A
licenseA
qualityA
maintenanceMCP server that enables AI coding assistants to audit repositories against engineering rules, generating self-contained HTML reports with citations and optional GitHub issue filing.
10
1
Apache 2.0
72,476 servers. Updated
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"Understanding Prompts or Prompt Engineering" matching MCP servers:
- AlicenseAqualityBmaintenanceEnables AI agents to generate, view, and analyze engineering diagrams (RF, PCB, EMC) in draw.io using natural language prompts, with auto-layout and 269 engineering stencils.109AGPL 3.0
- AlicenseAqualityDmaintenanceA 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.52516MIT
- Alicense-qualityCmaintenanceA tutorial demonstrating how to build reusable, parameterized MCP prompt templates using FastMCP, including patterns for research, summarization, and code review.2MIT
- Alicense-qualityCmaintenanceLightweight MCP server for providing user prompts defined in Markdown with argument support.6BSD 3-Clause
- Alicense-qualityAmaintenanceA local STDIO MCP server that bridges MCP clients to the Codex CLI by sending instructions to a configured workspace, exposing task run, status, and result tools with a read-only sandbox and no remote transport.26MIT
- Alicense-qualityBmaintenanceMCP server that turns coding workflows into explicit execution graphs (DAG) with deterministic command execution, human-in-the-loop gates, and tamper-proof run history for Claude Code.MIT
- Alicense-qualityDmaintenanceA simple MCP server for utilizing prompts defined in YAML files.MIT
- AlicenseAqualityCmaintenanceMCP server providing on-demand access to official prompting guides for building robust meta-prompts.22MIT
- AlicenseAqualityBmaintenanceAn MCP server that exposes three tools for auditing, scaffolding, and triaging agent intent specs against a unified template, helping prevent intent failures in AI agents.3120MIT
- AlicenseAqualityAmaintenanceLocal MCP server that uses a local Ollama model to rewrite rough prompt drafts into structured, optimized prompts for paid APIs, saving tokens and improving output quality.5133MIT
- AlicenseAqualityAmaintenanceThe control plane for AI prompts that scores, enforces policy, locks config, and audits every prompt decision.20232Elastic 2.0
- AlicenseBqualityDmaintenanceEnables AI models like Claude to manage local prompt files with CRUD operations, fuzzy search, categorization, templates, version control, and favorites.325MIT
- AlicenseBqualityDmaintenanceAn 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.2111MIT
- AlicenseBqualityDmaintenanceA Model Context Protocol server that generates prompts based on Git repository content, including a command to generate PR descriptions from diffs.32MIT
- FlicenseBqualityDmaintenanceAutomates Cole Medin's context engineering methodology to generate high-quality Product Requirements Prompts (PRPs) by analyzing existing codebases, asking contextual questions, and synthesizing insights.911
- AlicenseBqualityDmaintenanceA Model Context Protocol server that saves prompts with timestamps and allows users to list previously saved prompts for Claude Desktop.291MIT
- Alicense-qualityDmaintenanceProvides custom prompts for Amazon Q by serving markdown files from the local filesystem as prompt templates through the Model Context Protocol.8MIT
- Alicense-qualityDmaintenanceA 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.141MIT
- Alicense-qualityDmaintenanceSmart AI workflow for Cursor teams with intelligent prompt routing, real-time cost optimization, and team analytics.Apache 2.0