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Use the Imagine AI benchmark from your AI agent

The Imagine AI benchmark runs an MCP server at https://benchmark.useimagine.ai/api/mcp. Add it to Claude, Claude Code, ChatGPT, Cursor or any MCP client and ask how a company or industry performs on LinkedIn. The public tools need no key and return bands and aggregates; customers get a workspace key with exact numbers and post-level data for their company and competitors.

Last updated
Oct 20, 2026
Written by
Sky Yang, Co-founder and CEO
How we wrote this
Written from Imagine AI's product, research and public benchmark.

Connect it

The server speaks MCP over Streamable HTTP (JSON-RPC). In any client that supports remote MCP servers, add this URL as a custom connector: https://benchmark.useimagine.ai/api/mcp. It is listed in the MCP registry as ai.useimagine/benchmark.

# Claude Code
claude mcp add --transport http imagine-benchmark https://benchmark.useimagine.ai/api/mcp

# Cursor, .cursor/mcp.json
{
  "mcpServers": {
    "imagine-benchmark": { "url": "https://benchmark.useimagine.ai/api/mcp" }
  }
}

What you can ask without a key

  • industry_landscape: every account in an industry vs the research baseline, and which post types beat each author's typical post.
  • company_fit_summary: a company's page fit and the distribution of its people's typical posts.
  • category_breakdown: post counts and engagement by content category.
  • list_companies: search the catalog of tracked B2B companies.
  • methodology: how posts are scored.

With a workspace key

Customers create an agent key from their workspace settings and get exact numbers for the whole catalog, post-level data for their own company and the competitors on their dashboard, competitor moves, share of voice, breakout posts and more. Imagine AI's own agent uses the same benchmark while it drafts.

What the agent can do.

The agent has its own computer and browser, so it finds the people and the news itself, then drafts every post, comment, connection note and message for you to approve.

[01]On

Writes in each person's voice

Drafts for the company page, founders, executives and employees from each person's best posts. Imagine AI started as the operating system for ghostwriting teams, so sounding like you is the core of the product.

[02]On

Designs the graphics

Multi-image posts, infographics and visuals from your brand kit, made in its own sandbox, with the right people and companies tagged.

[03]On

Has its own computer and browser

It does the legwork itself: finds the people, checks job changes, launches and funding news, reads the sources and fact-checks claims before anything ships.

[04]On

Engages for you

Comments, connection requests and messages on LinkedIn, aimed at the people your posts pull in who match your ICP.

[05]On

Runs one calendar for the team

Plan launches, sequence posts, schedule comments and edit together. Approvals sit with each person or route through one owner.

[06]On

Works from your content filesystem

Positioning, brand kit, decks, campaigns and compliance rules in one place it reads before every draft, remembered across threads.

[07]On

Turns what you have into posts

Events, podcast episodes, videos, decks and call notes become a week of posts across the team.

[08]On

Knows what works

Reads the public benchmark of 1,000+ B2B companies and tracks your competitors, so post types and formats follow your industry's data.

[09]On

Finds the buyers in your audience

Matches everyone who engages to your ICP and hands sales a worked list every week.

[10]On

Maps content to revenue

Connects to HubSpot or Salesforce and traces each closed deal back to its first content touch: post, person, deal stage moves.

[11]On

Plugs into your stack

Engager data over API and webhooks, and the benchmark over MCP for your own agents.

One agent. It starts with LinkedIn.

Always-on publishing

It drafts the post and the graphic

Ask once. It researches, writes in each person's voice, designs the graphic and puts it on the calendar for review.

Autonomous creation
Fig. 03A: The agent drafts the post and its graphic from Sky's best posts.
Engagement

It comments, connects and messages

It finds the engagers who match your ICP, comments on their posts, sends connection requests and drafts a note. You approve.

Engagement
Fig. 04: The agent comments, connects and messages the engagers who match your ICP. You approve.
Team orchestration

One calendar for the whole team

The company page, founders, executives and employees in one plan.

Team calendar
Fig. 03C: One month for the whole team. Add a post, move it, it is scheduled.
Institutional knowledge

It works from your filesystem

Positioning, brand kit, decks and campaigns it reads before every draft.

Content Filesystem
Fig. 03D: Strategy, positioning and brand files the agent reads before every draft.
Research intelligence

It knows what works

It reads the benchmark of 1,000+ B2B companies before it writes.

Growth research
Fig. 03E: The agent answers from our YC founder study.

Join the high-growth companies already building with Imagine AI

Questions teams ask first.