{"data":{"name":"com.mrrledger/mrrledger","title":"MRR Ledger","description":"Free, no key: sourced, dated revenue of real AI-agent businesses. Start with search_businesses.","version":"1.17.0","websiteUrl":"https://mrrledger.com/for-agents/","repositoryUrl":null,"remotes":[{"type":"streamable-http","url":"https://mrrledger.com/mcp"}],"packages":[],"status":"active","isLatest":true,"publishedAt":"2026-10-29T22:00:38.511Z","updatedAt":"2026-10-29T22:00:38.511Z","source":"official-registry","verification":"official","confidence":100,"stars":null,"sources":[{"source":"official-registry","sourceId":"com.mrrledger/mrrledger","verification":"official","confidence":100,"stars":null,"updatedAt":"2026-10-29T22:00:38.511Z","title":"MRR Ledger","description":"Free, no key: sourced, dated revenue of real AI-agent businesses. Start with search_businesses.","websiteUrl":"https://mrrledger.com/for-agents/","repositoryUrl":null}],"toolIndex":{"tools":[{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"benchmark_business","title":"Benchmark your MRR against category peers","description":"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-category MRR peers (rank of N + 1 comparable). Example: {\"category\":\"customer-support\",\"mrr\":2000} -> your rank among the customer-support MRR peers + 1 comparable. Also: N, basis, verification date, peer caveat; no growth numbers yet; your MRR is never stored. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"category":{"type":"string","description":"Category slug, e.g. customer-support, automation-platforms, sales-gtm, indie-solo (see list_categories)."},"mrr":{"type":"number","description":"Your monthly recurring revenue in USD, e.g. 2000 (greater than 0, at most 100000000). Not stored."},"months_live":{"type":"integer","description":"Optional months since launch (0-600). Accepted but ignored for now."},"full":{"type":"boolean","description":"Full answers are paused (paid tier paused while we confirm source permissions); you get the free answer."},"report_token":{"type":"string","description":"Not used while the paid tier is paused."}},"required":["category","mrr"]},"annotations":{"title":"Benchmark your MRR against category peers","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"689416b991cfe854d79e03584a6e0e6674bc299c58f551d03f16f369ca0b905b","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"compare_businesses","title":"Compare two businesses","description":"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 revenue + basis, pricing model, founded, top lessons, growth) and a diff with the revenue ratio. Example: {\"a\":\"cursor\",\"b\":\"lovable\"} -> Cursor vs Lovable with the revenue ratio. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"a":{"type":"string","description":"First business slug"},"b":{"type":"string","description":"Second business slug"}},"required":["a","b"]},"annotations":{"title":"Compare two businesses","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"cbdbbbdee2e1e8b7d8730cfa0abac4e978527322478bb982e45a9a2a2ab915db","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"export_dataset","title":"Reported AI Revenue Tracker export (paid, x402)","description":"Returns the Reported AI Revenue Tracker in one call: AI businesses whose figures all come from press coverage, company announcements or filings (reported, not payment-verified), every figure with its as-of date and source_url, plus dated readings. format \"csv\" ($0.25 USDC via x402) or \"jsonl\" ($0.50); optional slug = one business, same price. Unpaid call = free preview + exact terms; nothing is charged without a signed payment. Free 10-row preview: https://mrrledger.com/data/reported/","inputSchema":{"type":"object","properties":{"format":{"type":"string","enum":["csv","jsonl"],"default":"csv"},"slug":{"type":"string","description":"Optional: one business slug (tracker businesses only)"}},"additionalProperties":false},"annotations":{"readOnlyHint":true,"idempotentHint":true,"openWorldHint":false},"definitionHash":"764c46ee60f8b47eb844f3ec8e225d4f7e68f4cbcfc1543af265eb2a2f18b075","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"get_business","title":"Get one business profile","description":"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 record. Example: {\"slug\":\"cursor\"} -> Cursor with every figure and its source. Use it when you already have the slug (from search_businesses or leaderboard); it is the fullest view: every dated revenue figure (label, value, as_of, source_url), what it does, model, tier, lessons, growth series, related businesses, and the verification_label (\"reported, not payment-verified\" unless processor-verified). Unknown slug -> isError. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"slug":{"type":"string","description":"Business slug, e.g. cursor, lovable (from search_businesses or leaderboard)."}},"required":["slug"]},"annotations":{"title":"Get one business profile","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"c3a21ccab40975b672e6debe150656146c17492595fdb66a634bdffaf5b7337f","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"get_category","title":"Get one category","description":"Returns one category: count, median annualized revenue (overall, by tier) and members with rank and revenue. Example: {\"slug\":\"customer-support\"} -> the customer-support agents with their revenue. Unknown slug -> isError. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"slug":{"type":"string","description":"Category slug (e.g. coding-agents, customer-support, indie-solo)."}},"required":["slug"]},"annotations":{"title":"Get one category","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"59b6e2ab55406fdf7103f1df9b8206089164ece19edc0feaf7d39a78a8e9511c","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"get_growth","title":"Revenue over time (one business)","description":"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_usd, label, value_usd, source_url; MRR x12). Example: {\"slug\":\"lovable\"} -> Lovable's dated ARR points with sources. Unknown slug -> isError. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"slug":{"type":"string","description":"Business slug, e.g. lovable."}},"required":["slug"]},"annotations":{"title":"Revenue over time (one business)","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"97f27a20bcd144b3cb3e330fb33199401ae4a165a47acf5022714dc6296e8196","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"get_tag","title":"Get one tag","description":"Returns one tag: count, median annualized revenue and members with rank and revenue. Example: {\"slug\":\"vibe-coding\"} -> every business tagged vibe-coding. Unknown slug -> isError. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"slug":{"type":"string","description":"Tag slug (e.g. vibe-coding, cx, enterprise; see list_tags)."}},"required":["slug"]},"annotations":{"title":"Get one tag","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"2d0d7f5def18bb79d63f406983c8fa7bb04c484055a6cba3ea4cc70c08b60805","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"hub_stats","title":"Dataset totals and medians","description":"Returns dataset totals: business, ranked and lesson counts, counts per category and tier, median annualized revenue, payment-verified share, latest change date. Example: {} -> {business_count, ranked_count, median_annualized_usd, ...}. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{}},"annotations":{"title":"Dataset totals and medians","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"dc0549d8ae7cdbe8b712d998547ced61a5080d98b63270a71d2adf899654257f","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"leaderboard","title":"Revenue leaderboard (ranked)","description":"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 annualized revenue, highest first (same briefs, with verification_label, as search_businesses). Example: {\"category\":\"coding-agents\",\"limit\":5} -> the top 5 coding agents by revenue. Use it for a pure ranking or top-N, optionally per category or verified_only (limit max 50); it has no keyword search, use search_businesses for that. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"category":{"type":"string","description":"Category slug, e.g. coding-agents (see list_categories)."},"verified_only":{"type":"boolean","description":"Keep only businesses whose headline figure is payment-processor verified (headline_verification not null)."},"limit":{"type":"number","description":"Default 10, max 50."}}},"annotations":{"title":"Revenue leaderboard (ranked)","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"b5f28c7dc29817671fa3fa2f7ae2f9f2a8e46d4d65cb1577e9af093284d247ea","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"list_categories","title":"List categories with members","description":"Returns every category with count, median annualized revenue and members (slug, name, rank, revenue). Example: {\"limit\":3} -> the first 3 categories with their members. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"limit":{"type":"number","description":"Max categories to return (default: all)."}}},"annotations":{"title":"List categories with members","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"c2c9870421fabb6f4cbc1b695dfb083d78f82841d791b8c4fb968c3a26a5f45b","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"list_tags","title":"List tags with members","description":"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 without a key).","inputSchema":{"type":"object","properties":{"limit":{"type":"number","description":"Max tags to return (default: all)."}}},"annotations":{"title":"List tags with members","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"ad98b343297776d8a6ef755219a7bab7ae340bcc096a10289f6056600c0b4bce","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"search_businesses","title":"Search businesses (start here)","description":"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, coding, voice, sales, automation...). Returns AI-agent businesses with sourced, dated revenue (start here). Example: {\"query\":\"coding\",\"limit\":3} -> 3 coding agents with their sourced revenue. Use it to find or filter businesses (keyword, category, tier, verified_only) when you have no slug; for a pure top-N use leaderboard, for one full record get_business. Each brief: slug, name, category, tier, one_liner, annualized_revenue_usd, basis, confidence, verification_label (\"reported, not payment-verified\" unless processor-verified), url_profile; + total + next page (offset/cursor, limit max 50). Empty query = all, highest revenue first. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"query":{"type":"string","description":"Keyword, e.g. \"coding\", \"voice\", \"sales\". Empty = all businesses."},"category":{"type":"string","description":"Category slug, e.g. coding-agents, customer-support (see list_categories)."},"tier":{"type":"string","enum":["venture","indie","experiment"],"description":"Funding-based, not size-based: venture = raised outside venture money (even if small), indie = bootstrapped/founder-funded, experiment = agent-run or research project."},"verified_only":{"type":"boolean","description":"Keep only businesses whose headline figure is payment-processor verified (headline_verification not null)."},"limit":{"type":"number","description":"Results per page. Default 10, max 50."},"offset":{"type":"integer","minimum":0,"description":"Skip this many matches (page start). Default 0. Use page.next_offset from the previous call."},"cursor":{"type":"string","description":"Opaque page token: page.next_cursor from the previous call with the same query and filters."}}},"annotations":{"title":"Search businesses (start here)","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"98cb544a7dc855594ffa1f7effd4f38a7f094129d34d4efdee6948d762bee8d3","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"search_lessons","title":"Search builder lessons","description":"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\":5} -> 5 pricing lessons and their businesses. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"query":{"type":"string","description":"Free text, e.g. \"outcome-based pricing\"."},"theme":{"type":"string","enum":["pricing","growth","enterprise","trust","product","ops","other"],"description":"Theme id (pricing, growth, enterprise, trust, product, ops, other); labels like \"Trust & sourcing\" are accepted too."},"limit":{"type":"number","description":"Default 10, max 50."}}},"annotations":{"title":"Search builder lessons","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"a77630550c24411020a4d6d23dee11b006fb7003e5931f2ceee15c1160e10979","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"todays_feature","title":"Today's featured business","description":"Returns today's featured business (rotates daily): one full profile, same shape as get_business. Example: {} -> one business record. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{}},"annotations":{"title":"Today's featured business","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"86613cb5c0197e0c304fb32f6ab2238032236b0e50e62f7040daa52d2062afa4","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"},{"serverName":"com.mrrledger/mrrledger","endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","name":"whats_new","title":"What changed in the data","description":"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 added, revised, re-dated or removed, each with source_url; filters since (YYYY-MM-DD), slug, kind, limit (max 100). Example: {\"since\":\"2026-10-14\"} -> every change since Oct 14, 2026. Cost: free (100 calls/day without a key).","inputSchema":{"type":"object","properties":{"since":{"type":"string","description":"Only changes on or after this date, YYYY-MM-DD (e.g. 2026-10-14)."},"slug":{"type":"string","description":"Only changes for this business slug, e.g. cursor (slugs come from search_businesses or leaderboard)."},"kind":{"type":"string","enum":["dataset_created","business_added","business_removed","metric_added","metric_revised","metric_redated","metric_removed"],"description":"Only this kind of change: dataset_created, business_added, business_removed, metric_added, metric_revised, metric_redated, metric_removed. Omit for all kinds."},"limit":{"type":"number","description":"Default 20, max 100."}}},"annotations":{"title":"What changed in the data","readOnlyHint":true,"destructiveHint":false,"idempotentHint":true,"openWorldHint":false},"definitionHash":"90d5513647f11f19f7652c441e5351f3e2f743b97d480a15a9588651a9740ab7","schemaStatus":"valid","origin":"official-registry","observedAt":"2026-10-29T21:47:13.721Z","metadataTrust":"untrusted"}],"endpoints":[{"endpointFingerprint":"e2ff8acd4105454d1d02545950873b6c55b650e7cb52dd192bf8183f3d89b2d1","protocol":"streamable-http","status":"indexed","toolCount":15,"observedAt":"2026-10-29T21:47:13.721Z"}],"authentication":"unknown"},"connectionConfigurations":{"status":"ready","authentication":"not embedded","clients":{"Claude Desktop":{"mcpServers":{"com.mrrledger/mrrledger":{"url":"https://mrrledger.com/mcp"}}},"Cursor":{"mcpServers":{"com.mrrledger/mrrledger":{"url":"https://mrrledger.com/mcp"}}},"VS Code":{"servers":{"com.mrrledger/mrrledger":{"type":"http","url":"https://mrrledger.com/mcp"}}}}},"resourceType":"mcp-server","callable":true,"runtime":{"callable":true,"protocols":["mcp"]},"interfaces":[{"protocol":"mcp","transport":"streamable-http","url":"https://mrrledger.com/mcp"}],"profile":{"apiVersion":"1","schemaVersion":"1","id":"mcp-server:com.mrrledger%2Fmrrledger","resourceType":"mcp-server","canonicalUrl":"https://www.agentsjunction.com/api/v1/servers/com.mrrledger%2Fmrrledger","name":"com.mrrledger/mrrledger","description":"Free, no key: sourced, dated revenue of real AI-agent businesses. Start with search_businesses.","interfaces":[{"protocol":"mcp","transport":"streamable-http","url":"https://mrrledger.com/mcp"}],"capabilities":[],"identity":{"source":"official-registry","websiteUrl":"https://mrrledger.com/for-agents/","repositoryUrl":null,"version":"1.17.0"},"verification":{"state":"official","confidence":100},"operations":{"resourceType":"mcp-server","name":"com.mrrledger/mrrledger","status":"online","lastCheckedAt":"2026-11-03T16:18:39.405Z","lastSuccessfulCheck":"2026-11-03T16:18:39.405Z","latencyMs":337,"consecutiveFailures":0,"isStale":false,"checks":{"endpointReachable":true,"protocolValid":true,"agentCardValid":null,"mcpHandshakeValid":true},"lastSeen":null,"lastSuccessfulInteraction":null,"lastHealthCheck":"2026-11-03T16:18:39.405Z","source":{"type":"health-check","url":null},"observedAt":"2026-11-03T16:18:39.405Z"},"security":null,"timestamps":{"createdAt":"2026-10-29T22:00:38.511Z","updatedAt":"2026-10-29T22:00:38.511Z","observedAt":"2026-11-03T16:18:39.405Z"},"compatibility":{"serverVersion":"1.17.0","protocolVersions":[{"protocol":"mcp","version":null}]}}}}