A
license-
qualityC
maintenanceA tutorial demonstrating how to build reusable, parameterized MCP prompt templates using FastMCP, including patterns for research, summarization, and code review.
2
MIT
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"Understanding Prompts or Prompt Engineering" matching MCP servers:
- AlicenseAqualityCmaintenanceAnalyzes code repositories and generates comprehensive documentation published to Google Docs with Mermaid diagrams.12MIT
- AlicenseAqualityDmaintenanceMCP server for community-driven prompt voting and discovery — submit, upvote, and find the best AI prompts.7MIT
- AlicenseAqualityCmaintenanceA sandboxed MCP tool for reverse engineering that provides a unified interface to various reverse engineering tools with security restrictions.81MIT
- FlicenseBqualityCmaintenanceMCP server for building a user-approved transcript corpus from Handy, optimizing post-processing prompts against LM Studio, and promoting winning inference settings.19
- AlicenseBqualityDmaintenanceAnalyzes, refines, and optimizes prompts for AI assistants by fixing grammar, improving clarity, applying best practices like chain-of-thought and few-shot learning, and scoring prompt quality across multiple dimensions.316MIT
- AlicenseBqualityCmaintenanceEnables natural language interaction with a GeoServer instance for managing workspaces, datastores, feature types, layers, styles, and OGC services (WMS/WFS) via an LLM-powered agent.1MIT
freeplay-mcpofficial
AlicenseAqualityAmaintenanceEnables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on prompts and agents using real data, and run experiments before deploying.92Apache 2.0- AlicenseAqualityBmaintenanceA lightweight MCP server that enables AI assistants to execute local development tools and retrieve system status with low latency over stdio or HTTP.11,2923MIT
- FlicenseAqualityBmaintenanceAn MCP server that provides AI clients with access to developer documentation via llms.txt files. Exposes tools, resources, and prompts.31
- AlicenseAqualityAmaintenanceA universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.512MIT
- AlicenseAqualityDmaintenanceGenerate professional AI-powered presentations from a topic, raw text, or document file. Export to PPTX, PDF, image, or shareable link.51MIT
- AlicenseAqualityAmaintenanceAn MCP front-end for AnB. The tool surface is "use-don't-reveal": no tool returns a plaintext secret. Reveal paths require a TTY the server doesn't have, so the no-reveal guarantee is structural, not prompt-based — it holds even against a prompt-injected agent. Runs as a dedicated, narrowly-scoped AnB identity; exec is default-deny (only allowlist rules tagged scope=mcp run); command output51MIT
- AlicenseAqualityAmaintenanceAsk about the Saudi economy in plain English or Arabic. No API key or database required.31MIT
- AlicenseAqualityCmaintenanceAI infrastructure design agent. Describe your app in plain English; Riley designs, prices, and deploys AWS or GCP infrastructure with generated Terraform.24Apache 2.0
- AlicenseAqualityAmaintenanceA bridge connecting AI agents to NCBI's PubMed database through the Model Context Protocol, enabling seamless searching, retrieval, and analysis of biomedical literature and data.113,327134Apache 2.0
- AlicenseAqualityCmaintenanceA Model Context Protocol server that provides AI assistants with plain-English access to official Dallas-area public data (weather alerts, school ratings, and 311 service requests) without requiring API keys or logins.41Apache 2.0
- FlicenseAqualityDmaintenanceA FastMCP server that exposes hospitality data — accommodations, events, and gastronomy — through a unified MCP interface, supporting multiple worlds for real or fictional data.5
- AlicenseAqualityBmaintenanceAn MCP server that enables MCP clients to directly access and process arXiv papers by fetching the LaTeX source, improving mathematical content understanding.4142MIT
- AlicenseAqualityBmaintenanceEnables reading and writing YNAB budget data, such as listing budgets, accounts, categories, transactions, and creating or updating transactions, through natural language commands.8MIT