Categories › Business & Finance › Accounting & invoicing
Free, no key: sourced, dated revenue of real AI-agent businesses. Start with search_businesses.
Remote server: your requests and data go to mrrledger.com. Claude Code: claude mcp add --transport http mrr-ledger https://mrrledger.com/mcp · Claude app: Settings → Connectors → Add custom connector.
The tools this server listed when we connected to it, in its own words.
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 nbenchmark_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 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 busileaderboard — 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 latecompare_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, categorget_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 (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 get_category — Returns one category: count, median annualized revenue (overall, by tier) and members with rank and revenue. Example: {"slug":"customer-supplist_categories — Returns every category with count, median annualized revenue and members (slug, name, rank, revenue). Example: {"limit":3} -> the first 3 casearch_lessons — Returns builder lessons from every business, each with its business and themes; filter by query and/or theme, limit (max 50). Example: {"thehub_stats — Returns dataset totals: business, ranked and lesson counts, counts per category and tier, median annualized revenue, payment-verified share,todays_feature — Returns today's featured business (rotates daily): one full profile, same shape as get_business. Example: {} -> one business record. Cost: fget_tag — Returns one tag: count, median annualized revenue and members with rank and revenue. Example: {"slug":"vibe-coding"} -> every business taggelist_tags — Returns every tag with count, median annualized revenue and members, most used first. Example: {"limit":10} -> the 10 most-used tags. Cost: export_dataset — Returns the Reported AI Revenue Tracker in one call: AI businesses whose figures all come from press coverage, company announcements or filiNot tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.