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    An MCP-native document research agent that provides search, summarization, and citation tools for iterative multi-step research, ending in validated structured JSON reports.
    MIT
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    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
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    heroicons-mcp is a Model Context Protocol (MCP) server that exposes Heroicons. It allows LLMs and agentic applications to search, list, and generate usage examples of icons in React applications.
    3
    10 npm
    MIT
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    Enables coding agents to find real iOS app screens, user journeys, and website design systems, including colors, typography, components, and DESIGN.md files, so generated UIs resemble real products instead of AI defaults.
    1
    MIT
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    A utility that integrates Model Context Protocol (MCP) into Express applications, offering both stateful session management and stateless request handling options.
    1,574 npm
    14
    MIT
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    A self-hosted, MCP-native web-search backend for AI agents that provides meta-search, clean extraction, RAG with citations, and GitHub project selection.
    6
    MIT
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    Provides a shared, persistent memory layer for AI agents, enabling them to recall, memorize, and review user information across different applications.
    8
    MIT
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    A Python implementation of the Model Context Protocol that enables applications to provide standardized context for LLMs, allowing developers to build servers that expose data and functionality to LLM applications.
    MIT
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    Enables MCP host applications to use configured llms.txt files and fetch documentation URLs from permitted domains through auditable tool calls.
    MIT
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    FastMCP is a comprehensive MCP server allowing secure and standardized data and functionality exposure to LLM applications, offering resources, tools, and prompt management for efficient LLM interactions.
    3
    MIT
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    A server for the Machine Chat Protocol (MCP) that provides a YAML-based configuration system for LLM applications, allowing users to define resources, tools, and prompts without writing code.
    6
    MIT
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    Enables LLMs to perform semantic search and document management using ChromaDB, supporting natural language queries with intuitive similarity metrics for retrieval augmented generation applications.
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