Skip to main content
Glama
72,352 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"AI tools for debugging Python code" matching MCP servers:

  • Jina AI MCP Tools

    PsychArch
    A
    license
    B
    quality
    A
    maintenance
    Integrates Jina AI Search Foundation APIs to provide web page content extraction and search capabilities. It supports automatic pagination, result caching, and both standard and VIP search endpoints for enhanced information retrieval.
    1
    184
    44
    MIT

  • Xiaohongshu MCP Python

    betars
    F
    license
    -
    quality
    C
    maintenance
    A Python implementation of an MCP server for Xiaohongshu that enables AI models to browse feeds, search content, and manage interactions like liking or commenting. It leverages Playwright for browser automation to support account management and content publishing features.
    1

  • camoufox-mcp-python

    zc-libre
    A
    license
    C
    quality
    D
    maintenance
    An MCP server that provides browser automation with anti-detect fingerprinting, accessibility snapshots, and ref-based element targeting, powered by Camoufox.
    19
    MIT

  • agent-tools

    garnetlyx
    A
    license
    -
    quality
    C
    maintenance
    A multi-function Streamable HTTP MCP tool aggregation server that provides web search via Brave, Exa, and SearXNG with multi-key rotation and cross-provider fallback, and supports extensible tool families (URL fetch, code search, RAG) through a pluggable architecture.
    MIT

  • MCP Research Tools

    hippogriff-ai
    A
    license
    -
    quality
    D
    maintenance
    Local-first MCP server that gives Claude Code web search, page reading, video transcription, and image analysis — without paid API keys. Runs SearXNG + whisper.cpp natively on Apple Silicon for zero-cost, low-latency research workflows.
    MIT

  • RPA-Python MCP Server

    RainbowAC
    F
    license
    -
    quality
    C
    maintenance
    A Model Context Protocol server that wraps RPA-Python to enable AI models to directly control browsers for web automation, supporting 54 tools for navigation, interaction, and data extraction.

  • ai-bridge

    SoulChildTc
    A
    license
    A
    quality
    C
    maintenance
    Enables terminal AI coding assistants to interact with web AI chat services through browser automation, supporting multiple platforms like Doubao and ChatGPT.
    3
    10
    MIT

  • MCP Web Tools

    SayreBlades
    F
    license
    A
    quality
    D
    maintenance
    Provides local web search and content fetching capabilities for AI assistants, enabling them to search DuckDuckGo and extract clean text from web pages. All requests originate from the user's machine to ensure direct network control and bypass external proxies.
    2

  • MCP Desktop Tools

    K1ta141k
    F
    license
    A
    quality
    D
    maintenance
    An MCP server that provides Claude with comprehensive desktop automation capabilities including browser control, window management, and native mouse/keyboard input on Windows. It enables users to capture screenshots, launch applications, and interact with the system clipboard through natural language.
    20