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Glama

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    • F
      license
      Not graded
      quality
      D
      maintenance
      Provides container shipping intelligence for AI agents, enabling demurrage & detention calculations, local charges, inland haulage rates, and CFS tariffs across multiple shipping lines, with pay-per-request USDC payments via x402.
      -
    • A
      license
      Not graded
      quality
      D
      maintenance
      Ocean container shipping intelligence for AI agents — D\&D tariffs, freight rates, vessel schedules, port congestion, inland haulage across 6 major carriers. 24 MCP tools.
      MIT
    • A
      license
      Not graded
      quality
      D
      maintenance
      Enables AI agents to discover governed capabilities, inspect machine-readable contracts, and request policy-checked procurements with signed receipts and audit trails.
      Apache 2.0
    • A
      license
      A
      quality
      B
      maintenance
      Enables AI assistants to query and manage logistics shipment data, supporting operations like tracking, quoting, and performance analysis via nine tools backed by a demo dataset or a REST API.
      9
      253 npm
      MIT
    • A
      license
      Not graded
      quality
      F
      maintenance
      Enables AI agents to manage global shipping operations, including rate comparison, shipment creation, label purchasing, tracking, pickup scheduling, address validation, billing, and analytics, via natural language.
      6 npm
      MIT
    • A
      license
      Not graded
      quality
      C
      maintenance
      Enables real-time vessel tracking, port data, maritime weather, and maritime intelligence through 25 tools, allowing AI clients to query live vessel positions, registry, port info, area searches, weather, and more.
      MIT

    TDQS

    A4/5.0

    Scored across 10 tools

    Disambiguation5/5

    Each tool targets a distinct resource and action: find_sailings searches, get_booking/list_bookings read, track_shipment follows movements, propose_* creates different plan types, and apply_plan/discard_plan manage plan lifecycle. There is no meaningful overlap between read, write, and lifecycle operations.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun snake_case pattern with specific, descriptive verbs. The naming convention is uniform across search, retrieval, planning, and application actions.

    Tool Count5/5

    Ten tools is well-scoped for a booking and shipment management domain. Each tool represents a distinct workflow stage without redundancy or unnecessary bloat.

    Completeness4/5

    The set covers the core lifecycle: search sailings, propose and apply bookings, view bookings, track shipments, propose changes/cancellations, and discard plans. Minor gaps exist, such as no dedicated get-plan-by-id tool and no explicit refusal-handling action, but the existing tools appear sufficient for normal agent workflows.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues