com.mrrledger/mrrledger

up checked 2026-11-11T04:38:25.874Z

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Publisher-provided title

MRR Ledger

Publisher-provided description

Free, no key: sourced, dated revenue of real AI-agent businesses. Start with search_businesses.

Summary by lookupd

Lets an agent look up sourced, dated revenue figures for AI businesses, compare companies, and benchmark or rank revenue.

Install

Claude Code, remote (streamable-http)

claude mcp add --transport http mrrledger https://mrrledger.com/mcp

Codex, remote (streamable-http)

codex mcp add mrrledger --url https://mrrledger.com/mcp

Cursor, remote (streamable-http) → .cursor/mcp.json

{
  "mcpServers": {
    "mrrledger": {
      "url": "https://mrrledger.com/mcp"
    }
  }
}

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Tools (15 tools)

Publisher-provided text

• search_businesses Use when the user asks how much revenue, MRR or ARR an AI agent, AI startup or AI tool makes, or wants real examples of AI businesses in a niche (support, codin
• benchmark_business Use when the user gives their own MRR or asks whether their revenue is good compared with similar AI businesses. Returns where an MRR ranks among fresh same-cat
• get_business Use when the user names one AI company or agent (e.g. Cursor, Lovable) and asks about its revenue, pricing model or growth. Returns one business's full sourced
• leaderboard Use when the user asks which AI agents or AI startups make the most money, or for a top-N revenue ranking. Returns businesses ranked by latest sourced annualize
• compare_businesses Use when the user asks to compare two AI companies (X vs Y) on revenue or business model. Returns two businesses side by side (tier, category, annualized revenu
• get_growth Use when the user asks how fast an AI company grew or for its revenue over time. Returns one business's dated revenue series, oldest first (as_of, annualized_us
• whats_new Use when the user asks what is new or what changed recently in AI startup revenue figures. Returns the change log, newest first: businesses added and figures ad
• get_category Returns one category: count, median annualized revenue (overall, by tier) and members with rank and revenue. Example: {"slug":"customer-support"} -> the custome
• list_categories Returns every category with count, median annualized revenue and members (slug, name, rank, revenue). Example: {"limit":3} -> the first 3 categories with their
• search_lessons Returns builder lessons from every business, each with its business and themes; filter by query and/or theme, limit (max 50). Example: {"theme":"pricing","limit
• hub_stats Returns dataset totals: business, ranked and lesson counts, counts per category and tier, median annualized revenue, payment-verified share, latest change date.
• todays_feature Returns today's featured business (rotates daily): one full profile, same shape as get_business. Example: {} -> one business record. Cost: free (100 calls/day w
• get_tag Returns one tag: count, median annualized revenue and members with rank and revenue. Example: {"slug":"vibe-coding"} -> every business tagged vibe-coding. Unkno
• list_tags Returns every tag with count, median annualized revenue and members, most used first. Example: {"limit":10} -> the 10 most-used tags. Cost: free (100 calls/day
• export_dataset Returns the Reported AI Revenue Tracker in one call: AI businesses whose figures all come from press coverage, company announcements or filings (reported, not p

Details

• Version: 1.17.0
• Transports: streamable-http
• Uptime (7 days): 100%
• Median latency: 651 ms
• First indexed: 2026-11-01T08:55:31.207Z
• Last seen in registry: 2026-11-01T08:55:31.265Z
• Website: https://mrrledger.com/for-agents/

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• Last crawl: 2026-11-11T16:39:06.253Z
• API base: https://api.lookupd.com
• MCP URL: https://api.lookupd.com/mcp