Skip to main content
Glama

Open-Source MCP servers

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

9,497 servers. Last updated -

Matching MCP tools:

Matching MCP servers:

  • -
    security
    A
    license
    -
    quality
    A Model Context Protocol (MCP) server that provides intelligent tools for optimizing and scoring LLM prompts using deterministic heuristics.
    Last updated -
    MIT License
  • -
    security
    A
    license
    -
    quality
    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
  • -
    security
    A
    license
    -
    quality
    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.
    Last updated -
    52
    11
    MIT License
  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol (MCP) server that optimizes token usage by caching data during language model interactions, compatible with any language model and MCP client.
    Last updated -
    4
    2
  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol server that reduces token consumption by efficiently caching data between language model interactions, automatically storing and retrieving information to minimize redundant token usage.
    Last updated -
    4
    15
  • -
    security
    A
    license
    -
    quality
    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

Interested in MCP?

Join the MCP community for support and updates.

RedditDiscord
  • A
    security
    F
    license
    A
    quality
    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
  • A
    security
    F
    license
    A
    quality
    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 -
    6
    0
    1
  • A
    security
    A
    license
    A
    quality
    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
  • -
    security
    A
    license
    -
    quality
    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
  • -
    security
    A
    license
    -
    quality
    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
  • -
    security
    A
    license
    -
    quality
    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
  • -
    security
    F
    license
    -
    quality
    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 -
  • A
    security
    A
    license
    A
    quality
    Provides pre-defined prompt templates for AI assistants to generate comprehensive plans for TypeScript projects, API architectures, and GitHub workflows.
    Last updated -
    0
    1
    MIT License
  • -
    security
    A
    license
    -
    quality
    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
  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol server that saves prompts with timestamps and allows users to list previously saved prompts for Claude Desktop.
    Last updated -
    2
    1
    1
    • Apple
  • -
    security
    F
    license
    -
    quality
    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 -
    1
    847
    1
  • A
    security
    A
    license
    A
    quality
    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
  • A
    security
    F
    license
    A
    quality
    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
  • A
    security
    A
    license
    A
    quality
    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 -
    12
    3
    MIT License
  • -
    security
    F
    license
    -
    quality
    Transforms simple prompts into detailed, professional specifications using AI, designed to get better results from Claude, ChatGPT, and other AI assistants.
    Last updated -
    • Apple
  • A
    security
    A
    license
    A
    quality
    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
  • -
    security
    A
    license
    -
    quality
    Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
    Last updated -
    12
    Apache 2.0
    • Apple
    • Linux
  • -
    security
    A
    license
    -
    quality
    Enable Claude (or any other LLM) to interactively debug your code (set breakpoints and evaluate expressions in stack frame). It's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.
    Last updated -
    427
    MIT License
    • Apple
  • A
    security
    A
    license
    A
    quality
    A customizable Model Context Protocol server implementation that enables AI models to interact with external tools including weather queries, Google search, and camera control functionality.
    Last updated -
    1
    13
    Apache 2.0
    • Linux
    • Apple
  • A
    security
    A
    license
    A
    quality
    An MCP-compliant server that enables AI assistants like Claude Desktop to access and analyze Intercom support tickets with full conversation history.
    Last updated -
    4
    7
    Apache 2.0
    • Linux
  • A
    security
    F
    license
    A
    quality
    A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.
    Last updated -
    2
    7
    1
    • Apple
  • -
    security
    F
    license
    -
    quality
    A bridge between MCP Host applications and mem0 cloud service, specialized for project management with capabilities to store, retrieve, and search project information within a structured format.
    Last updated -
    6
  • A
    security
    F
    license
    A
    quality
    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
  • -
    security
    A
    license
    -
    quality
    A server that allows AI tools like Claude and Cursor to automate and control Photoshop through natural language commands, enabling tasks like editing PSDs, toggling layers, and generating marketing creatives.
    Last updated -
    9
    MIT License
  • -
    security
    -
    license
    -
    quality
    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