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"A guide on utilizing Python for solving numerical problems using internet resources" matching MCP servers:

  • perplexity-web-mcp

    quequiere
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables AI assistants to perform web searches on Perplexity.ai using browser automation instead of an official API. It supports persistent authenticated sessions and returns search results along with cited sources directly to the client.
    Last updated
    3
    29
    7
    MIT

  • Production MCP Template

    RichFerry
    A
    license
    A
    quality
    D
    maintenance
    A production-grade, extensible Python template for building Model Context Protocol servers with support for Streamable HTTP and stdio transports. It provides a structured framework for implementing tools, resources, and prompts with built-in authentication, observability, and background task management.
    Last updated
    11
    MIT

  • MCP Server Starter

    LassiterJ
    F
    license
    B
    quality
    D
    maintenance
    A minimal TypeScript starter template for building Model Context Protocol (MCP) servers with auto-loading architecture for tools, resources, and prompts. Includes code generators, dual transport support (stdio/HTTP), and production-ready structure.
    Last updated
    3

  • MCP Specification Server

    MCPJam
    A
    license
    B
    quality
    C
    maintenance
    Provides complete access to Model Context Protocol documentation through an MCP server, allowing LLMs to query specific sections like 'Tools', 'Resources', and 'Authorization' to retrieve comprehensive protocol specifications.
    Last updated
    1
    19
    9
    MIT

  • mcp-alphabanana

    tasopen
    A
    license
    A
    quality
    C
    maintenance
    Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
    Last updated
    1
    40
    7
    MIT

  • PTY MCP Server

    almahdi
    A
    license
    A
    quality
    D
    maintenance
    A TypeScript-based server that enables programmatic management of pseudo-terminal sessions. It allows users to spawn, control, and interact with terminal processes in real-time through the Model Context Protocol.
    Last updated
    5
    5
    AGPL 3.0

  • md24de-mcp

    volsch
    A
    license
    A
    quality
    A
    maintenance
    Unofficial MCP server for the messdienst24.de utility portal, providing tools to retrieve heating and hot-water consumption data, download PDF reports, and compare usage trends.
    Last updated
    3
    MIT

  • ReactUse

    childrentime
    A
    license
    A
    quality
    A
    maintenance
    MCP server for the ReactUse library. Exposes 110+ React Hook signatures, examples, and API metadata so AI coding assistants can discover and use any hook from @reactuses/core directly.
    Last updated
    3
    1,032
    The Unlicense

  • litescope

    croc100
    A
    license
    A
    quality
    A
    maintenance
    Operations toolchain for SQLite, Cloudflare D1, and Turso. Every command is available as both a CLI and an MCP tool: inspect, diff, migrate, monitor, back up, and repair databases. 22 stdio tools, read-only by default.
    Last updated
    14
    1
    AGPL 3.0

  • mcp-whatsapp

    Sealjay
    A
    license
    A
    quality
    A
    maintenance
    Single-binary Go MCP server that wraps whatsmeow to expose a personal WhatsApp account as 41 MCP tools (messaging, groups, polls, media, privacy).
    Last updated
    41
    5
    MIT

  • mistral-mcp

    Swih
    A
    license
    A
    quality
    B
    maintenance
    mistral-mcp is a TypeScript MCP server (spec 2025-11-25) that exposes the full Mistral AI API surface: 22 tools: chat, OCR, audio (Voxtral), vision, agents, embeddings, moderation, classification, files, batch, sampling, FIM (Codestral), streaming 2 resources: mistral://models, mistral://voices 6 curated prompts (French + English) with MCP argument completion Dual transport: stdio (default) + Str
    Last updated
    8
    102
    12
    MIT

  • festo-codesys-mcp

    efranceschetti
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that turns AI assistants into competent Festo/CODESYS PLC engineers by grounding them in curated, manufacturer-accurate knowledge and forcing every artifact through a machine-checked validation pipeline for CODESYS import.
    Last updated
    18
    89
    1
    MIT