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  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides fully local, privacy-preserving semantic search over file names and paths via MCP, using BGE embeddings for fuzzy matching and supporting incremental updates, watch mode, and a loopback-only HTTP server.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    MCP server that provides web search via LLM API gateways with server-side search, returning cited answers and multi-provider fallback.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Provides persistent, searchable memory across AI coding agent and chat history (Claude Code, Codex, Gemini CLI, ChatGPT, and more) via retrieval-augmented generation, enabling semantic and hybrid search to retain context across sessions.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.
    7
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI coding assistants to search and retrieve information from a locally ingested knowledge base using hybrid search, grounded in user-curated documentation.
    17
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables controlling your own Linux desktop machines from any MCP-capable LLM client, with opt-in agent capabilities for shell, filesystem, processes, screenshots, system info, and input injection.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables MCP-capable agents to join Landfall incident war rooms as live investigators, contributing findings and widgets to the incident timeline in realtime while pulling other investigators' discoveries, with single-use share links or authenticated sessions.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A high-performance, asynchronous MCP server that provides comprehensive Google search and web content scraping capabilities through the Firecrawl API, designed for LLMs to retrieve external information efficiently.
    1
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    10
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to interact with real terminal sessions across local and remote hosts, driving multi-turn interactive programs like TUIs, REPLs, and SSH prompts through MCP.
    32
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables discovering and managing MCP servers through a registry, supporting listing, searching, and configuration.
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to communicate with business agents across company boundaries using Google's A2A protocol, with tools for discovery, messaging, and connection management.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to query Zabbix for current problems, host investigations, alert triage, metrics, and maintenance operations through task-shaped tools with bounded JSON output and human-approval safeguards for any changes.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol server that gives AI assistants access to your self-hosted Audiobookshelf library, enabling queries about current listening, searching, and browsing.
    1
    MIT