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qualityA Model Context Protocol server for managing prompt templates as markdown files with YAML frontmatter, allowing users and LLMs to easily add, retrieve, and manage prompts.
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"Servers Offering MCP Prompts as Prompt Primitives" matching MCP servers:
- -securityFlicense-qualityEnables creation, management, and templating of prompts through a simplified SOLID architecture, allowing users to organize prompts by category and fill in templates at runtime.Last updated11112
- -securityFlicense-qualityConverts REST APIs into MCP tools using Gradio, demonstrated with a local IBM Granite model via Ollama. Enables LLM clients to interact with any REST API endpoint through the MCP protocol.Last updated
- AsecurityFlicense-qualityEnables AI assistants to register prompts for security verification, checking for hidden injections, data exfiltration patterns, and jailbreak attempts, then generate embed codes for displaying security badges on websites.Last updated4
- AsecurityFlicense-qualityAn enhanced MCP server that fetches prompts from GitHub repositories with intelligent discovery, composition, and management features.Last updated713
- -securityAlicense-qualityEnables hot-reloadable prompt templates with structured reasoning frameworks, quality gates, and multi-step chain workflows that can be version-controlled and executed immediately without restarts.Last updated147AGPL 3.0
- AsecurityAlicense-qualityAn MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into structured, professionally engineered instructions for any LLM. It enhances AI interactions by adding context, requirements, and structural clarity to raw user inputs.Last updated13MIT
- AsecurityFlicense-qualityA Node.js and TypeScript server project that provides a simple starter example with Express.js web server, supporting hot-reload, testing, and modular structure.Last updated241
- -securityFlicense-qualityA Model Context Protocol implementation for managing and serving AI prompts with a TypeScript-based architecture in a monorepo structure.Last updated44,047,77818
- -securityAlicense-qualityEnables management and invocation of AWS Bedrock managed prompts with support for variable substitution, streaming responses, batch processing, and multiple AI models including Claude, Titan, Llama, and Mistral.Last updatedMIT
- -securityFlicense-qualityFetches web pages and converts them to clean, readable markdown format by extracting main content while removing navigation, ads, and other non-essential elements to minimize token usage.Last updated2
- -securityAlicense-qualityGit-driven MCP server that manages and provides prompt templates with Handlebars support, enabling teams to collaborate on and version-control reusable, dynamic prompts across AI editors like Cursor and Claude Desktop.Last updatedISC
- -securityAlicense-qualityModel Context Protocol server exposing system prompt files and summaries.Last updated4
- AsecurityAlicense-qualityOptimizes prompts using meta-prompting techniques through a two-turn approach that first provides optimization guidelines and then refines the prompt for enhanced quality and effectiveness.Last updated144MIT
- -securityAlicense-qualityMCP 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 updated16MIT
- -securityAlicense-qualityAn MCP server that registers customizable prompt templates as tools for natural language interaction. It supports hot-reloading and easy extension via YAML or JSON files to automate tasks like code review, refactoring, and content summarization.Last updated4MIT
- AsecurityFlicense-qualityA lightweight MCP server that provides a unified interface to various LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.Last updated6722
- AsecurityAlicense-qualityEnables LLMs to inspect and test other MCP servers by listing and calling their tools, reading resources, and getting prompts. Supports stdio, SSE, and HTTP transports for both local and remote MCP server inspection.Last updated7MIT
- -securityAlicense-qualityThis MCP server provides research-backed prompt optimization tools and professional domain templates designed to improve AI performance through strategies like Tree of Thoughts and Medprompt. It enables users to analyze, auto-optimize, and refine prompts using advanced reasoning patterns and safety-critical alignment techniques.Last updated22MIT
- AsecurityAlicense-qualityA Model Context Protocol server that generates prompts based on Git repository content, including a command to generate PR descriptions from diffs.Last updated32MIT
- -securityFlicense-qualityIntelligently analyzes codebases to enhance LLM prompts with relevant context, featuring adaptive context management and task detection to produce higher quality AI responses.Last updated1
- -securityAlicense-qualityAn 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 updatedMIT
- -securityAlicense-qualityEnables discovery and querying of available MCP servers from the official repository. Supports searching by name, description, features, categories, and provides random server suggestions for exploration.Last updated92MIT
- AsecurityFlicense-qualityA Model Context Protocol server that saves prompts with timestamps and allows users to list previously saved prompts for Claude Desktop.Last updated231
- AsecurityFlicense-qualityProvides custom prompts for Amazon Q by serving markdown files from the local filesystem as prompt templates through the Model Context Protocol.Last updated8
- -securityAlicense-qualityA local-only MCP server that uses SQLite to store, search, and manage a personal library of AI prompts. It enables developers to organize and reuse prompts across multiple AI clients like Claude and Cursor while keeping all data on their local machine.Last updated21MIT
- AsecurityAlicense-qualityA collection of two MCP servers that enable querying One Piece anime characters and geolocating public IP addresses.Last updated13,0062MIT
- AsecurityFlicense-qualityA Model Context Protocol server that provides specialized prompt suggestions for backend development, frontend development, and general tasks to help LLMs generate better content.Last updated621
- AsecurityAlicense-qualityA 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 updated101244MIT
- AsecurityAlicense-qualityAutomatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.Last updated1MIT
- AsecurityAlicense-qualityEnables 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 updated41MIT
- -securityFlicense-qualityProvides stateful prompt optimization using research-backed techniques like APE and OPRO, learning from historical performance data via a vector database. It enables users to automatically refine prompts, retrieve high-performing examples, and track performance analytics through iterative feedback.Last updated2
- AsecurityAlicense-qualityAn MCP server that automatically optimizes AI prompts using evolutionary algorithms, helping improve prompt performance, creativity, and reliability through iterative testing and refinement.Last updated123MIT
- AsecurityAlicenseDqualityFix your vibe coding prompts before they reach the AI. Scores and rewrites across 4 dimensions — no API key, no server, just npx. Now with codebase-aware context injection for design, database, API, auth, testing, and state management.Last updated217MIT
- AsecurityAlicenseBqualityMCP servers for quantitative trading: live trading signals, market data, NAV history, portfolio management with dual-track (AUTO/MANUAL) performance comparison. Supports both stdio and Streamable HTTP transport.Last updated3MIT
- -securityAlicense-qualityA toolkit for managing Claude desktop app extension configurations, enabling features like Brave search, file operations, Git/GitHub integration, shell access, web scraping, HTTP requests, AWS documentation search, and Obsidian note management.Last updated2MIT
- -securityAlicense-qualityA tool that enables automated browser control using Pyppeteer within the MCP framework, allowing navigation, screenshot capture, and element interaction with websites.Last updatedApache 2.0
- -securityAlicense-qualityEnhances and cleans raw prompts using AI to make them more clear, actionable, and effective. Provides quality assessment, suggestions, and supports both general and code-specific optimization modes.Last updated1MIT
- -securityAlicense-qualityProvides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.Last updated4MIT
- -security-license-qualityA Model Context Protocol server that helps users create, validate, and optimize AI prompts using the RISEN framework (Role, Instructions, Steps, Expectations, Narrowing).Last updatedMIT
- -securityAlicense-qualityCross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.Last updated10MIT
- -securityFlicense-qualityProvides AI-powered selection and generation of specialized system prompts from a database of over 66 templates for Claude Code. It uses semantic search to find the best matching template and can adapt it to fit specific user tasks and contexts.Last updated
- -securityAlicense-qualityA Model Context Protocol server that helps users create, validate, manage, and optimize prompts using the RISEN framework (Role, Instructions, Steps, Expectations, Narrowing).Last updated1MIT
- AsecurityAlicense-qualityRewrites coding prompts for optimal results with AI IDEs like Cursor by using Claude to add structure, context, and language-specific considerations to user prompts.Last updated113MIT
- -securityFlicense-qualityProvides access to residential building codes (NEC, IRC, IPC), material specifications with pricing, and project calculators for DIY construction projects. Enables code compliance checking, material search across suppliers, and automated quantity calculations for electrical, plumbing, and construction materials.Last updated1
- -securityFlicense-qualityEnables Magic: The Gathering players to manage decks and access card information through Claude, supporting gameplay actions like drawing cards and mulligans while providing Scryfall API integration for card lookups.Last updated13
- AsecurityAlicense-qualityA 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 updated235Apache 2.0
- AsecurityAlicense-qualityMercury Spec Ops MCP Server is a dynamic prompt generation and template assembly tool based on a modular architecture. It is suitable for the interaction between AI assistants and professional content, and supports the dynamic generation of 31 technology stacks, 10 analysis dimensions and 34 templatLast updated62Apache 2.0
- -securityAlicense-qualityEnables AI models to interactively prompt users for input or clarification directly through their code editor. It facilitates real-time communication between assistants and users during development tasks.Last updatedMIT
- AsecurityFlicense-qualityTransforms basic interface ideas into comprehensive, professional-grade UI/UX design specifications with detailed styling, animations, components, and accessibility requirements for websites, apps, and other digital interfaces.Last updated5
