scraping and automation. Risk of account suspension is real.

Use Cases

  • Searching and filtering LinkedIn profiles for recruitment from talent acquisition agents
  • Monitoring job postings and requirements from job search agents
  • Gathering company information and employee counts from research agents
  • Automating outreach targeting from sales and recruitment agents

Not For

  • Mass data scraping violating LinkedIn's Terms of Service
  • Automated connection requests (prohibited by LinkedIn ToS)
  • Bypassing LinkedIn's rate limits or anti-scraping measures

Interface

REST API
Yes
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
No
Webhooks
No

Authentication

Methods: oauth
OAuth: Yes Scopes: Yes

LinkedIn authentication required. Either OAuth API access (requires LinkedIn partner approval for Marketing API) or session-based auth using browser cookies. Official API access is limited — community MCPs often use cookie-based auth which is ToS-grey area.

Pricing

Model: freemium
Free tier: Yes
Requires CC: No

LinkedIn account required. LinkedIn's official API access requires partner approval and is very limited. Community MCP tools often use session auth. LinkedIn Premium ($30-$90/mo) unlocks more search capability.

Agent Metadata

Pagination
cursor
Idempotent
Full
Retry Guidance
Not documented

Known Gotchas

  • CRITICAL: LinkedIn aggressively blocks automated access — account suspension risk is real
  • Official LinkedIn API is very restricted — most community MCPs use cookie/session auth (ToS grey area)
  • LinkedIn frequently changes anti-bot detection — community MCPs may break without warning
  • GDPR compliance required for EU user data — personal data handling needs legal review
  • Rate limits are enforced aggressively — agent loops can trigger account restrictions

Alternatives

Full Evaluation Report

Detailed scoring breakdown, competitive positioning, security analysis, and improvement recommendations for LinkedIn MCP Server.

$99

Scores are editorial opinions as of 2026-03-06.

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