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Open-Source MCP servers

Production-ready MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

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8,217 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • CFM Tips - Cost Optimization MCP Server

    aws-samples
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    A comprehensive Model Context Protocol server that analyzes AWS costs and provides optimization recommendations by integrating with services like Cost Explorer, Cost Optimization Hub, and Trusted Advisor.
    Last updated -
    7
    Python
    MIT License

  • Optuna MCP Serverofficial

    optuna
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    A Model Context Protocol server that enables automated optimization and analysis using Optuna, allowing LLMs to perform hyperparameter optimization and interactively analyze optimization results via chat interfaces.
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    48
    Python
    MIT License

  • Context Engineering MCP Platform

    devsully
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    A platform that transforms AI development with intelligent context management, optimization, and prompt engineering, enabling developers to enhance model performance through structured context management and optimization tools.
    Last updated -
    Python
    MIT License

  • mcp-image-downloader

    qpd-v
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    Enables AI assistants to download images from URLs and perform basic image optimization tasks.
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    10
    JavaScript
    Apache 2.0

  • DeepSeek MCP Server

    Sheshiyer
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    Provides code generation and completion capabilities using the DeepSeek API, with support for tool chaining and cost optimization.
    Last updated -
    3
    JavaScript

  • PostgreSQL MCP Server

    nahmanmate
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    Facilitates management and optimization of PostgreSQL databases, offering analysis, setup guidance, and debugging, while ensuring secure and efficient database operations.
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    16
    TypeScript
    AGPL 3.0
    • Linux
    • Apple

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  • AlsoAsked MCP Server

    metehan777
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    Provides Claude access to Google's 'People Also Ask' data through the AlsoAsked API for SEO research and content optimization.
    Last updated -
    3
    7
    JavaScript

  • Image Processor MCP Server

    jbergant
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    Enables optimization, conversion to WebP, and uploading of images to Vercel Blob storage, supporting both local files and external URLs.
    Last updated -
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    1
    JavaScript

  • Flutter MCP Service

    dvillegastech
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    Provides advanced Flutter development tools via Model Context Protocol with features including widget analysis, documentation search, performance optimization, and code generation.
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    16
    JavaScript

  • Prompt Optimizer MCP Server

    zxw94FE
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    An AI server that provides intelligent prompt optimization capabilities, enhancing prompts for clarity, specificity, structure, and other attributes to improve AI interactions.
    Last updated -
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    14
    JavaScript
    • Apple
    • Linux

  • SDOF Knowledge Base

    tgf-between-your-legs
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    A Model Context Protocol (MCP) server that provides persistent memory and context management for AI systems through a structured 5-phase optimization workflow.
    Last updated -
    TypeScript
    MIT License

  • JetsonMCP

    ajeetraina
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    Connects AI assistants to NVIDIA Jetson Nano systems for edge computing management, enabling natural language control of AI workloads, hardware optimization, and system administration tasks.
    Last updated -
    Python
    MIT License
    • Apple
    • Linux

  • Polar Signals Remote MCP

    polarsignals
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    MCP server for Polar Signals Cloud continuous profiling platform, enabling AI assistants to analyze CPU performance, memory usage, and identify optimization opportunities in production systems.
    Last updated -
    9

  • Facebook Ads Management Control Panel

    codprocess
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    A Node.js Express server that integrates with Facebook Marketing API to provide a platform for managing ad campaigns, analyzing performance, and receiving optimization recommendations.
    Last updated -
    6
    JavaScript

  • MCP Package Docs Server

    sammcj
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    Facilitates LLMs to efficiently access and fetch structured documentation for packages in Go, Python, and NPM, enhancing software development with multi-language support and performance optimization.
    Last updated -
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    76
    TypeScript
    MIT License

  • MCP Tailwind Gemini Server

    Tai-DT
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    Advanced Model Context Protocol server that integrates Gemini AI with Tailwind CSS, providing intelligent component generation, class optimization, and cross-platform design assistance across major development environments.
    Last updated -
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    4
    TypeScript
    MIT License
    • Apple

  • Zig MCP Server

    openSVM
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    Provides Zig language tooling and code analysis, enhancing AI capabilities with Zig-specific functions like code optimization, compute unit estimation, code generation, and recommendations for best practices.
    Last updated -
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    28
    JavaScript
    MIT License

  • Context Engineering MCP Platform

    ShunsukeHayashi
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    A development platform that helps AI developers optimize prompts through intelligent context management, providing tools for analysis, optimization, and template management to reduce costs and improve AI response quality.
    Last updated -
    21
    Python
    MIT License

  • Postgres MCP Pro Plus

    Cloud-Thinker-AI
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    An extended PostgreSQL management and analysis server that provides database professionals with tools for schema management, query optimization, performance monitoring, and health analysis through a collection of specialized functions.
    Last updated -
    3
    Python
    MIT License

  • PostgreSQL MCP Server

    abdou-ghonim
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    A Model Context Protocol server that provides AI assistants with secure, read-only access to PostgreSQL databases while offering comprehensive tools for schema exploration, query validation, and performance optimization.
    Last updated -
    Python

  • MCP Titan

    henryhawke
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    This advanced memory server facilitates neural memory-based sequence learning and prediction, enhancing code generation and understanding through state maintenance and manifold optimization as inspired by Google Research's framework.
    Last updated -
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    64
    TypeScript
    MIT License
    • Apple
    • Linux

  • FastMCP Supply Chain Optimizer

    ANSH-RIYAL
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    A custom implementation for real-time supply chain optimization that enables parallel tool calling to provide intelligent inventory management recommendations and actionable insights in response to live supply chain events.
    Last updated -
    5
    Python

  • OSP Marketing Tools MCP Server

    x51xxx
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    A TypeScript implementation of a Model Context Protocol server that provides marketing tools based on Open Strategy Partners' methodologies, enabling content creation, optimization, and product positioning through tools like value map generation, meta information creation, and content editing.
    Last updated -
    6
    271
    2
    TypeScript
    CC BY-SA 4.0
    • Linux
    • Apple

  • Google OR-Tools server

    Jacck
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    MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution
    Last updated -
    14
    Python
    MIT License
    • Apple

  • RealVest Real Estate MCP Server

    sigaihealth
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    The RealVest MCP (Model Context Protocol) server enables AI assistants like Claude to use all 31 of our professional calculators and access our educational resources directly in your conversations. From basic affordability to advanced portfolio analysis, Monte Carlo simulations, and tax optimization
    Last updated -
    364
    1
    JavaScript
    MIT License
    • Apple

  • Context Optimizer MCP Server

    malaksedarous
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    Provides AI coding assistants with context optimization tools including targeted file analysis, intelligent terminal command execution with LLM-powered output extraction, and web research capabilities. Helps reduce token usage by extracting only relevant information instead of processing entire files and command outputs.
    Last updated -
    197
    29
    TypeScript
    MIT License

  • Compiler Explorer MCP

    torshepherd
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    A Model Context Protocol server that connects LLMs to the Compiler Explorer API, enabling them to compile code, explore compiler features, and analyze optimizations across different compilers and languages.
    Last updated -
    5
    13
    Python