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  • F
    license
    Not graded
    quality
    D
    maintenance
    A simple application demonstrating Model Context Protocol (MCP) integration with FastAPI and Streamlit, allowing users to interact with LLMs through a clean interface.
    3
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A meta-MCP server that acts as a universal gateway, allowing users to discover and execute tools from thousands of other MCP servers through semantic search. It dynamically loads servers on demand and provides standardized functions for searching, discovering, and running tools across the entire MCP ecosystem.
    6
    -
  • F
    license
    A
    quality
    B
    maintenance
    MCP server that exposes life-insurance back-office tools (policy document search, application status, product/underwriting rules) to LLM agents. Enables agents to retrieve policy documents, check application status, and evaluate underwriting rules via hybrid search and rule lookup.
    3
    -
  • A
    license
    A
    quality
    D
    maintenance
    Provides persistent, self-optimizing memory for AI agents, enabling them to remember preferences and context across sessions and share knowledge across multiple agents.
    4
    11 npm
    ISC
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI agents and teams with self-hosted adaptive memory, combining hybrid search and a self-improving neural memory graph to enable precise recall and serendipitous discovery across MCP-compatible clients.
    12
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides a self-improving knowledge graph with per-triple provenance and deterministic reasoning, enabling auditable, reproducible, and contradiction-aware answers for AI agents.
    95,610 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A minimal server/client application implementation utilizing the Model Context Protocol (MCP) and Azure OpenAI.
    35
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides a find_solution tool that retrieves verified, compressed coding solutions from a curated library and injects them into AI coding agents like Claude Code and Cursor via MCP, improving problem-solving success rates by up to 50%.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides 78 tools for AGI experiments based on universal physics principles like entropy and criticality. It enables advanced long-term memory management, diversity-focused information retrieval, and meta-cognitive monitoring for self-improving AI systems.
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    SkillMesh is a retrieval router for MCP/LLM tool catalogs. It selects top-K relevant expert cards instead of loading every tool, reducing prompt size, by improving tool selection, and lowering token cost. Supports Claude MCP, Codex skills, and OpenAI-style function schemas.
    7
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables LLM agents to query a codebase's structural knowledge (symbols, imports, call graphs, etc.) via MCP, reducing tokens and improving correctness compared to raw file access.
    47 npm
    7
    MIT