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"Startups in AI, Large Language Models, and AI Agents" matching MCP servers:

  • MCP Language Server

    isaacphi
    A
    license
    -
    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.
    1,577
    BSD 3-Clause

  • sooda-mcp

    sooda-ai
    A
    license
    -
    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

  • cnnfag

    wildsurfer
    A
    license
    -
    quality
    A
    maintenance
    CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go standard library only, no API key required.
    2
    MIT

  • prismAId

    open-and-sustainable
    A
    license
    -
    quality
    A
    maintenance
    MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.
    27
    AGPL 3.0
  • coreason_mcp_registry by CoReason-AI

    coreason_mcp_registryofficial

    CoReason-AI
    F
    license
    -
    quality
    B
    maintenance
    Enables discovering and managing MCP servers through a registry, supporting listing, searching, and configuration.

  • tooltrust-mcp

    AgentSafe-AI
    A
    license
    -
    quality
    A
    maintenance
    Scans MCP servers for prompt injection, supply chain attacks, excessive permissions, and code execution risks. Includes an offline blacklist that catches known-compromised packages like LiteLLM 1.82.7/1.82.8 and Trivy with zero latency.
    19
    MIT

  • Votars MCP

    scarletlabs-ai
    F
    license
    -
    quality
    D
    maintenance
    Votars is the world's smartest multilingual meeting assistant, designed for voice recording, transcription, and advanced AI processing. It features real-time translation, intelligent error correction, AI summarization, smart content generation, and AI discussions. The Votars app is available on Web,
    28

  • gograph

    ozgurcd
    A
    license
    A
    quality
    A
    maintenance
    A local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for AI coding agents that need to navigate and reason about large Go codebases without reading raw files.
    65
    208
    MIT
  • GraphJin by dosco

    GraphJinofficial

    dosco
    A
    license
    -
    quality
    A
    maintenance
    Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation.
    1,118
    3,138
    Apache 2.0
  • @meshbrow/mcp-server by meshbrow-dev

    @meshbrow/mcp-serverofficial

    meshbrow-dev
    A
    license
    -
    quality
    A
    maintenance
    MCP server for Meshbrow that gives AI agents full browser automation capabilities with stealth anti-detection, enabling natural language control of browser sessions, data extraction, and multi-browser fleets.
    MIT
  • Axiom by axiomhq

    Axiomofficial

    axiomhq
    A
    license
    -
    quality
    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

  • agent-guard-mcp

    Kavachh
    A
    license
    -
    quality
    B
    maintenance
    Provides git-aware safe file operations, allowing AI agents to delete files while protecting git-tracked source code from accidental deletion.
    MIT

  • helmdeck

    tosin2013
    A
    license
    -
    quality
    A
    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

  • simple-mcp-runner

    mjmorales
    A
    license
    -
    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

  • html-mcp

    fernandodeperto
    A
    license
    -
    quality
    A
    maintenance
    Enables AI agents to send HTML documents to a local viewer, where they are stored and displayed in a live web UI for browsing and searching.
    10
    ISC

  • Keeper Secrets Manager - MCP

    Keeper-Security
    A
    license
    -
    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