Imagine AI Benchmark
LinkedIn content benchmark for 900+ B2B companies and their teams, with an open scoring method.
MCP server · by useimagine.ai
About
Imagine AI Benchmark is an MCP server published by useimagine.ai. Marketplaces we read that list it: 1 (Official MCP Registry). We first saw it on 2026-10-11 and have recorded no change since. As of our marketplace pass on 2026-10-16.
What it asks for
- Runs remotely
None of the marketplaces we read publishes its tools or the settings it asks for.
Requires: Authorization header
What it declares, asks for and runs, in full
Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.
Works with
- Claude Code
- Codex
- Cursor
- VS Code
- Copilot CLI
A one-click link opens the client, which asks you to confirm before it adds the server.
From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.
Connect
Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.
As a remote MCP server
Built from what Official MCP Registry declares.
claude mcp add --transport http benchmark https://benchmark.useimagine.ai/api/mcp --header "Authorization: Bearer <YOUR_TOKEN>"[mcp_servers.benchmark]
url = "https://benchmark.useimagine.ai/api/mcp"
http_headers = { "Authorization" = "Bearer <YOUR_TOKEN>" }{
"mcpServers": {
"benchmark": {
"url": "https://benchmark.useimagine.ai/api/mcp",
"headers": {
"Authorization": "Bearer <YOUR_TOKEN>"
}
}
}
}Replace the values in angle brackets with your own. We show the names of the settings, never values.
Where it is published
| Marketplace | Status | Version | Figures | Verified | First seen |
|---|---|---|---|---|---|
| Official MCP Registry (Open the registry record) | Listed | 0.1.0 | No figure published | Not marked |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
What changed
Nothing has moved on this plugin since we started watching it.
Similar plugins
Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.
-
mcp-gtm-signals-aggregator com.mambabuilt/mcp-gtm-signals-aggregator
Combines hiring and tech-stack signals into one composite GTM score. Clay-ready output.
-
Company Insights: job postings, tech stack, news events, key customers, similar companies...
-
techtenstein-linkedin io.github.sathvic-kollu/techtenstein-linkedin
Enrich LinkedIn profiles, companies, and prospect searches. For sales, recruiting, B2B.
-
40+ competitive intel tools. Brand.dev, Coresignal, Keywords Everywhere, Exa, Firecrawl.
-
Organic LinkedIn presence, end to end, with LinkedIn's own rules enforced in code. Orchestrator (context: fork) gates every request against User Agreement §8.2 — refusing…
-
mcp-icp-fit-scorer com.mambabuilt/mcp-icp-fit-scorer
Scores a company against your ICP with weighted signals. Returns score, tier, and breakdown.
-
AI-powered social media intelligence: profile analysis, engagement scoring, and trend detection.
-
linkedin io.veezee/linkedin
LinkedIn data for AI agents: search, profiles, companies, posts. Free key, self-minted, no signup.
-
Earlywire — Marketing & Growth Intelligence
Marketing, growth & SEO intel: 120+ practitioner sources, judged daily, with citable summaries.
-
Domain & brand intelligence: company enrichment, tech stack detection, brand research.
Similar plugins by marketplace
The same question asked of one marketplace at a time: is there an analog of this plugin there?
Has a listing on Claude Code: claude-plugins-community (5)
-
Produce a structured briefing document that compares a set of three to eight organizations, products, or initiatives for a third-party audience: investors, board, exec team, M&A…
-
Nimble web data toolkit — search, extract, map, crawl the web and work with structured data agents
-
A citation-backed knowledge base of how real B2B SaaS companies were actually built. Adds 153 entries to Claude Code: 25 company case studies (Figma, Stripe, Linear, Notion…
-
A comprehensive registry of 28+ Go-To-Market, Technical Marketing, and Growth Automation skills. This plugin empowers Claude with specialized, pre-configured capabilities for SEO…
-
Findem Studio plugin for talent intelligence — 3 remote MCP connectors with OAuth, comprehensive reviewer runbook.
Has a listing on Claude Code: claude-plugins-official (5)
-
Search companies and contacts, enrich leads, find lookalikes, and get AI-ranked contact recommendations. Pre-built skills chain multiple ZoomInfo tools into complete B2B sales…
-
Nimble web data toolkit — search, extract, map, crawl the web and work with structured data agents
-
Prospect, enrich leads, load outreach sequences, and query sales analytics with Apollo.io — one-click MCP server integration for Claude Code and Cowork.
-
Vibe Prospecting connects Claude to live B2B company and contact data so users can search, match, enrich, filter, and export prospects at scale. It turns natural-language requests…
-
Turn website visitor signals into pipeline with Leadfeeder: daily visitor briefs, visitor company research, buyer and contact discovery, personalised outreach drafts, and adding…
Has a listing on Claude: knowledge-work-plugins (5)
-
Search companies and contacts, enrich leads, find lookalikes, and get AI-ranked contact recommendations. Pre-built skills chain multiple ZoomInfo tools into complete B2B sales…
-
Nimble web data toolkit — search, extract, map, crawl the web and work with structured data agents
-
Vibe Prospecting connects Claude to live B2B company and contact data so users can search, match, enrich, filter, and export prospects at scale. It turns natural-language requests…
-
Turn Common Room into your GTM copilot. Research accounts and contacts, prep for calls with attendee profiles and talking points, and draft personalized outreach across email…
-
Deal-work workflows powered by Grasp company lookup, table creation, import, buyer, transaction, table enrichment, contact, and market research tools.
Has a listing on Codex: openai-curated (openai/plugins) (5)
-
Answer product and business questions with data
-
Analyze Mixpanel data with the mixpanel_headless Python SDK and Codex skills.
-
PostHog gives your AI agent direct access to your product analytics, feature flags, experiments, error tracking, surveys, logs, and LLM analytics. Ask questions about your data…
-
Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.
-
Set up OpenAI Ads Measurement Pixel and optional Conversions API instrumentation.
Has a listing on Community GitHub marketplaces (4)
-
Organic LinkedIn presence, end to end, with LinkedIn's own rules enforced in code. Orchestrator (context: fork) gates every request against User Agreement §8.2 — refusing…
-
Run LinkedIn outreach from your AI chat: find leads, launch campaigns, send, and reply.
-
Find and rank outbound leads matching your ICP using LinkedIn and web research
-
servicegraph co.servicegraph.mcp/servicegraph
Datasets for founders: directories, newsletters, and agencies, with metrics attached.
Has a listing on Copilot CLI: github/awesome-copilot (5)
-
MCP server and 12 skills for product analysis, specification writing, strategy, narrative, and stakeholder alignment. Run competitive analyses, write zero-question specs, design…
-
Turn your Copilot sessions into proof of impact — research-grounded HTML reports with effort estimation, skills analysis, and ROI metrics from local session logs.
-
Explore grouped customer feedback signals by impact and drill into a theme to guide product next steps.
-
Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.
-
A runtime-portable 5-agent quality gate that adjudicates text artifacts before they ship. Five role-conditioned LLM deliberators run a 2-round async protocol with cross-read…
Has a listing on Copilot CLI: github/copilot-plugins (5)
-
workiq-productivity
WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.
-
workiq
Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.
-
Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
-
Build and manage Microsoft Dataverse solutions using natural language. Includes table/column creation, solution lifecycle, data operations, and MCP server configuration.
-
Build Power Apps Canvas Apps using the Canvas Authoring MCP server.
Has a listing on Cursor: cursor/plugins (5)
Has a listing on Docker MCP Catalog (5)
-
mcp-explorium ai.explorium/mcp-explorium
Access live company and contact data from Explorium's AgentSource B2B platform.
-
A Model Context Protocol (MCP) server that empowers LLMs to use some of Open Srategy Partners' core writing and product marketing techniques.
-
This MCP server allows Claude and other AI assistants to access your LinkedIn. Scrape LinkedIn profiles and companies, get your recommended jobs, and perform job searches. Set…
-
Audiense Insights MCP Server is a server based on the Model Context Protocol (MCP) that allows Claude and other MCP-compatible clients to interact with your Audiense Insights…
-
Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…
Has a listing on Official MCP Registry (5)
-
mcp-gtm-signals-aggregator com.mambabuilt/mcp-gtm-signals-aggregator
Combines hiring and tech-stack signals into one composite GTM score. Clay-ready output.
-
Company Insights: job postings, tech stack, news events, key customers, similar companies...
-
techtenstein-linkedin io.github.sathvic-kollu/techtenstein-linkedin
Enrich LinkedIn profiles, companies, and prospect searches. For sales, recruiting, B2B.
-
40+ competitive intel tools. Brand.dev, Coresignal, Keywords Everywhere, Exa, Firecrawl.
-
mcp-icp-fit-scorer com.mambabuilt/mcp-icp-fit-scorer
Scores a company against your ICP with weighted signals. Returns score, tier, and breakdown.
Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.
Want this mark on your plugin in our catalog?
Prove you maintain it with a file in its repository, a file on your domain or a DNS record, and you can show this mark on the card, with live banners for your site and README. How verification works
You also get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.