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  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables web search for the pi coding agent using z.ai GLM native search with a DuckDuckGo fallback.
    25,756 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients that lack built-in search — such as Claude Code through Bedrock or local LLM clients — to run web queries against Amazon's operated search index via a Gateway deployed in your own AWS account, with queries never leaving AWS and citation URLs preserved. Supports IAM/SigV4, Cognito, and API key authentication, per-gateway rate limits, IP and domain restrictions, and result filtering by domain and publication date.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to search a local catalog, load skills, inspect MCP tool schemas, and invoke selected tools through a single unified MCP tool, reducing per-request overhead.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables existing agents to access browser automation, Office document generation and conversion, terminal and code execution, charts, knowledge retrieval, media, computer control, maps, data, and integration tools through one MCP server with local runtime setup.
    11 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes hundreds of MCP tools through just four (browse, search, load schemas, and call), so models pay only for the tool definitions they need instead of every schema on every turn. Every call is validated and guarded, with unknown-argument rejection, placeholder detection, timeouts, an audit log, and error hints.
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP gateway and offline catalog CLI that aggregates multiple upstream MCP servers into a single stdio endpoint, and provides tool recommendation and catalog inspection without connecting to upstreams.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables host agents to resolve tasks against a local library of reviewed Skills and Experts, then retrieve selected capabilities on demand through MCP tools without loading the full catalog into context.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
    6
    183 PyPI
    17
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A standalone MCP gateway/proxy server that lets any MCP-compatible client search and call tools across multiple downstream MCP servers through a single mcp proxy tool.
    16 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that routes natural language requests to structured tool calls using a LoRA-tuned small language model, with built-in validation, retry, and fallback recovery.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A type-safe solution that enables remote access to Model Context Protocol (MCP) services, allowing clients to connect to centralized MCP implementations without waiting for official remote support.
    3
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Pluggable local agent capability hub that gives web-based DeepSeek local Agent capabilities (MCP/file operations/skills/desktop automation) and lets local agents reuse the same tools.
    13
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Reference implementation of a Model Context Protocol server for integrating external APIs as agent tools. Includes built-in tools for weather, database queries, web search, and calculations, with authentication, rate limiting, and logging.
    -