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"Understanding How to Use a Browser" matching MCP servers:

  • @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.
    Last updated
    MIT

  • helmdeck

    tosin2013
    A
    license
    -
    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.
    Last updated
    5
    Apache 2.0

  • LLM Optimizer

    jonradoff
    A
    license
    -
    quality
    B
    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.
    Last updated
    10
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
    -
    quality
    C
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    Last updated
    7
    277
    MIT

  • gopls-mcp

    xieyuschen
    A
    license
    -
    quality
    B
    maintenance
    https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
    Last updated
    57
    BSD 3-Clause

  • Multi Database MCP Server

    FreePeak
    A
    license
    -
    quality
    C
    maintenance
    The Multi DB MCP Server is a high-performance implementation of the Database Model Context Protocol designed to revolutionize how AI agents interact with databases. Currently supporting MySQL and PostgreSQL databases.
    Last updated
    407
    MIT

  • 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.
    Last updated
    1,567
    BSD 3-Clause

  • Sense

    luuuc
    F
    license
    -
    quality
    -
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    Last updated
    25

  • lightpanda-mcp-server

    Brilhante29
    F
    license
    -
    quality
    C
    maintenance
    MCP server for Lightpanda headless browser enabling ultra-fast HTML extraction, markdown conversion, and JavaScript execution with 16x lower memory footprint than Chrome.
    Last updated

  • CKB

    SimplyLiz
    F
    license
    -
    quality
    B
    maintenance
    Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP.
    Last updated
    109

  • AnB-MCP

    kaka-milan-22
    A
    license
    A
    quality
    A
    maintenance
    An MCP front-end for AnB. The tool surface is "use-don't-reveal": no tool returns a plaintext secret. Reveal paths require a TTY the server doesn't have, so the no-reveal guarantee is structural, not prompt-based — it holds even against a prompt-injected agent. Runs as a dedicated, narrowly-scoped AnB identity; exec is default-deny (only allowlist rules tagged scope=mcp run); command output
    Last updated
    5
    1
    MIT
  • knowing by blackwell-systems

    knowingofficial

    blackwell-systems
    A
    license
    -
    quality
    A
    maintenance
    Content-addressed code graph that produces ranked context for AI agents in one call. 22 MCP tools across indexing, blast radius, test scope, semantic diff, runtime traffic, and feedback-aware context packing. Incremental updates via Merkle DAG (no re-indexing). GCF wire format saves 84% tokens vs JSON
    Last updated
    16
    MIT
  • Grafana by grafana

    Grafanaofficial

    grafana
    A
    license
    -
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server for Grafana. This provides access to your Grafana instance and the surrounding ecosystem.
    Last updated
    3,297
    Apache 2.0
  • GraphJin by dosco

    GraphJinofficial

    dosco
    A
    license
    -
    quality
    B
    maintenance
    Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation.
    Last updated
    658
    3,131
    Apache 2.0