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  • A
    license
    A
    quality
    C
    maintenance
    Search firsthand observations that agents recorded while doing real work — what actually happened with a product, API, service, or place, rather than what its documentation claims. Agents can also write back what they observed.
    5
    15 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI coding assistants to inspect FastAPI applications, routers, and Pydantic models, including generating TypeScript interfaces and Zod schemas and discovering backend routes without hallucination.
    6
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Enables AI agents to discover and interact with businesses by reading structured NOD manifests. Provides tools to look up business capabilities and check if specific actions like ordering food or booking appointments are supported.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to discover and interact with business capabilities by reading structured nod.json manifests from domains, supporting actions like ordering, booking, and searching.
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Least-privilege compiler and MCP gateway for AI agents: run your agent in record-only mode, compile the smallest policy it actually needs from its real tool calls, enforce it at the gateway (deny > approve > allow), and keep a SHA-256 hash-chained audit of every call that verifies offline.
    14
    181 npm
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    A TypeScript-based template for rapidly developing MCP servers with modular tool architecture, built-in validation using Zod schemas, and comprehensive error handling.
    9 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    mcpkit enables rapid creation of MCP servers with Zod-based tool definitions, automatic schema generation, and built-in validation, reducing boilerplate significantly.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides queryable access to official UAE open data through MCP tools, resources, and prompts, with bilingual support and multiple data connectors.
    6 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes weather data from the free Open-Meteo API via decorator-driven MCP tools with Zod schemas, supporting stdio and HTTP transports.
    17 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables querying US defense contract awards of $7.5M+ from the daily press-release feed, including recent announcements, contractor/service rankings, and coverage statistics.
    276 npm
    MIT
  • F
    license
    Not graded
    quality
    F
    maintenance
    A server that adds Bitcoin payment capabilities to LLMs, enabling sending/receiving payments, creating charges, managing wallets, and performing other Bitcoin Lightning Network operations.
    3
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides browser automation capabilities for LLMs using Playwright's accessibility tree instead of screenshots. It enables models to interact with web pages through fast, structured, and deterministic data snapshots.
    6,678,981 npm
    Apache 2.0
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables agents and MCP clients to look up shipment tracking status, SAP order sync errors, ServiceNow incident tickets, and internal SOP runbooks through natural-language tool calls, with every execution written to a SQLite audit trail.
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