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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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9,497 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • 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 -
    MIT License

  • Memory Engineering MCP

    romiluz13
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    Provides persistent memory and semantic code understanding for AI assistants using MongoDB Atlas Vector Search. Enables intelligent code search, memory management, and pattern detection across codebases with complete semantic context preservation.
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    11
    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 -
    24
    MIT License

  • TypeScript Prompt MCP Server

    gpaul-mcp
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    Provides pre-defined prompt templates for AI assistants to generate comprehensive plans for TypeScript projects, API architectures, and GitHub workflows.
    Last updated -
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    1
    MIT License

  • Just Prompt

    disler
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    A lightweight MCP server that provides a unified interface to various LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.
    Last updated -
    6
    643

  • With-MCP

    janwilmake
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    Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.
    Last updated -
    302
    34
    MIT License

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  • mcp-prompt-engine

    vasayxtx
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    MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. Create reusable, logic-driven prompts with variables, partials, and conditionals that can be served to any compatible MCP client like Claude Code, Claude Desktop, Gemini CLI, etc.
    Last updated -
    7
    MIT License
    • Apple

  • RT-Prompt-MCP

    yuyao1999
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    A Model Context Protocol server that provides specialized prompt suggestions for backend development, frontend development, and general tasks to help LLMs generate better content.
    Last updated -
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  • MCP Prompt Server

    gdli6177
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    A server based on Model Context Protocol that provides predefined prompt templates for tasks like code review and API documentation generation, enabling more efficient workflows in Cursor/Windsurf editors.
    Last updated -
    10
    0
    218
    MIT License

  • RISEN Prompt Engineering MCP Tool

    doritoman90000
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    A Model Context Protocol server that helps users create, validate, and optimize AI prompts using the RISEN framework (Role, Instructions, Steps, Expectations, Narrowing).
    Last updated -
    MIT License
    • Apple

  • RISEN Prompt Engineering MCP Tool

    Futuretechaiguy
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    A Model Context Protocol server that helps users create, validate, manage, and optimize prompts using the RISEN framework (Role, Instructions, Steps, Expectations, Narrowing).
    Last updated -
    MIT License
    • Apple
    • Linux

  • MCP Prompt Enhancer

    soniankur948
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    Intelligently analyzes codebases to enhance LLM prompts with relevant context, featuring adaptive context management and task detection to produce higher quality AI responses.
    Last updated -

  • MCP Prompt Tester

    rt96-hub
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    An MCP server that allows agents to test and compare LLM prompts across OpenAI and Anthropic models, supporting single tests, side-by-side comparisons, and multi-turn conversations.
    Last updated -
    MIT License

  • prompt-new-mcp

    seungwonme
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    A Model Context Protocol server that saves prompts with timestamps and allows users to list previously saved prompts for Claude Desktop.
    Last updated -
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    1
    1
    • Apple

  • Prompt Cleaner MCP Server

    Da-Colon
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    Enables cleaning and sanitizing prompts through an LLM-powered tool that removes sensitive information, provides structured feedback with notes and risks, and normalizes prompt formatting. Supports configurable local or remote OpenAI-compatible APIs with automatic secret redaction.
    Last updated -
    4
    1
    MIT License

  • Prompt Auto-Optimizer MCP

    sloth-wq
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    An MCP server that automatically optimizes AI prompts using evolutionary algorithms, helping improve prompt performance, creativity, and reliability through iterative testing and refinement.
    Last updated -
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    3
    MIT License

  • Semantic Prompt MCP

    hyunjae-labs
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    Enables Claude to solve complex problems systematically by breaking them down into 3-4 structured thinking steps. Features document caching and multiple profiles including specialized modes for SuperClaude and SuperGemini frameworks.
    Last updated -
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    847
    1

  • Amazon Q Custom Prompt MCP Server

    fiet-kyo
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    Provides custom prompts for Amazon Q by serving markdown files from the local filesystem as prompt templates through the Model Context Protocol.
    Last updated -
    8

  • MCP Prompt Enhancer Server

    S3bRR
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    Transforms simple prompts into detailed, professional specifications using AI, designed to get better results from Claude, ChatGPT, and other AI assistants.
    Last updated -
    • Apple

  • Meta Prompt MCP Server

    tisu19021997
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    A server that transforms a standard Language Model into a dynamic multi-agent system where the model simulates both a Conductor (project manager) and Experts (specialized agents) to tackle complex problems through a collaborative workflow.
    Last updated -
    2
    33
    Apache 2.0
    • Apple
    • Linux

  • Log Analyzer with MCPofficial

    awslabs
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    A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.
    Last updated -
    126
    Apache 2.0

  • Prompt-Optimizer-MCP-for-LLMs

    Mahad-007
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    A Model Context Protocol (MCP) server that provides intelligent tools for optimizing and scoring LLM prompts using deterministic heuristics.
    Last updated -
    MIT License

  • 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 -
    1
    0
    • Apple
    • Linux

  • PostgreSQL MCP Server with GitHub OAuth

    coleam00
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    An MCP server that enables chatting with PostgreSQL databases using secure GitHub authentication for access control between read and write operations.
    Last updated -
    234
    MIT License

  • SSE MCP Server with JWT Authentication

    anisirji
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    A Model Context Protocol server that exposes multiple AI tools over SSE transport with JWT-based secure authentication, allowing for dynamic tool registration and session management.
    Last updated -
    8,148
    4

  • MCP Anthropic Server

    mystique920
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    An MCP server that provides tools for interacting with Anthropic's prompt engineering APIs, allowing users to generate, improve, and templatize prompts based on task descriptions and feedback.
    Last updated -
    1
    ISC License

  • Agentic AI System with MCP Integration

    pratyush-usc-mba
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    Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.
    Last updated -

  • MLflow Prompt Registry MCP Server

    B-Step62
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    Enables access to prompt templates managed in MLflow through Claude Desktop, allowing users to instruct Claude with saved templates for repetitive tasks or common workflows.
    Last updated -
    2

  • Langfuse Prompt Management MCP Serverofficial

    langfuse
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    Facilitates access and management of Langfuse prompts through the Model Context Protocol, enabling prompt discovery, retrieval, and integration within clients like Claude Desktop and Cursor.
    Last updated -
    133
    MIT License

  • mcp-with-ssh

    aakarsh-sasi
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    Memory bank with Server as SSH support for central knowledge base
    Last updated -
    15
    30
    27
    MIT License

  • HK Prompt MCP Server

    hkopenai
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    An MCP server that provides custom prompts for guiding bot interactions, specifically to avoid using brackets in descriptions.
    Last updated -
    1
    MIT License