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  • DBeast

    snss10
    A
    license
    A
    quality
    A
    maintenance
    DBeast MCP is a robust, security-first Model Context Protocol server designed to empower AI coding assistants (like Claude Desktop) with deep PostgreSQL database insights. Instead of just running basic SQL queries, DBeast equips your AI agent with tools to inspect active locks, audit slow queries, analyze table schemas, and safely generate index recommendations in real-time. Built specifically for
    Last updated
    21
    10
    MIT

  • semantic-code-mcp

    vrppaul
    F
    license
    A
    quality
    D
    maintenance
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    Last updated
    3
    2

  • docker-mcp-server

    L337-org
    A
    license
    A
    quality
    A
    maintenance
    More than just a fully featured MCP server that lets AI agents manage Docker — containers, images, networks, volumes, swarm services, secrets, configs, nodes, plugins, etc., it helps you create workflows to easily manage your Docker environments.
    Last updated
    4
    100
    3
    MIT

  • MCP Demo - Document Search

    simplifyaimm
    F
    license
    A
    quality
    C
    maintenance
    A production-style MCP server that lets Claude Desktop search your local documents using TF-IDF keyword search. No heavy frameworks, just plain Python and the official MCP SDK.
    Last updated
    3

  • docker-mcp-server

    L337-org
    A
    license
    A
    quality
    A
    maintenance
    More than just an MCP server that covers the entire range of Docker management tasks, it helps you create workflows to easily manage your Docker environments at scale. It allows you manage multiple local or remote (TCP, TLS, SSH) docker instances and exposes things like logs and stats as resources so that you can monitor and triage all of them.
    Last updated
    100
    3
    MIT

  • mimir

    Perseus-Computing-LLC
    A
    license
    A
    quality
    B
    maintenance
    Mimir is Perseus's external persistent memory backend — a lightweight Rust MCP server that stores cross-session facts so agents remember what they learned last week. Zero network calls, no API keys, just SQLite + FTS5 running alongside your workspace.
    Last updated
    43
    34
    MIT

  • Agentguard47

    bmdhodl
    A
    license
    A
    quality
    A
    maintenance
    AgentGuard47 is runtime safety infrastructure for AI agents. It adds budget caps, loop detection, retry limits, timeouts, local traces, and incident reports so agents can stop bad runs while they are happening, not just explain them afterward.
    Last updated
    7
    4
    MIT
  • gavel by gavelcode

    gavelofficial

    gavelcode
    A
    license
    A
    quality
    A
    maintenance
    MCP server for gavel, a code-quality gate for Bazel monorepos. Exposes judge, findings, coverage and architecture tools so a coding agent can check its change against the quality gate (lint, coverage, layer rules) before declaring it done — all off the Bazel build graph, over just what changed.
    Last updated
    8
    6
    Apache 2.0

  • telegram-ads-mcp

    Free-cat
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets AI agents read and manage Telegram Ads campaigns, including listing accounts and ads, reading stats and budgets, and creating/updating ads, CPM, status, and budget by driving the real ads.telegram.org web UI through Playwright with a reused cookie-based login session.
    Last updated
    11
    MIT