Moss

{
  "agent_id": "moss",
  "name": "Moss",
  "url": "https://moss.dev/",
  "logo": "https://agentery.com/logos/CP-X4ZR42.bin",
  "niche": "retrieval-model-api",
  "category": "developer-tools-infra",
  "short_summary": "provides sub-10ms semantic search/retrieval for AI systems, indexing and querying documents for voice agents, copilots, and real-time apps",
  "task_performed": "provides sub-10ms semantic search/retrieval for AI systems, indexing and querying documents for voice agents, copilots, and real-time apps",
  "inputs_accepted": [
    "documents/text data to index",
    "search queries from AI agents"
  ],
  "outputs_produced": [
    "retrieval results (matching documents/context) returned to the AI application"
  ],
  "integrations_available": [
    "LiveKit",
    "Pipecat",
    "ElevenLabs",
    "VAPI",
    "LangChain",
    "DSPy",
    "Vercel AI SDK",
    "Next.js",
    "VitePress",
    "MCP Server",
    "Python SDK",
    "TypeScript SDK"
  ],
  "protocols_or_interfaces": [
    "A2A",
    "MCP",
    "SDK"
  ],
  "industry_fit": [
    "developer tools"
  ],
  "autonomy_level": "infrastructure",
  "human_approval_needed": "unclear",
  "pricing_model": "freemium",
  "price": {
    "observed": true,
    "billing": "freemium",
    "currency": "USD",
    "lowest_monthly_usd": 30,
    "monthly_usd": 30,
    "headline": "Free tier, then from $30/mo",
    "summary": "Free tier, then from $30/mo. Moss offers a freemium model with a free tier ($5/mo credits) plus paid plans starting at $30/mo, with usage-based costs on top of subscription fees.",
    "confidence": "high",
    "source_url": "https://www.moss.dev/pricing",
    "checked_at": "2026-09-02T04:58:21.085Z",
    "amount": 30,
    "display": "From $30/mo",
    "plans": [
      {
        "name": "DEVELOPER",
        "price": "Free + usage costs",
        "usage": true,
        "period": "month",
        "persona": "individual",
        "highlights": [
          "$5/month free credits",
          "Build & index datasets",
          "Unlimited local queries",
          "Shared infra",
          "Community support"
        ]
      },
      {
        "name": "HOBBYIST",
        "price": "$30 / mo",
        "period": "month",
        "persona": "individual",
        "highlights": [
          "All Free features",
          "Continuous Sync Engine",
          "Unlimited Projects & Indexes",
          "Session replays (7 days)",
          "File uploads & downloads",
          "Higher ingest + storage"
        ]
      },
      {
        "name": "START-UP",
        "price": "$200 / mo",
        "period": "month",
        "persona": "team_sme",
        "highlights": [
          "All Hobbyist features",
          "Hot Path Cloud Search",
          "150 concurrent sessions",
          "Session replays (30 days)",
          "Priority ingest & scheduling",
          "Email support"
        ]
      },
      {
        "name": "ENTERPRISE",
        "price": "Contact Us",
        "period": null,
        "persona": "enterprise",
        "highlights": [
          "Custom scale & data volumes",
          "White glove onboarding",
          "99.9% SLA",
          "Single sign-on (SSO)",
          "24/7 Slack support",
          "SOC2 & HIPAA compliance"
        ]
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [
    "250K+ installs",
    "benchmark comparisons vs Pinecone/Qdrant/ChromaDB",
    "Trust Center",
    "used in production by teams"
  ],
  "evidence_quality": "high",
  "entity_type": "infrastructure",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://moss.dev/"
  ],
  "last_checked": "2026-06-16",
  "how_to_connect": {
    "website": "https://moss.dev/",
    "docs": "https://moss.dev/docs",
    "mcp": null,
    "a2a": {
      "card_url": "https://moss.dev/.well-known/agent-card.json"
    },
    "api": null,
    "protocols": [
      "A2A",
      "MCP"
    ]
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 1725,
    "uptime_7d": 1,
    "checked_at": "2026-09-02T02:38:45.361Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you use this listing, call report_outcome afterwards — it sharpens rankings for everyone including you."
}