Give your AI agent LinkedIn.
Read the feed and inbox, understand people, comment on posts, and run outreach — through MCP and ready-made agent skills.
Built-in LinkedIn limits pace every action automatically to reduce warnings, account restrictions, and ban risk.
MCP-native · Ready-made skills · Built-in LinkedIn limits
works with Grok · Claude · Cursor · OpenAI Agents SDK · any MCP client
{
"status": "queued",
"task_id": "tsk_1a2b3c",
"scheduled_for": "2026-09-03T09:20:00Z"
}→ the agent keeps working. Linbox publishes when the account is still within safe activity levels.
What I already run with Linbox.
These are not demo workflows. They run every day on my LinkedIn account.
Every morning, my Grok bot reads my LinkedIn feed. It finds posts where I can add something useful, chooses what to say, and publishes a relevant comment from my profile. I stay visible in the right conversations without scanning the feed all day.
- 01Read feed
- 02Rank relevant posts
- 03Write comment
- 04Publish
Consistent visibility, without a content calendar.
The bot finds posts related to my product, loads the people who reacted or commented, and filters for relevant profiles. The best matches go into an outreach campaign that can connect, follow up, and stop when someone replies.
- 01Find relevant posts
- 02Parse reactions & comments
- 03Qualify people
- 04Enroll in campaign
Real buying signals become a prospect list — without CSVs or manual research.
Linbox gives an agent the full loop: observe → reason → act → follow up.
Connect once. Let the agent work.
The Chrome extension captures the session. Linbox runs a server-side browser with a per-account proxy.
Give your agent the MCP endpoint, then install the Linbox skills for tool guidance and ready-made playbooks.
Ask the agent to monitor the feed, manage the inbox, find people, or run an outreach workflow.
Reads use fresh or cached context. Every action is checked against account limits and queued with a pollable task_id.
The LinkedIn tools your agent actually needs.
Read the home feed, search posts, and inspect content and engagement.
Publish comments, like posts, and load the people behind reactions and comment threads.
Parse profiles and companies; search, tag, and filter the resulting relationship data.
List threads, read full history, reply, and detect new messages.
Send, accept, and withdraw invites with dedup and connection-state checks.
Enroll people into multi-step flows that connect, message, wait for the agent, and stop on reply.
Your agent already knows how to use Linbox.
MCP exposes the tools. Skills teach the agent the contract, the workflows, and what to do when work is queued.
MCP-native tools
Typed tools and structured JSON or markdown responses for Grok, Claude, Cursor, OpenAI Agents SDK, and custom agents.
Ready-made skills
Download skills for messaging, connections, tags, enrichment, and complete playbooks. Install all of them as a zip or pick only what your agent needs.
Let the agent move fast — without letting it spam LinkedIn.
The agent does not need to understand or remember safe activity levels. Linbox checks every action before execution and enforces its own limits per minute, hour, day, week, and month, plus minimum intervals, work hours, and timezone. Configure them per account or start with a preset.
Your agent decides what to do. Linbox keeps it within the limits.
This cannot guarantee that LinkedIn will never restrict an account, but it materially reduces the risk of warnings, restrictions, and bans caused by aggressive automation.
Limits are enforced, not suggested
If the agent asks for too much, Linbox does not execute it immediately.
Per-action budgets
Reading the feed, sending messages, connecting, and commenting each have their own activity levels.
Work hours and timezone
Activity happens when a real person would be active.
Queue instead of failure
If an action should not run now, Linbox schedules it and returns task_id + scheduled_for.
The agent gets a task_id, moves on, and picks up the result later. No dead ends.
What could your agent do with LinkedIn?
Connect your account, add the MCP, and start with a ready-made skill.