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

Related MCP server: LinkedIn MCP

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