remote-mcp-linkedin

Read-only MCP server for collecting visible LinkedIn profile, post, and contact-network data and turning profile data into structured dossiers. It uses a local browser bridge, so the browser session stays on the user's machine.

What it does

• Opens visible LinkedIn profile pages through a local browser bridge
• Extracts basic public / visible profile data
• Collects visible profile posts from /recent-activity/all/
• Searches visible people/contact-network results, defaulting to 1st-degree contacts
• Builds a structured dossier for AI agents
• Exposes the result through MCP tools

MCP tools

• linkedin_profile_get - returns normalized visible profile data
• linkedin_profile_posts - returns visible posts from a profile activity page
• linkedin_contact_network_search - returns visible people-search/contact results
• linkedin_profile_dossier - returns a structured profile dossier with evidence, gaps, warnings, and confidence

Safety

• Read-only by design
• No messages, likes, comments, connection requests, or job actions
• No cookies or browser session data are exported
• The browser runs locally

Quickstart

python3 -m venv .venv
source .venv/bin/activate
python -m pip install -e ".[dev]"
export REMOTE_MCP_LINKEDIN_BRIDGE_TOKEN="replace-with-a-long-random-token"
remote-mcp-linkedin-server
remote-mcp-linkedin-bridge

Status

Small prototype.

Working:

• MCP server
• local bridge
• profile data tool
• profile posts tool
• contact network search tool
• dossier tool
• JSON result storage

Not ready:

• robust LinkedIn parser
• production extraction
• advanced profile analysis

License

MIT