Gemini CLI

+ Taplio

Connect Gemini CLI to LinkedIn

One command adds the Taplio MCP to Gemini CLI. The same server works in Antigravity CLI, its successor for Google AI plans.

One command, sign-in in the browser

Same URL in Gemini CLI and Antigravity CLI

Find, write and schedule from the terminal

See the install command

See what it can do

50 free MCP calls to start. No API key needed.

Setup in one command

How to connect Gemini CLI to LinkedIn

It runs on the LinkedIn MCP, the same hosted server behind every Taplio AI integration. No API key to paste, no LinkedIn password shared.

Add the Taplio server

Run this in your shell.

gemini mcp add --transport http --scope user taplio https://mcp.taplio.com

Copy

Sign in to Taplio

Start gemini and run /mcp auth taplio to sign in in the browser.

Copy

Ask in plain words

Gemini calls the Taplio tools when your request is about LinkedIn.

Before you start

Gemini CLI now runs with a paid Gemini API key or Code Assist. On Google AI Pro and Ultra, use Antigravity CLI with the same server URL. Sign-in needs a local browser.

No Taplio account yet? Start for free

Gemini CLI

Taplio connected

Find 5 viral posts about developer tools from the last week and give me 3 hooks I could use.

Used Taplio

search_inspiration

5 viral posts

In your voice

1. "I deleted 40% of our code last month..." · 2.1k likes 2. "Nobody reads your README..." · 1.4k likes

Inspiration

Here are 3 hooks based on what worked. Want me to draft a post with the first one?

via

Taplio

35 tools, 9 LinkedIn jobs

What Gemini CLI can do on LinkedIn with Taplio

Each job runs on real Taplio MCP tools. Ask in plain words and your AI picks the right ones.

Create

Write posts in your voice

Your AI reads your niche, tone and topics from Taplio before it drafts.

get_me

create_draft

How it works in Taplio

Schedule

Schedule posts at your best times

Drafts land in your Taplio queue. Nothing is published until you confirm.

schedule_draft

list_drafts

How it works in Taplio

Visuals

Add images to your posts

Attach an image from a link or from your Taplio media library to any draft.

attach_media_from_url

pick_media

How it works in Taplio

Inspiration

Find posts that worked in your niche

Search LinkedIn posts by topic, likes and comments, then rework the best hooks.

search_inspiration

How it works in Taplio

Engage

Comment on the right posts

Find posts worth a comment, draft it in your voice and approve it before it goes out.

find_posts_to_comment

create_comment_draft

How it works in Taplio

Engage

Reply to comments on your posts

See who commented on your posts and draft a reply to each one.

find_comments_to_reply

create_comment_draft

How it works in Taplio

Engage

Like posts and comments

Likes go through a paced queue, so your account keeps a natural rhythm.

like_post

How it works in Taplio

Network

Send connection requests

Invite the people who engage with you. Nobody gets the same invite twice.

send_connection_request

list_connection_requests

How it works in Taplio

Analyse

Read your analytics

Ask which posts worked and why, then turn the answer into next week's plan.

get_analytics_overview

get_post_analytics

How it works in Taplio

See the 35 tools of the LinkedIn MCP

Copy, paste, done

Prompts you can paste into Gemini CLI

Read CHANGELOG.md and turn the last release into a LinkedIn post in my voice. Save it as a draft.

Look at the last 20 commits and suggest 3 LinkedIn post ideas about what I built.

Find 5 posts about developer tools from the last 24 hours worth commenting on, and draft a comment for each.

Which of my last 10 posts got the most comments, and what do they have in common?

Reply to the new comments on my latest post. Keep each reply under 2 sentences.

Schedule my draft about the launch for Tuesday at 9am and show me the queue for the week.

Gemini CLI, Claude Code or Codex: which one should run your LinkedIn?

You are here

Gemini CLI

Google's terminal agent. Best if you already work with Gemini models.

Claude Code

Your terminal. Best for turning what you ship into posts, and for scripted routines.

Connect Claude Code to LinkedIn

Codex

OpenAI's coding agent. Best for turning what you ship into posts, from the CLI or the IDE.

Connect Codex to LinkedIn

Taplio works with the AI you already use.

See every AI that works with the LinkedIn MCP

Built to keep your LinkedIn account safe

Drafts first

Posts and comments start as drafts. They go out only when you schedule or confirm them.

Nothing to paste

You sign in with Taplio. Your AI never sees your LinkedIn password.

Paced, not spammy

Likes and invites go through a paced queue, and nobody gets the same invite twice.

Revoke anytime

Run gemini mcp remove taplio at any time.

What it can't do yet

We would rather tell you now than in a support ticket.

Send or read LinkedIn DMs
Edit your LinkedIn profile
See who liked your posts (it sees who commented)

Gemini CLI and LinkedIn: your questions

Can Gemini CLI post on LinkedIn?

Yes, through Taplio. Gemini CLI drafts, schedules or publishes on your LinkedIn account with the Taplio LinkedIn MCP. Posts and comments start as drafts, and they go out only when you schedule or confirm them.

Is this an official Gemini CLI integration?

You add Taplio as a remote MCP server. Gemini CLI and Antigravity CLI support remote servers with OAuth sign-in.

Do I need a Taplio account?

Yes. You sign in with Taplio when you connect, and you get 50 free MCP calls to start. After that, any Taplio plan works.

What can't Gemini CLI do on LinkedIn yet?

It can't send or read LinkedIn DMs, edit your LinkedIn profile, or see who liked your posts. It does see who commented, so it can reply and invite those people.

Gemini CLI doesn't see Taplio. What should I check?

Run /mcp in Gemini CLI and check that taplio is connected. If not, run /mcp auth taplio again. Sign-in does not work over SSH or in a container without a browser.