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

  • Database Tools for Claude AI

    elber-code
    A
    license
    B
    quality
    D
    maintenance
    MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.
    1
    3
    4
    MIT

  • code-context

    infino-ai
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that indexes a repository locally and provides keyword, semantic, hybrid, and SQL search tools, enabling coding agents to answer questions about the codebase efficiently without reading files one by one.
    76
    19
    Apache 2.0

  • mcp-tools

    egnaro9
    A
    license
    A
    quality
    B
    maintenance
    Provides five safe tools (calc, search, model_drift, compare_runs, grade_answer) for arithmetic, keyword search, model drift monitoring, eval comparison, and answer grading against sources, all implemented directly from the MCP spec with zero dependencies.
    5
    MIT

  • MCP Server for Intercom

    raoulbia-ai
    A
    license
    A
    quality
    F
    maintenance
    An MCP-compliant server that enables AI assistants like Claude Desktop to access and analyze Intercom support tickets with full conversation history.
    4
    8
    Apache 2.0

  • 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

  • Context7 MCP Python Server

    noimank
    A
    license
    -
    quality
    -
    maintenance
    Provides real-time access to code library documentation and examples through Context7 API integration, enabling AI assistants to retrieve up-to-date technical documentation, code snippets, and best practices for various programming libraries.
    1

  • mcp-tools

    arc119226
    A
    license
    -
    quality
    D
    maintenance
    A collection of simple, practical MCP servers that require zero configuration, enabling web search via DuckDuckGo (no API key needed) and management of Hexo blogs through AI.
    MIT

  • code-intel

    nairraf
    A
    license
    -
    quality
    C
    maintenance
    Provides semantic code search and code insights via a knowledge graph, enabling AI to understand, navigate, and modify complex projects with deep dependency and architecture analysis.
    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

  • python-umcp-calibre

    rcarmo
    A
    license
    -
    quality
    B
    maintenance
    Read-only MCP server that runs inside Calibre as a plugin, exposing the live Calibre library for inspection, search, metadata, and duplicate detection via Streamable HTTP.
    2
    MIT

  • code-search

    amolchanov
    A
    license
    -
    quality
    D
    maintenance
    Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file watching. Provides an admin UI and integrates with MCP clients for natural language code queries.
    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