{"name":"imagine-benchmark","title":"Imagine AI Benchmark","version":"0.1.0","description":"Public tier without a key: bands and aggregates only (no individual numbers, no post text); workspace agent keys unlock post-level data. LinkedIn content benchmark for B2B: ~160 companies, ~1,200 founders/execs, 50k+ original posts, scored with a per-account log-normal model (reactions). Agents query fits, competitor moves, industry landscapes, events and firm-to-firm ties.","endpoint":"https://benchmark.imagineai.me/api/mcp","transport":"streamable-http","protocolVersions":["2025-06-18","2025-03-26"],"auth":{"type":"bearer","scopes":["read","write"],"howToGet":"https://benchmark.imagineai.me/login"},"method":{"id":"lognormal-v1","baseline":"research baseline (Imagine AI study of YC W24/S24 founders, 20,000+ posts)","studyUrl":"https://useimagine.ai/blog/the-distribution-of-linkedin-engagement","methodologyUrl":"https://benchmark.imagineai.me/dashboard/methodology"},"docs":{"llms":"https://benchmark.imagineai.me/llms.txt","openapi":"https://benchmark.imagineai.me/api/openapi.json","humans":"https://benchmark.imagineai.me/arena"},"tools":[{"name":"list_companies","scope":"read","title":"List tracked companies"},{"name":"get_company","scope":"read","title":"Get a company with its people and data freshness"},{"name":"search_people","scope":"read","title":"Search tracked people"},{"name":"get_posts","scope":"read","title":"Get posts"},{"name":"account_fits","scope":"read","title":"Per-account geometric benchmarks"},{"name":"company_fit_summary","scope":"read","title":"One company, the research way"},{"name":"industry_landscape","scope":"read","title":"Industry landscape"},{"name":"posts_vs_account","scope":"read","title":"Posts ranked against their own account"},{"name":"competitor_moves","scope":"read","title":"What competitors posted recently, by post type"},{"name":"share_of_voice","scope":"read","title":"Share of voice over time"},{"name":"content_matrix","scope":"read","title":"Content pillar matrix"},{"name":"market_map","scope":"read","title":"Market map"},{"name":"momentum","scope":"read","title":"Momentum vs own usual"},{"name":"breakout_posts","scope":"read","title":"Breakout posts (alerts)"},{"name":"methodology","scope":"read","title":"How to read benchmark numbers"},{"name":"company_benchmark","scope":"read","title":"Company benchmark table (dashboard Companies tab)"},{"name":"compare_competitors","scope":"read","title":"Competitor comparison (dashboard Competitor tab)"},{"name":"category_breakdown","scope":"read","title":"Category (post type) breakdown"},{"name":"cadence","scope":"read","title":"Posting cadence"},{"name":"pipeline_status","scope":"read","title":"Pipeline health"},{"name":"add_company","scope":"write","title":"Add a company to the catalog"},{"name":"add_people","scope":"write","title":"Add people to a company roster"},{"name":"queue_scrape","scope":"write","title":"Queue a scrape run"},{"name":"cancel_run","scope":"write","title":"Cancel a pipeline run"},{"name":"request_competitor","scope":"read","title":"Add a competitor to your benchmark"},{"name":"list_events","scope":"read","title":"Events feed for a set of companies"},{"name":"subscribe_events","scope":"write","title":"Subscribe to events (stored, pull-based for now)"},{"name":"unsubscribe_events","scope":"write","title":"Remove a subscription"},{"name":"connections","scope":"read","title":"Who a company interacts with (ecosystem ties)"}],"provenance":"Every tool result carries meta {asOf, generatedAt, method, baseline, sample, sourceUrl, freshness}."}