{
  "portfolios": "SaSame MCP Portfolios",
  "statement": "Curated, observed portfolios of public MCP servers that agents can actually discover, trust, and call. Only Observed MCP-Ready (A/B) servers are listed; C/D are never named. Observed = measured from outside (unclaimed); Claimed = owner-verified; Certified = continuously monitored.",
  "generated_at": "2026-06-18T12:46:20.109Z",
  "total_observed_ready": 178,
  "categories": [
    {
      "key": "research",
      "title": "Research & Knowledge",
      "count": 19
    },
    {
      "key": "livedata",
      "title": "Live Data",
      "count": 41
    },
    {
      "key": "commerce",
      "title": "Commerce & Payments",
      "count": 16
    },
    {
      "key": "security",
      "title": "Security & Compliance",
      "count": 4
    },
    {
      "key": "devtools",
      "title": "Developer Tools",
      "count": 10
    },
    {
      "key": "bizops",
      "title": "Business Operations",
      "count": 5
    },
    {
      "key": "agentinfra",
      "title": "Agent Infrastructure",
      "count": 50
    },
    {
      "key": "experimental",
      "title": "Experimental & General",
      "count": 33
    }
  ],
  "claimed_count": 0,
  "entries": [
    {
      "name": "ai.agentrapay/agentra",
      "url": "https://api.agentrapay.ai/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "security",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:17.605Z",
      "description": "Identity oracle and trust layer for autonomous AI agents. Bidirectional KYA and trust scoring.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-agentrapay-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/api-agentrapay-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/api-agentrapay-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to check trust, risk, and identity, this server returns real content (grade A)."
    },
    {
      "name": "ai.autonomad/travel",
      "url": "https://mcp.autonomad.ai/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:26.551Z",
      "description": "AI travel agent — book flights, hotels, activities, and events worldwide via autonomad.ai.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-autonomad-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-autonomad-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-autonomad-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "ai.baselight/baselight",
      "url": "https://api.baselight.app/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:28.469Z",
      "description": "Query Baselight's public catalog of 70,000+ datasets — finance, demographics, sports, and more.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-baselight-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/api-baselight-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/api-baselight-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "ai.compeller/compel",
      "url": "https://compeller.ai/api/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:56.268Z",
      "description": "Create and track AI music videos and audio-reactive visuals from songs.",
      "cert": "https://live-vps.sasame.online/observatory/certs/compeller-ai-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/compeller-ai-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/compeller-ai-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "ai.ironscout/ironscout",
      "url": "https://mcp.ironscout.ai/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:10.511Z",
      "description": "Read-only ammo pricing: offer search, caliber market snapshots, retailer directory. Descriptive.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-ironscout-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-ironscout-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-ironscout-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "ai.modulos/demo-booking",
      "url": "https://www.modulos.ai/api/mcp/",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:36.440Z",
      "description": "Book a Modulos demo. AI Governance Platform for EU AI Act, ISO 42001, NIST AI RMF.",
      "cert": "https://live-vps.sasame.online/observatory/certs/www-modulos-ai-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/www-modulos-ai-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/www-modulos-ai-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "tech.skybridge.investigation-game/Investigation-Game",
      "url": "https://investigation-game.skybridge.tech",
      "grade": "A",
      "passes": "10/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:19.914Z",
      "description": "Find out who killed claude with this LLM based game.",
      "cert": "https://live-vps.sasame.online/observatory/certs/investigation-game-skybridge-tech.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/investigation-game-skybridge-tech.svg",
      "page": "https://live-vps.sasame.online/directory/investigation-game-skybridge-tech.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "tech.skybridge.times-up/Time-s-Up",
      "url": "https://times-up.skybridge.tech",
      "grade": "A",
      "passes": "10/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:22.889Z",
      "description": "Skybridge Example App showcasing a Time's up game with the LLM",
      "cert": "https://live-vps.sasame.online/observatory/certs/times-up-skybridge-tech.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/times-up-skybridge-tech.svg",
      "page": "https://live-vps.sasame.online/directory/times-up-skybridge-tech.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "tech.ydb-qdrant.pets/codex-pets-ydb-qdrant",
      "url": "https://pets.ydb-qdrant.tech/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:24.351Z",
      "description": "Search, preview, install community Codex pet packs, and discover the pet request flow.",
      "cert": "https://live-vps.sasame.online/observatory/certs/pets-ydb-qdrant-tech-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/pets-ydb-qdrant-tech-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/pets-ydb-qdrant-tech-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "tech.ydb-qdrant/gravity-ai-ui",
      "url": "https://gravity-ai.ydb-qdrant.tech/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:25.455Z",
      "description": "Search public Gravity AI UI drafts and generate Gravity UI interface payloads.",
      "cert": "https://live-vps.sasame.online/observatory/certs/gravity-ai-ydb-qdrant-tech-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/gravity-ai-ydb-qdrant-tech-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/gravity-ai-ydb-qdrant-tech-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "uk.co.flatscope/flatscope",
      "url": "https://www.flatscope.co.uk/api/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:32.640Z",
      "description": "Cited UK flat due diligence from a Rightmove link: sold prices, lease, EPC, safety, verdict.",
      "cert": "https://live-vps.sasame.online/observatory/certs/www-flatscope-co-uk-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/www-flatscope-co-uk-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/www-flatscope-co-uk-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "video.future/future-video-studio",
      "url": "https://mcp.future.video/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:39.817Z",
      "description": "Create and manage cinematic AI video renders through the Future Video Studio Agent API.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-future-video-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-future-video-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-future-video-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "wine.beyond/beyond-wine",
      "url": "https://beyond.wine/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:42.478Z",
      "description": "Claims-based knowledge base for no/low ABV specialty beverages (producers, beverages, people).",
      "cert": "https://live-vps.sasame.online/observatory/certs/beyond-wine-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/beyond-wine-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/beyond-wine-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to ground answers in real sources, this server returns real content (grade A)."
    },
    {
      "name": "work.agentexchange.aivisibility/ai-visibility-mcp",
      "url": "https://aivisibility.agentexchange.work/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:42.961Z",
      "description": "Check if ChatGPT, Perplexity & Google AI recommend a brand, plus an AI-agent readiness audit. Free.",
      "cert": "https://live-vps.sasame.online/observatory/certs/aivisibility-agentexchange-work-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/aivisibility-agentexchange-work-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/aivisibility-agentexchange-work-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "xyz.cabalspy/wallet-tracker",
      "url": "https://mcp.cabalspy.xyz/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:53.434Z",
      "description": "KOL, smart money & whale wallets API on Solana, BNB, Base, ETH: Wallet tracker, Leaderboard",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-cabalspy-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-cabalspy-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-cabalspy-xyz-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "xyz.picoads/picoads",
      "url": "https://picoads.xyz/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:04.163Z",
      "description": "Micro ad network for AI agents.",
      "cert": "https://live-vps.sasame.online/observatory/certs/picoads-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/picoads-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/picoads-xyz-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "ai.villiers/charter",
      "url": "https://mcp.villiers.ai/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:18.592Z",
      "description": "Instant private jet charter price estimates and confirmed live quotes, worldwide.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-villiers-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-villiers-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-villiers-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "app.cannonstudio/cannon-studio",
      "url": "https://www.cannonstudio.app/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:04.859Z",
      "description": "Public Cannon Studio MCP for product, pricing, workflow, model, and API answers.",
      "cert": "https://live-vps.sasame.online/observatory/certs/www-cannonstudio-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/www-cannonstudio-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/www-cannonstudio-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to transact and get paid, this server returns real content (grade A)."
    },
    {
      "name": "app.clicon/lotus",
      "url": "https://lotus.clicon.app/mcp/",
      "grade": "A",
      "passes": "10/10",
      "category": "devtools",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:15.952Z",
      "description": "GEO Intelligence Engine for B2B. Analyze domains and fetch actionable defense code.",
      "cert": "https://live-vps.sasame.online/observatory/certs/lotus-clicon-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/lotus-clicon-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/lotus-clicon-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to act on code and infrastructure, this server returns real content (grade A)."
    },
    {
      "name": "app.dealermax/public-search",
      "url": "https://mcp.dealermax.app/mcp/",
      "grade": "A",
      "passes": "10/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:24.617Z",
      "description": "Italian cross-dealer search: used cars, long-term rentals, dealer directory, knowledge.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-dealermax-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-dealermax-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-dealermax-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to ground answers in real sources, this server returns real content (grade A)."
    },
    {
      "name": "app.decibelshield/decibel-shield",
      "url": "https://decibelshield.app/api/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:28.305Z",
      "description": "Noise data tools: city noise rankings, decibel levels of common sounds, NIOSH safe-exposure math.",
      "cert": "https://live-vps.sasame.online/observatory/certs/decibelshield-app-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/decibelshield-app-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/decibelshield-app-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "app.eurocomply/compliance",
      "url": "https://eurocomply.app/api/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:33.952Z",
      "description": "EU regulations, deadlines & live DPA enforcement. GDPR, AI Act, NIS2, DORA, DSA, DMA, MiCA, CSRD.",
      "cert": "https://live-vps.sasame.online/observatory/certs/eurocomply-app-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/eurocomply-app-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/eurocomply-app-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "app.fryd/mcp-server",
      "url": "https://mcp.fryd.app/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "bizops",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:39.559Z",
      "description": "Search crops, check companion planting, explore seasonal calendars, and find planting plans.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-fryd-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-fryd-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-fryd-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to run back-office and customer workflows, this server returns real content (grade A)."
    },
    {
      "name": "au.com.iknowthepilot/flight-deals",
      "url": "https://iknowthepilot.com.au/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:50.061Z",
      "description": "Find curated cheap flight and travel deals from Australia.",
      "cert": "https://live-vps.sasame.online/observatory/certs/iknowthepilot-com-au-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/iknowthepilot-com-au-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/iknowthepilot-com-au-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "bid.scope/aec",
      "url": "https://scope.bid/api/mcp/aec",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:53.177Z",
      "description": "AEC subcontractor vendor procurement plumbing layer. Preview - V3 launches 2027.",
      "cert": "https://live-vps.sasame.online/observatory/certs/scope-bid-api-mcp-aec.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/scope-bid-api-mcp-aec.svg",
      "page": "https://live-vps.sasame.online/directory/scope-bid-api-mcp-aec.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "bid.scope/claims",
      "url": "https://scope.bid/api/mcp/claims",
      "grade": "A",
      "passes": "10/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:54.944Z",
      "description": "Insurance claims-side vendor procurement (IMEs, IA, surveillance). Preview - V2 launches Q3 2026.",
      "cert": "https://live-vps.sasame.online/observatory/certs/scope-bid-api-mcp-claims.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/scope-bid-api-mcp-claims.svg",
      "page": "https://live-vps.sasame.online/directory/scope-bid-api-mcp-claims.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "bid.scope/legal",
      "url": "https://scope.bid/api/mcp/legal",
      "grade": "A",
      "passes": "10/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:56.696Z",
      "description": "Dispatch litigation work to legal-services vendors from any MCP-compatible AI workflow.",
      "cert": "https://live-vps.sasame.online/observatory/certs/scope-bid-api-mcp-legal.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/scope-bid-api-mcp-legal.svg",
      "page": "https://live-vps.sasame.online/directory/scope-bid-api-mcp-legal.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "bio.atlarium/habitat-database",
      "url": "https://mcp.atlarium.bio/mcp",
      "grade": "A",
      "passes": "10/10",
      "category": "devtools",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:58.253Z",
      "description": "Structured aquarium, marine, terrarium and paludarium data for AI agents.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-atlarium-bio-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-atlarium-bio-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-atlarium-bio-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to act on code and infrastructure, this server returns real content (grade A)."
    },
    {
      "name": "biz.icecat/mcp",
      "url": "https://mcp.icecat.biz",
      "grade": "A",
      "passes": "10/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:46:02.599Z",
      "description": "Icecat Product Content",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-icecat-biz.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-icecat-biz.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-icecat-biz.html",
      "top_strength": "returns real content",
      "top_gap": "none (passes all checks)",
      "why_use": "When an agent needs to transact and get paid, this server returns real content (grade A)."
    },
    {
      "name": "ai.weftly/weftly",
      "url": "https://api.weftly.ai/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:47.173Z",
      "description": "Transcribe and summarize audio and video. Pay per job via Stripe or crypto.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-weftly-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/api-weftly-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/api-weftly-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/11 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "app.cardog/mcp",
      "url": "https://mcp.cardog.io/mcp?api_key={api_key}",
      "grade": "A",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:08.703Z",
      "description": "Vehicle listings, market analysis, VIN decoding, recalls, and EV charging data",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-cardog-io-mcp-api-key-api-key.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-cardog-io-mcp-api-key-api-key.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-cardog-io-mcp-api-key-api-key.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/14 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "app.cooperpetcare.www/cooper",
      "url": "https://www.cooperpetcare.app/api/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:23.378Z",
      "description": "Cooper: catálogo, cobertura, razas y turnos del marketplace argentino de cuidado canino.",
      "cert": "https://live-vps.sasame.online/observatory/certs/www-cooperpetcare-app-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/www-cooperpetcare-app-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/www-cooperpetcare-app-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/12 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "app.docwand/pdf",
      "url": "https://mcp.docwand.app/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:29.373Z",
      "description": "Sign, fill, merge and split PDFs entirely in your browser - files never leave your device.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-docwand-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-docwand-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-docwand-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/4 tools carry annotations",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "app.evlek/mcp-server",
      "url": "https://evlek.app/api/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:37.264Z",
      "description": "Live Northern Cyprus property data for AI agents — listings, price index, market overview.",
      "cert": "https://live-vps.sasame.online/observatory/certs/evlek-app-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/evlek-app-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/evlek-app-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/16 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "app.himalayas/mcp",
      "url": "https://mcp.himalayas.app/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:50.816Z",
      "description": "Search remote jobs, companies, salaries, and talent on Himalayas.app",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-himalayas-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-himalayas-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-himalayas-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/41 tools carry annotations",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "app.humantaste/taste-mcp",
      "url": "https://api.humantaste.app/mcp/",
      "grade": "A",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:52.663Z",
      "description": "Expert review for AI agents. On-chain proof of human review.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-humantaste-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/api-humantaste-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/api-humantaste-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/17 tools carry annotations",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "app.marketgenius/mcp",
      "url": "https://marketgenius.app/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:04.492Z",
      "description": "Our free Marketgenius investment tools as live, interactive React MCP Apps.",
      "cert": "https://live-vps.sasame.online/observatory/certs/marketgenius-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/marketgenius-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/marketgenius-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/17 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "app.nausika/mcp",
      "url": "https://mcp.nausika.app",
      "grade": "A",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:17.999Z",
      "description": "Mediterranean marine forecasts, tides, sea routes, anchorages and POIs for AI assistants.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-nausika-app.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-nausika-app.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-nausika-app.html",
      "top_strength": "returns real content",
      "top_gap": "C9 Token efficiency — tools/list payload 66591 bytes",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "app.robohub/robohub",
      "url": "https://robohub.app/api/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:00.322Z",
      "description": "Vendor-neutral catalog of 300+ commercial robots: search, compare specs, request vendor intros.",
      "cert": "https://live-vps.sasame.online/observatory/certs/robohub-app-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/robohub-app-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/robohub-app-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/5 tools carry annotations",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "app.toofi/dental-planning",
      "url": "https://toofi.app/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:13.646Z",
      "description": "Agent-native dental planning MCP for plan drafts, presentations, and price estimates.",
      "cert": "https://live-vps.sasame.online/observatory/certs/toofi-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/toofi-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/toofi-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C9 Token efficiency — tools/list payload 95698 bytes",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "art.travel/mcp",
      "url": "https://mcp.travel.art/",
      "grade": "A",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:34.712Z",
      "description": "Art-tourism data for AI agents: biennales, art fairs, museums with 2026 prices + dates.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-travel-art.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-travel-art.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-travel-art.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/4 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "at.designare/knowledge",
      "url": "https://designare.at/api/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:36.528Z",
      "description": "Knowledge Base von designare.at – Michael Kanda, Web & KI aus Wien. Semantische Suche über RAG.",
      "cert": "https://live-vps.sasame.online/observatory/certs/designare-at-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/designare-at-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/designare-at-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/2 tools carry annotations",
      "why_use": "When an agent needs to ground answers in real sources, this server returns real content (grade A)."
    },
    {
      "name": "at.uurl/bundler",
      "url": "https://uurl.at/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:39.799Z",
      "description": "Bundle multiple URLs into one short link. QR codes, access counters, redirect lookup. Free.",
      "cert": "https://live-vps.sasame.online/observatory/certs/uurl-at-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/uurl-at-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/uurl-at-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/2 tools carry annotations",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade A)."
    },
    {
      "name": "bo.paralelo/mcp",
      "url": "https://paralelo.bo/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:46:05.519Z",
      "description": "Real-time + historical Bolivia parallel-market USD/BOB rate. P2P-aggregated. Free, CC-BY 4.0.",
      "cert": "https://live-vps.sasame.online/observatory/certs/paralelo-bo-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/paralelo-bo-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/paralelo-bo-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/5 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade A)."
    },
    {
      "name": "bot.myagi/openagent-registry",
      "url": "https://myagi.bot/api/mcp",
      "grade": "A",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:46:12.694Z",
      "description": "Score any website's AI-agent readiness. Open Agent Registry scanner + platform tools.",
      "cert": "https://live-vps.sasame.online/observatory/certs/myagi-bot-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/myagi-bot-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/myagi-bot-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/3 tools carry annotations",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade A)."
    },
    {
      "name": "ac.tandem/docs-mcp",
      "url": "https://tandem.ac/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:10.361Z",
      "description": "Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help.",
      "cert": "https://live-vps.sasame.online/observatory/certs/tandem-ac-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/tandem-ac-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/tandem-ac-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C10 Honest error behavior — no structured error",
      "why_use": "When an agent needs to ground answers in real sources, this server returns real content (grade B)."
    },
    {
      "name": "ai.aarna/atars-mcp",
      "url": "https://mcp.aarna.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:11.618Z",
      "description": "Crypto market signals, technical indicators, and sentiment analysis for AI agents.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-aarna-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-aarna-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-aarna-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/18 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade B)."
    },
    {
      "name": "ai.airshelf/catalog",
      "url": "https://mcp.airshelf.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:20.231Z",
      "description": "Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-airshelf-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-airshelf-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-airshelf-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.arclan/registry",
      "url": "https://arclan.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:21.850Z",
      "description": "MCP server registry — validated by live handshake, scored on reliability, monitored continuously.",
      "cert": "https://live-vps.sasame.online/observatory/certs/arclan-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/arclan-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/arclan-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/4 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade B)."
    },
    {
      "name": "ai.bezal/local-commerce",
      "url": "https://app.bezal.ai/api/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:32.283Z",
      "description": "Search 7,000+ local service businesses across America by category, location, or keyword.",
      "cert": "https://live-vps.sasame.online/observatory/certs/app-bezal-ai-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/app-bezal-ai-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/app-bezal-ai-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/13 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade B)."
    },
    {
      "name": "ai.boolsai/signals",
      "url": "https://signals.boolsai.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:34.122Z",
      "description": "Quant-research MCP — tradeable signals from public-company website stack changes. 7 tools.",
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      "top_gap": "C5 Safety annotation presence — 0/12 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to ground answers in real sources, this server returns real content (grade B)."
    },
    {
      "name": "ai.bringyour/bringyour",
      "url": "https://bringyour.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "devtools",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:39.718Z",
      "description": "No-data MCP handoff for local Claude Code to Codex harness moves. $49 lifetime.",
      "cert": "https://live-vps.sasame.online/observatory/certs/bringyour-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/bringyour-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/bringyour-ai-mcp.html",
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      "top_gap": "C5 Safety annotation presence — 0/7 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to act on code and infrastructure, this server returns real content (grade B)."
    },
    {
      "name": "ai.childadhd/library",
      "url": "https://childadhd.ai/api/mcp/v1",
      "grade": "B",
      "passes": "9/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:42.010Z",
      "description": "Clinician-reviewed library on ADHD in children — evaluation, treatment, school, parenting.",
      "cert": "https://live-vps.sasame.online/observatory/certs/childadhd-ai-api-mcp-v1.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/childadhd-ai-api-mcp-v1.svg",
      "page": "https://live-vps.sasame.online/directory/childadhd-ai-api-mcp-v1.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.childanxiety/library",
      "url": "https://childanxiety.ai/api/mcp/v1",
      "grade": "B",
      "passes": "9/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:43.265Z",
      "description": "Clinician-reviewed library on anxiety, OCD, and phobias in children ages 5–12.",
      "cert": "https://live-vps.sasame.online/observatory/certs/childanxiety-ai-api-mcp-v1.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/childanxiety-ai-api-mcp-v1.svg",
      "page": "https://live-vps.sasame.online/directory/childanxiety-ai-api-mcp-v1.html",
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      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
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    {
      "name": "ai.childpsychiatry/library",
      "url": "https://childpsychiatry.ai/api/mcp/v1",
      "grade": "B",
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      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:44.487Z",
      "description": "Clinician-reviewed library on child psychiatric evaluation and medication decision-making.",
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      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
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    {
      "name": "ai.com.mcp/lenny-rachitsky-podcast",
      "url": "https://lenny-rachitsky.run.mcp.com.ai/mcp",
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      "category": "agentinfra",
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      "observed_at": "2026-06-18T12:42:48.330Z",
      "description": "MCP server for structured access to Lenny Rachitsky podcast transcripts. For content creators.",
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      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade B)."
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    {
      "name": "ai.com.mcp/linkedin",
      "url": "https://linkedin.run.mcp.com.ai/mcp",
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      "passes": "9/10",
      "category": "agentinfra",
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      "description": "LinkedIn API as MCP tools to retrieve profile data and publish content. Powered by HAPI MCP.",
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      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error -32401 (even with minimal valid args)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
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    {
      "name": "ai.com.mcp/registry",
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      "passes": "9/10",
      "category": "agentinfra",
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      "observed_at": "2026-06-18T12:42:53.299Z",
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      "top_gap": "C7 Returns real content (anti-ghost) — delivery UNVERIFIED (priced/x402 — not paid)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
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      "observed_at": "2026-06-18T12:42:54.643Z",
      "description": "Strava MCP tools for AI: athletes, activities, segments, clubs, routes. Powered by HAPI MCP server.",
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      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error -32401 (even with minimal valid args)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
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    {
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      "passes": "9/10",
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      "why_use": "When an agent needs to run back-office and customer workflows, this server completes the MCP handshake (grade B)."
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      "name": "ai.dynamicfeed/dynamic-feed",
      "url": "https://dynamicfeed.ai/mcp",
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      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
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      "description": "Fresh data AI models lack: live LLM pricing, MCP registry, service status, and AI news.",
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      "top_gap": "C9 Token efficiency — tools/list payload 83828 bytes",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade B)."
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      "passes": "9/10",
      "category": "devtools",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:03.306Z",
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      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to act on code and infrastructure, this server completes the MCP handshake (grade B)."
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      "passes": "9/10",
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      "observed_at": "2026-06-18T12:43:07.487Z",
      "description": "Public MCP for gethal.ai — autonomous AI sales agent. Pricing, features, book a demo.",
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      "description": "Security tools for AI agents: scan MCP servers, validate HDP delegation chains, audit releases.",
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      "why_use": "When an agent needs to check trust, risk, and identity, this server returns real content (grade B)."
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    {
      "name": "ai.inxy/seo-audit",
      "url": "https://inxy.ai/api/mcp",
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      "category": "experimental",
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      "observed_at": "2026-06-18T12:43:08.724Z",
      "description": "Score any site or Shopify store for AEO/GEO/LLMO readiness — how likely AI search is to cite it.",
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      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade B)."
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      "name": "ai.justpublish/just-publish",
      "url": "https://mcp.justpublish.ai/",
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      "category": "livedata",
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      "observed_at": "2026-06-18T12:43:13.362Z",
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      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
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      "observed_at": "2026-06-18T12:43:15.689Z",
      "description": "Give your AI agents a real WhatsApp number to send and receive messages.",
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      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
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      "name": "ai.lucasandersen/mlp-tax",
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      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:28.421Z",
      "description": "Deterministic MLP tax engine with IRS citations. 6 tools: basis, §751, estate, projections.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-lucasandersen-ai-mcp.json",
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    {
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      "url": "https://ninar.ai/mcp",
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      "observed_at": "2026-06-18T12:43:40.957Z",
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      "category": "agentinfra",
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      "observed_at": "2026-06-18T12:43:45.583Z",
      "description": "German grocery deal parser and multi-stop route optimizer (REWE, Aldi, DM, Rossmann, etc.).",
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      "observed_at": "2026-06-18T12:43:50.218Z",
      "description": "The hidden intelligence for AI marketing agents. Real campaign data, not LLM guesses.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-pimea-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/api-pimea-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/api-pimea-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/3 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade B)."
    },
    {
      "name": "ai.pocketdrives/pocket-drives",
      "url": "https://pocketdrives.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:00.435Z",
      "description": "Peer-to-peer car rental search — luxury, exotic, and EV vehicles with delivery across the US.",
      "cert": "https://live-vps.sasame.online/observatory/certs/pocketdrives-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/pocketdrives-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/pocketdrives-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — delivery UNVERIFIED (priced/x402 — not paid)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.quantifyme/quantifyme",
      "url": "https://mcp.quantifyme.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:03.926Z",
      "description": "Describe a trading strategy in plain English and deploy a live signal model in one call. No signup.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-quantifyme-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-quantifyme-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-quantifyme-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.readypermit/geo",
      "url": "https://rnfonkwthefktfvfwypr.supabase.co/functions/v1/mcp-server",
      "grade": "B",
      "passes": "9/10",
      "category": "devtools",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:06.968Z",
      "description": "Zoning, ADU eligibility, flood zone, setbacks, and buildability intelligence for U.S. parcels.",
      "cert": "https://live-vps.sasame.online/observatory/certs/rnfonkwthefktfvfwypr-supabase-co-functions-v1-mcp-server.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/rnfonkwthefktfvfwypr-supabase-co-functions-v1-mcp-server.svg",
      "page": "https://live-vps.sasame.online/directory/rnfonkwthefktfvfwypr-supabase-co-functions-v1-mcp-server.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to act on code and infrastructure, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.reka/mcp",
      "url": "https://mcp.reka.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:07.563Z",
      "description": "Understand your videos with Reka AI — search, ask questions, and extract insights.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-reka-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-reka-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-reka-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.rfix/mcp",
      "url": "https://mcp.rfix.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:08.717Z",
      "description": "Create RF signal projects from prompts, inspect graphs, and export IQ data.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-rfix-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-rfix-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-rfix-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.rootdata/public-directory",
      "url": "https://rootdata.ai/api/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:16.343Z",
      "description": "Public Root Data dental analytics directory for DSOs, dental practices, blog, and FAQ tools.",
      "cert": "https://live-vps.sasame.online/observatory/certs/rootdata-ai-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/rootdata-ai-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/rootdata-ai-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/8 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade B)."
    },
    {
      "name": "tech.skybridge.productivity/Productivity",
      "url": "https://productivity.skybridge.tech",
      "grade": "B",
      "passes": "9/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:21.236Z",
      "description": "Skybridge Productivity MCP App Example",
      "cert": "https://live-vps.sasame.online/observatory/certs/productivity-skybridge-tech.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/productivity-skybridge-tech.svg",
      "page": "https://live-vps.sasame.online/directory/productivity-skybridge-tech.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/1 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to transact and get paid, this server returns real content (grade B)."
    },
    {
      "name": "today.blame/mcp",
      "url": "https://blame.today/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:27.467Z",
      "description": "Blame things on blame.today, the anonymous 'who do you blame today' board. Nostr, no account.",
      "cert": "https://live-vps.sasame.online/observatory/certs/blame-today-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/blame-today-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/blame-today-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/1 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade B)."
    },
    {
      "name": "travel.kismet/mcp-server",
      "url": "https://mcp.kismet.travel/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:29.843Z",
      "description": "Semantic hotel search with real-time availability and price comparison for Kismet Travel",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-kismet-travel-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-kismet-travel-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-kismet-travel-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C9 Token efficiency — tools/list payload 50180 bytes",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade B)."
    },
    {
      "name": "uk.co.shipmycar/quote",
      "url": "https://www.shipmycar.co.uk/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:33.776Z",
      "description": "UK/EU and international car transport quotes with HMRC, IVA, DVLA and logistics costings.",
      "cert": "https://live-vps.sasame.online/observatory/certs/www-shipmycar-co-uk-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/www-shipmycar-co-uk-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/www-shipmycar-co-uk-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "vc.doomscore/doom",
      "url": "https://mcp.doomscore.vc",
      "grade": "B",
      "passes": "9/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:38.802Z",
      "description": "Obsolescence-risk screening: predicts if a product gets absorbed into core LLM-platform features.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-doomscore-vc.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-doomscore-vc.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-doomscore-vc.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/11 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to transact and get paid, this server returns real content (grade B)."
    },
    {
      "name": "video.quiz/api",
      "url": "https://www.quiz.video/mcp/",
      "grade": "B",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:41.104Z",
      "description": "Quiz.Video MCP: list, create, AI-generate, and render quiz and flashcard videos.",
      "cert": "https://live-vps.sasame.online/observatory/certs/www-quiz-video-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/www-quiz-video-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/www-quiz-video-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C9 Token efficiency — tools/list payload 52648 bytes",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade B)."
    },
    {
      "name": "world.3keys/wish-game",
      "url": "https://3keys.world/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:45.731Z",
      "description": "Wish game — every agent wish permanently reshapes a shared world. Free, no key needed.",
      "cert": "https://live-vps.sasame.online/observatory/certs/3keys-world-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/3keys-world-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/3keys-world-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/2 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade B)."
    },
    {
      "name": "xyz.actiongate.api/actiongate",
      "url": "https://api.actiongate.xyz/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:51.813Z",
      "description": "Paid MCP tools for ActionGate treasury safety endpoints.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-actiongate-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/api-actiongate-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/api-actiongate-xyz-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.bizclaw/business-directory",
      "url": "https://bizclaw.xyz/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:53.024Z",
      "description": "Search, compare, and contact real-world companies through a public MCP business directory.",
      "cert": "https://live-vps.sasame.online/observatory/certs/bizclaw-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/bizclaw-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/bizclaw-xyz-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.crinkl.mcp/crinkl-commerce",
      "url": "https://mcp.crinkl.xyz/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:55.746Z",
      "description": "Verified commerce data and proof-backed shopper activation tools for agents.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-crinkl-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-crinkl-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-crinkl-xyz-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/22 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade B)."
    },
    {
      "name": "xyz.gembook/gembook",
      "url": "https://gembook.xyz/api/mcp/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:56.887Z",
      "description": "Neutral prices + PSA population for PSA-graded vintage Pokémon (WotC 1999–2003). Read-only.",
      "cert": "https://live-vps.sasame.online/observatory/certs/gembook-xyz-api-mcp-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/gembook-xyz-api-mcp-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/gembook-xyz-api-mcp-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.loadbay/loadbay",
      "url": "https://loadbay.xyz/api/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:01.346Z",
      "description": "Catalog of 370+ open-source AI-agent harnesses. Search, list your own, earn USDC tips via x402.",
      "cert": "https://live-vps.sasame.online/observatory/certs/loadbay-xyz-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/loadbay-xyz-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/loadbay-xyz-api-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/6 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to transact and get paid, this server returns real content (grade B)."
    },
    {
      "name": "xyz.spocal/sports",
      "url": "https://mcp.spocal.xyz/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:09.818Z",
      "description": "Paid, structured Japan-focused sports schedules, fixtures, broadcasts, and live updates.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-spocal-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-spocal-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-spocal-xyz-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/11 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade B)."
    },
    {
      "name": "xyz.urbanplayground/events",
      "url": "https://eventchat-events-mcp-production.up.railway.app/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:14.444Z",
      "description": "Live event discovery: concerts, club nights, art, comedy, and festivals across 14 cities.",
      "cert": "https://live-vps.sasame.online/observatory/certs/eventchat-events-mcp-production-up-railway-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/eventchat-events-mcp-production-up-railway-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/eventchat-events-mcp-production-up-railway-app-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C9 Token efficiency — tools/list payload 60145 bytes",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server returns real content (grade B)."
    },
    {
      "name": "ai.searchshop.www/la-luer",
      "url": "https://searchshopai-mcp.fly.dev/mcp/la-luer",
      "grade": "B",
      "passes": "9/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:17.873Z",
      "description": "Search, compare, and purchase La Luer microcurrent facial devices and skincare products.",
      "cert": "https://live-vps.sasame.online/observatory/certs/searchshopai-mcp-fly-dev-mcp-la-luer.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/searchshopai-mcp-fly-dev-mcp-la-luer.svg",
      "page": "https://live-vps.sasame.online/directory/searchshopai-mcp-fly-dev-mcp-la-luer.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to transact and get paid, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.switchapp/switch",
      "url": "https://mcp.switchapp.ai/mcp",
      "grade": "B",
      "passes": "9/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:24.024Z",
      "description": "Generate, manage and explore your Switch AI image and video library, scoped to your account.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-switchapp-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-switchapp-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-switchapp-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error -32001 (even with minimal valid args)",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.teenadhd/library",
      "url": "https://teenadhd.ai/api/mcp/v1",
      "grade": "B",
      "passes": "9/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:25.281Z",
      "description": "Clinician-reviewed library on ADHD in teens — accommodations, executive function, evaluations.",
      "cert": "https://live-vps.sasame.online/observatory/certs/teenadhd-ai-api-mcp-v1.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/teenadhd-ai-api-mcp-v1.svg",
      "page": "https://live-vps.sasame.online/directory/teenadhd-ai-api-mcp-v1.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.teenanxiety/library",
      "url": "https://teenanxiety.ai/api/mcp/v1",
      "grade": "B",
      "passes": "9/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:26.632Z",
      "description": "Clinician-reviewed library on social anxiety, panic, and school refusal in adolescents.",
      "cert": "https://live-vps.sasame.online/observatory/certs/teenanxiety-ai-api-mcp-v1.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/teenanxiety-ai-api-mcp-v1.svg",
      "page": "https://live-vps.sasame.online/directory/teenanxiety-ai-api-mcp-v1.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
    },
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    },
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      "description": "SCIP-backed semantic code intelligence over 800+ pre-indexed OSS libraries. Hosted, free.",
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      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-example4-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-example4-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/16 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to act on code and infrastructure, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.fodda/mcp-server",
      "url": "https://mcp.fodda.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:05.123Z",
      "description": "Expert-curated knowledge graphs for AI agents — retail, beauty, sports, plus institutional data",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-fodda-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-fodda-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-fodda-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.jeda/jeda-ai",
      "url": "https://mcp.jeda.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:12.148Z",
      "description": "Visual AI for strategic thinking — SWOT, flowcharts, mindmaps, Gantt diagrams as polished SVG.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-jeda-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-jeda-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-jeda-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.joinmultiplayer/gpu",
      "url": "https://joinmultiplayer.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:12.665Z",
      "description": "Agent-to-agent network for teams: dm, who-knows-X routing, shared rooms. Human-in-the-loop.",
      "cert": "https://live-vps.sasame.online/observatory/certs/joinmultiplayer-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/joinmultiplayer-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/joinmultiplayer-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/6 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.kifly/mcp",
      "url": "https://kifly.ai/api/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:14.611Z",
      "description": "Multi-seller shopping for AI agents. Settle via Stripe MPP or x402 USDC on Base. Hosted.",
      "cert": "https://live-vps.sasame.online/observatory/certs/kifly-ai-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/kifly-ai-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/kifly-ai-api-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error  (even with minimal valid args)",
      "why_use": "When an agent needs to transact and get paid, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.law.mcp/lawyer-search",
      "url": "https://mcp.law.ai",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:25.715Z",
      "description": "Verified lawyer and attorney search, discovery, and matching for AI — 991K+ US profiles.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-law-ai.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-law-ai.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-law-ai.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/5 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.limitguard.api/trust-intelligence",
      "url": "https://api.limitguard.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "security",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:26.335Z",
      "description": "Entity verification, sanctions screening, and trust scoring for AI agents.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-limitguard-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/api-limitguard-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/api-limitguard-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/5 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to check trust, risk, and identity, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.llmse/mcp",
      "url": "https://llmse.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:27.825Z",
      "description": "Public MCP server for the LLM Search Engine",
      "cert": "https://live-vps.sasame.online/observatory/certs/llmse-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/llmse-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/llmse-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/10 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.ludo/game-assets",
      "url": "https://mcp.ludo.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:28.941Z",
      "description": "Generate game assets with AI: sprites, 3D models, animations, sound effects, music, and voices.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-ludo-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-ludo-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-ludo-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/24 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server returns real content (grade B)."
    },
    {
      "name": "ai.marketintell/marketintell",
      "url": "https://api.marketintell.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:31.119Z",
      "description": "AI analyst desk for stocks, options & crypto with sourced trade setups and a public accuracy record.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-marketintell-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/api-marketintell-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/api-marketintell-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error  (even with minimal valid args)",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.masnavi/masnavi",
      "url": "https://masnavi.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:31.626Z",
      "description": "Rumi's complete Masnavi (25,635 beyts) — search, quote, verify and explain. Free, no auth.",
      "cert": "https://live-vps.sasame.online/observatory/certs/masnavi-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/masnavi-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/masnavi-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/9 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.maxcv/resume",
      "url": "https://maxcv.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:32.229Z",
      "description": "Score and tailor your CV/resume against a job posting — for AI agents and humans, no-login trial.",
      "cert": "https://live-vps.sasame.online/observatory/certs/maxcv-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/maxcv-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/maxcv-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/2 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.meetlark/mcp-server",
      "url": "https://meetlark.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "bizops",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:35.216Z",
      "description": "Agent-first meeting schedule polls for humans and agents. Create polls, vote, find times.",
      "cert": "https://live-vps.sasame.online/observatory/certs/meetlark-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/meetlark-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/meetlark-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/6 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to run back-office and customer workflows, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.mrmarket/mrmarket-mcp",
      "url": "https://mcp.mrmarket.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:37.853Z",
      "description": "Analytical engine for US-listed equities: screens, rankings, and event studies in plain English.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-mrmarket-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-mrmarket-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-mrmarket-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error  (even with minimal valid args)",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.nefesh/human-state",
      "url": "https://mcp.nefesh.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:39.654Z",
      "description": "Real-time human state fusion: stress score from heart, voice, face signals. GDPR compliant.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-nefesh-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-nefesh-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-nefesh-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/6 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.nothumansearch/search",
      "url": "https://nothumansearch.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:42.305Z",
      "description": "Search engine for AI agents. Find websites and APIs ranked by agentic readiness.",
      "cert": "https://live-vps.sasame.online/observatory/certs/nothumansearch-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/nothumansearch-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/nothumansearch-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/11 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.nullary/nullary",
      "url": "https://mcp.nullary.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:45.075Z",
      "description": "Negative results intelligence for drug discovery — query measured failures via MCP.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-nullary-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-nullary-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-nullary-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — delivery UNVERIFIED (priced/x402 — not paid)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.plith/plith",
      "url": "https://plith.ai/api/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:57.468Z",
      "description": "AI agent infrastructure: dedup, cost prediction, validation, governance, failure intelligence.",
      "cert": "https://live-vps.sasame.online/observatory/certs/plith-ai-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/plith-ai-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/plith-ai-api-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C6 Liveness & latency — init status 200, latency 5373ms (bar: 2xx & <5000ms)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.pyrimid/pyrimid",
      "url": "https://pyrimid.ai/api/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:03.273Z",
      "description": "Agent-commerce MCP server for x402/USDC payments and affiliate splits on Base.",
      "cert": "https://live-vps.sasame.online/observatory/certs/pyrimid-ai-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/pyrimid-ai-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/pyrimid-ai-api-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/7 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to transact and get paid, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.roc/mcp",
      "url": "https://mcp.roc.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:09.764Z",
      "description": "ROC biometrics & computer vision: face, LPR, OCR, pedestrian, vehicle, gun detection.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-roc-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-roc-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-roc-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/7 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "tech.skybridge.everything/Everything",
      "url": "https://everything.skybridge.tech",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:18.493Z",
      "description": "Example and testing ChatGPT and MCP App showcasing all the features of the Skybridge frameowrk",
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      "badge": "https://live-vps.sasame.online/observatory/badge/everything-skybridge-tech.svg",
      "page": "https://live-vps.sasame.online/directory/everything-skybridge-tech.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/2 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "to.funn/funnel-generator",
      "url": "https://funn.to/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:26.186Z",
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      "badge": "https://live-vps.sasame.online/observatory/badge/funn-to-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/funn-to-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/3 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to transact and get paid, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "to.plate/mcp",
      "url": "https://plate.to/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:26.987Z",
      "description": "Minimal project management for teams and AI agents.",
      "cert": "https://live-vps.sasame.online/observatory/certs/plate-to-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/plate-to-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/plate-to-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error  (even with minimal valid args)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "uk.co.grantiq/mcp",
      "url": "https://grantiq.co.uk/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:33.088Z",
      "description": "Eligibility-first UK & EU grant discovery, inside ChatGPT and Claude.",
      "cert": "https://live-vps.sasame.online/observatory/certs/grantiq-co-uk-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/grantiq-co-uk-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/grantiq-co-uk-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/6 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "uk.exatoshi/autosearch",
      "url": "https://exatoshi.uk/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:34.734Z",
      "description": "PRISMA 2020 systematic reviews as MCP tools - verified citations, IMRAD papers",
      "cert": "https://live-vps.sasame.online/observatory/certs/exatoshi-uk-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/exatoshi-uk-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/exatoshi-uk-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/6 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "uno.platform/uno",
      "url": "https://mcp.platform.uno/v1",
      "grade": "B",
      "passes": "8/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:36.262Z",
      "description": "The Uno Platform MCP Server to get up-to-date docs and prompts",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-platform-uno-v1.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-platform-uno-v1.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-platform-uno-v1.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/4 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "us.uphealth/mcp",
      "url": "https://mcp.uphealth.us/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:37.886Z",
      "description": "Federally-sourced health facts/lists/tips as agent-callable cued-stream tools. Not medical advice.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-uphealth-us-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-uphealth-us-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-uphealth-us-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "work.latlng.mcp/latlng",
      "url": "https://mcp.latlng.work/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:43.768Z",
      "description": "Geocoding, reverse geocoding, and places search for LatLng.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-latlng-work-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-latlng-work-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-latlng-work-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/5 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.558686.gpt55/token-gateway",
      "url": "https://gpt55.558686.xyz/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:49.777Z",
      "description": "Remote MCP gateway for low-cost x402-paid GPT-5.5 and utility tools.",
      "cert": "https://live-vps.sasame.online/observatory/certs/gpt55-558686-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/gpt55-558686-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/gpt55-558686-xyz-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — delivery UNVERIFIED (priced/x402 — not paid)",
      "why_use": "When an agent needs to transact and get paid, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.getforward/forward",
      "url": "https://getforward.xyz/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:59.966Z",
      "description": "Get customers, pay per verified result. Agents self-provision: forward_signup grants $25 credits.",
      "cert": "https://live-vps.sasame.online/observatory/certs/getforward-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/getforward-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/getforward-xyz-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/11 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to transact and get paid, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.lonestaroracle/mcp-server",
      "url": "https://mcp.lonestaroracle.xyz/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:02.938Z",
      "description": "29 live AI data tools — crypto, equities, energy, govt intelligence, audits & coding.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-lonestaroracle-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-lonestaroracle-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-lonestaroracle-xyz-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/41 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.preflyte/preflyte",
      "url": "https://mcp.preflyte.xyz/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:04.919Z",
      "description": "DeFi financial intelligence for AI agents — returns oracle & market verification.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-preflyte-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-preflyte-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-preflyte-xyz-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/9 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.regimeshift/mcp",
      "url": "https://mcp.regimeshift.xyz/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:06.695Z",
      "description": "Paid MCP for AI agents: vol risk premium, Agent-SOFR, max-LTV. $0.001 USDC on Base via x402.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-regimeshift-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-regimeshift-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-regimeshift-xyz-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/4 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to transact and get paid, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.sputnikx/market",
      "url": "https://sputnikx.xyz/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:10.716Z",
      "description": "EU trade & customs analytics, product catalog, CRM agents, provably fair RNG. x402.",
      "cert": "https://live-vps.sasame.online/observatory/certs/sputnikx-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/sputnikx-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/sputnikx-xyz-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/28 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "xyz.twzrd.intel/twzrd-agent-intel",
      "url": "https://intel.twzrd.xyz/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:12.925Z",
      "description": "Trust + receipt layer for x402 agents on Solana: free preflight + paid signed V5 trust receipt.",
      "cert": "https://live-vps.sasame.online/observatory/certs/intel-twzrd-xyz-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/intel-twzrd-xyz-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/intel-twzrd-xyz-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — delivery UNVERIFIED (priced/x402 — not paid)",
      "why_use": "When an agent needs to transact and get paid, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.router/ai-gateway",
      "url": "https://mcp.router.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:16.286Z",
      "description": "One key, 100+ models — chat with any LLM and generate video, images, speech. Free trial at 370.ai.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-router-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-router-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-router-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/7 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.rxmanager/mcp",
      "url": "https://mcp.rxmanager.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:16.877Z",
      "description": "Live US drug acquisition costs (CMS NADAC) for AI assistants. Free, no auth, weekly data.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-rxmanager-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-rxmanager-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-rxmanager-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/5 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.serff/ca-rate-filings",
      "url": "https://api.serff.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:18.987Z",
      "description": "Natural-language search over California's public insurance rate, rule & form filings.",
      "cert": "https://live-vps.sasame.online/observatory/certs/api-serff-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/api-serff-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/api-serff-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.sitepulsar/mcp",
      "url": "https://sitepulsar-mcp.vercel.app/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:20.205Z",
      "description": "SitePulsar AEO audits: fetch FIND/READ/USE agent-readiness scores for any website.",
      "cert": "https://live-vps.sasame.online/observatory/certs/sitepulsar-mcp-vercel-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/sitepulsar-mcp-vercel-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/sitepulsar-mcp-vercel-app-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error  (even with minimal valid args)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.sitepulsar/mcp",
      "url": "https://mcp.sitepulsar.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:21.453Z",
      "description": "SitePulsar AEO audits: fetch FIND/READ/USE agent-readiness scores for any website.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-sitepulsar-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-sitepulsar-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-sitepulsar-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error  (even with minimal valid args)",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.specproof/specproof-mcp",
      "url": "https://mcp.specproof.ai/",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:22.771Z",
      "description": "SpecProof: Search standards specs with MCP-ready precision.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-specproof-ai.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-specproof-ai.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-specproof-ai.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/8 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.thinkneo/control-plane",
      "url": "https://mcp.thinkneo.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "security",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:32.137Z",
      "description": "Enterprise AI governance: spend, guardrails, policy, budgets, compliance, and provider health.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-thinkneo-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-thinkneo-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-thinkneo-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — empty/echo/placeholder (no substantive content[])",
      "why_use": "When an agent needs to check trust, risk, and identity, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.thiri/chord-intelligence",
      "url": "https://mcp.thiri.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:32.786Z",
      "description": "Chord intelligence for agents: analyze, voice, reharmonize, and resolve chords.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-thiri-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-thiri-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-thiri-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — JSON-RPC error  (even with minimal valid args)",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.tunnelmind/data",
      "url": "https://mcp-data.tunnelmind.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:46.567Z",
      "description": "Tracker / Sigil / Cross-lens — every TunnelMind Data API operation as one MCP surface.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-data-tunnelmind-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-data-tunnelmind-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-data-tunnelmind-ai-mcp.html",
      "top_strength": "returns real content",
      "top_gap": "C5 Safety annotation presence — 0/67 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server returns real content (grade B)."
    },
    {
      "name": "ai.tunnelmind/sigil",
      "url": "https://mcp.sigil.tunnelmind.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "experimental",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:49.372Z",
      "description": "Programmatic-advertising supply verification: ads.txt, schain, ATAP receipts, cross_lens_verify.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-sigil-tunnelmind-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-sigil-tunnelmind-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-sigil-tunnelmind-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/12 tools carry a valid safety-hint annotation",
      "why_use": "When an agent needs to general-purpose or uncategorized tools, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ai.xr-utilities/h-index",
      "url": "https://h-index.xr-utilities.ai/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:42:52.230Z",
      "description": "Capability registry for the agentic economy. Semantic search over verified MCP server listings.",
      "cert": "https://live-vps.sasame.online/observatory/certs/h-index-xr-utilities-ai-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/h-index-xr-utilities-ai-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/h-index-xr-utilities-ai-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/3 tools carry annotations",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "app.cnvs/whiteboard",
      "url": "https://cnvs.app/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:17.103Z",
      "description": "Zero-auth real-time collaborative whiteboard with MCP — AI agents + humans edit the same board live.",
      "cert": "https://live-vps.sasame.online/observatory/certs/cnvs-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/cnvs-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/cnvs-app-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/24 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "app.ganty/mcp-server",
      "url": "https://ganty.app/api/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "agentinfra",
      "level": "observed",
      "observed_at": "2026-06-18T12:43:45.542Z",
      "description": "Gantt chart SaaS with server-side critical path and dependency-aware shift-impact tools, plus CRUD.",
      "cert": "https://live-vps.sasame.online/observatory/certs/ganty-app-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/ganty-app-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/ganty-app-api-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/15 tools carry annotations",
      "why_use": "When an agent needs to give an agent memory, tools, and interop, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "app.netlify.gleaming-cassata-d41682/lion-mcp",
      "url": "https://gleaming-cassata-d41682.netlify.app/api/mcp?registry=domain_v1_1",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:21.033Z",
      "description": "x402-paid MCP data: trend feed + visibility audit. USDC/Base. No API key. No PII.",
      "cert": "https://live-vps.sasame.online/observatory/certs/gleaming-cassata-d41682-netlify-app-api-mcp-registry-domain-v1-1.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/gleaming-cassata-d41682-netlify-app-api-mcp-registry-domain-v1-1.svg",
      "page": "https://live-vps.sasame.online/directory/gleaming-cassata-d41682-netlify-app-api-mcp-registry-domain-v1-1.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/5 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "app.netlify.gleaming-cassata-d41682/lion-mcp",
      "url": "https://gleaming-cassata-d41682.netlify.app/api/mcp?src=mcpregistry_domain_v1_1",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:22.877Z",
      "description": "x402-paid MCP data: trend feed + visibility audit. USDC/Base. No API key. No PII.",
      "cert": "https://live-vps.sasame.online/observatory/certs/gleaming-cassata-d41682-netlify-app-api-mcp-src-mcpregistry-domain-v1-1.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/gleaming-cassata-d41682-netlify-app-api-mcp-src-mcpregistry-domain-v1-1.svg",
      "page": "https://live-vps.sasame.online/directory/gleaming-cassata-d41682-netlify-app-api-mcp-src-mcpregistry-domain-v1-1.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/5 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "app.promptfax/promptfax",
      "url": "https://promptfax.app/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "commerce",
      "level": "observed",
      "observed_at": "2026-06-18T12:44:48.150Z",
      "description": "Send a one-off fax from inside ChatGPT or Claude. Pay-per-use, $2-$4.50 per delivered fax.",
      "cert": "https://live-vps.sasame.online/observatory/certs/promptfax-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/promptfax-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/promptfax-app-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — tool returned JSON-RPC error (may need args)",
      "why_use": "When an agent needs to transact and get paid, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "app.zooza/mcp-server",
      "url": "https://mcp.zooza.app/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "bizops",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:26.885Z",
      "description": "MCP server for Zooza — class scheduling, attendance, and booking for activity businesses.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-zooza-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-zooza-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-zooza-app-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — tool returned JSON-RPC error (may need args)",
      "why_use": "When an agent needs to run back-office and customer workflows, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "ar.energetica/data",
      "url": "https://energetica.ar/api/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "livedata",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:33.654Z",
      "description": "Argentine oil & gas data — 40+ curated tables: production, wells, prices, investments, trade.",
      "cert": "https://live-vps.sasame.online/observatory/certs/energetica-ar-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/energetica-ar-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/energetica-ar-api-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C5 Safety annotation presence — 0/8 tools carry annotations",
      "why_use": "When an agent needs to pull fresh, real-world facts at call time, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "bot.mailbox/mailbox",
      "url": "https://mailbox.bot/api/mcp",
      "grade": "B",
      "passes": "8/10",
      "category": "devtools",
      "level": "observed",
      "observed_at": "2026-06-18T12:46:08.643Z",
      "description": "Physical mail API for AI agents. Send letters, certified mail, postcards from code via MCP.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mailbox-bot-api-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mailbox-bot-api-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mailbox-bot-api-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — tool returned JSON-RPC error (may need args)",
      "why_use": "When an agent needs to act on code and infrastructure, this server completes the MCP handshake (grade B)."
    },
    {
      "name": "app.saber.mcp/saber",
      "url": "https://mcp.saber.app/mcp",
      "grade": "B",
      "passes": "7/10",
      "category": "research",
      "level": "observed",
      "observed_at": "2026-06-18T12:45:01.543Z",
      "description": "Sales intelligence — research companies, qualify prospects, and find contacts.",
      "cert": "https://live-vps.sasame.online/observatory/certs/mcp-saber-app-mcp.json",
      "badge": "https://live-vps.sasame.online/observatory/badge/mcp-saber-app-mcp.svg",
      "page": "https://live-vps.sasame.online/directory/mcp-saber-app-mcp.html",
      "top_strength": "completes the MCP handshake",
      "top_gap": "C7 Returns real content (anti-ghost) — tool returned JSON-RPC error (may need args)",
      "why_use": "When an agent needs to ground answers in real sources, this server completes the MCP handshake (grade B)."
    }
  ]
}