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

  • 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

  • Thinking Tools

    PranayMahendrakar
    A
    license
    -
    quality
    C
    maintenance
    Provides five rigorous reasoning protocols (debate, red team, audit_argument, threat_model, check_study) that run on the AI you're already using, requiring no extra API keys or costs.
    MIT

  • Graph-Tools

    dromologue
    F
    license
    -
    quality
    D
    maintenance
    Provides tools for AI-powered graph analysis, including relationship extraction, adjacency matrix creation, and network centrality calculations. It enables users to perform complex structural analysis and generate interactive D3.js visualizations from structured data.

  • MCP Financial Tools

    huntbuilds
    A
    license
    A
    quality
    D
    maintenance
    Provides actionable financial intelligence tools for AI agents including insider buying signals, earnings IV plays, market pulse, stock analysis, and options strategies via free public data sources.
    6
    MIT

  • Scientific Tools MCP Server

    shomechakraborty
    F
    license
    A
    quality
    B
    maintenance
    High-value scientific tools for AI agents — literature search (PubMed, arXiv, Semantic Scholar), chemical compound lookup (PubChem, ChEMBL), patent prior art search (USPTO, EPO), GPU spot prices across 4 providers, and real-time earth science data (USGS, NASA, OpenAQ). Per-call billing via API key. Keys issued instantly at https://mcp-site.com/keys/request
    6
  • Perspective AI by Perspective-AI

    Perspective AIofficial

    Perspective-AI
    A
    license
    B
    quality
    C
    maintenance
    An AI Concierge replaces static forms with adaptive AI conversations that understand real situations, structure key information automatically, and trigger the right next step. Rigid forms cause drop-off, weaken qualification, and strip away context. Perspective uses adaptive AI to capture structured data and trigger automation, so you understand what truly matters to your customers and can make d
    22
    5
    MIT

  • Finance Tools MCP

    VoxLink-org
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that provides comprehensive financial insights and analysis by leveraging real-time market data, news, and advanced analytics for stocks, options, financial statements, and economic indicators.
    17
    50
    Python
    MIT

  • ResearchStat AI

    flupke91
    A
    license
    -
    quality
    A
    maintenance
    Enables AI-native statistical analysis and reproducible research workflows through MCP, including natural language planning, protocol-based analysis, Python/R cross-validation, and publication-ready figure generation.
    MIT

  • orca-ai-mcp

    justinmccuistion
    A
    license
    -
    quality
    D
    maintenance
    Integrates with Orca AI's HUNT Platform API to search for information about people, companies, and entities, enabling AI assistants to access investigative intelligence and due diligence data.
    MIT

  • notebook-tools-mcp

    tony-zhelonkin
    A
    license
    -
    quality
    D
    maintenance
    MCP server for Jupyter notebook navigation and editing. Reads .ipynb files directly as JSON, providing efficient tools for reading, searching, and modifying cells without needing a Jupyter server.
    MIT

  • ai-trader

    whchien
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants like Claude to run backtests, fetch market data, list strategies, and analyze trading algorithms via natural language.
    995
    GPL 3.0