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  • A
    license
    Not graded
    quality
    F
    maintenance
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    1,595
    BSD 3-Clause
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to query cluster-wide network traffic, investigate API calls, and perform root cause analysis using natural language, with access to decrypted TLS traffic and Kubernetes context.
    12,085
    Apache 2.0
  • A
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    quality
    A
    maintenance
    Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation.
    451 npm
    3,173
    Apache 2.0
  • A
    license
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    quality
    A
    maintenance
    Enables AI assistants and LLMs to query SigNoz observability data (metrics, traces, logs, alerts, dashboards) using natural language.
    123
    Apache 2.0
  • A
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    F
    maintenance
    A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).
    60
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A self-hosted MCP server that provides capability packs for AI agents to perform browser, desktop, git, and code actions via schema-validated JSON calls, enabling reliable agentic workflows even with small open-weight models.
    4
    Apache 2.0
  • A
    license
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    quality
    D
    maintenance
    Simple MCP Runner makes it effortless to safely expose system commands to language models via a lightweight MCP server—all configurable with a clean, minimal YAML file and zero boilerplate.
    MIT
  • A
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    quality
    A
    maintenance
    KSM MCP is a Model Context Protocol (MCP) server that acts as a secure intermediary between AI language models (like Claude) and Keeper Secrets Manager (KSM). It allows AI agents to manage your KSM secrets-such as listing, creating, retrieving, and deleting records and folders-while protecting your
    10
    MIT
  • 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
    B
    maintenance
    A high-performance server that provides clipboard access for AI assistants, specifically designed to solve the VSCode + WSL2 image clipboard limitation when using Claude.
    6 npm
    4
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    AI code reviews and git activity digests with machine-readable risk scoring, available as an MCP server for use within an agent session.
    1
    MIT
  • 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 assistants to manage Kubernetes deployments using Helm through natural language, providing full access to Helm CLI capabilities such as installing charts, managing releases, and searching repositories.
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables reading and searching API documentation from YApi instances, allowing AI models to access interface definitions, project API lists, and search through API endpoints using YApi URLs or project IDs.
    5 npm
    MIT
  • F
    license
    Not graded
    quality
    F
    maintenance
    Enables AI assistants to manage Sable AI voice agents, journeys, knowledge bases, deployments, and analytics through natural language, plus observability via HyperDX.
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    An MCP server that enables language models to design real KiCad electronic schematics from plain-language descriptions, placing parts, wiring nets, and running KiCad's electrical rules check to produce editable .kicad_sch files.
    2
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Model Context Protocol (MCP) server for the Royal Spanish Academy (RAE) API. It allows language models to interact with RAE's dictionary and linguistic resources.
    7
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A file management system powered by Claude AI that provides document access and manipulation through MCP protocol and Telegram bot integration, enabling users to interact with files via natural language commands.
    -