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qualityC
maintenanceMCP server for professional prompt engineering and agentic scaffolding, with cloud and local optimization.
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"Enhancing Prompt Engineering with MCP" matching MCP servers:
- 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.Last updated360MIT
- 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.Last updated5182MIT
- Alicense-qualityDmaintenanceSmart AI workflow for Cursor teams with intelligent prompt routing, real-time cost optimization, and team analytics.Last updatedApache 2.0
- Alicense-qualityDmaintenanceA local MCP server for prompt evaluation, enabling users to define test cases, run prompts against multiple LLM providers, score outputs with deterministic and LLM-graded assertions, and track quality over time, all within an AI coding environment.Last updatedMIT
- Alicense-qualityDmaintenanceRetrieval-grounded prompt refinement engine that repairs and polishes prompts via a single LLM call, exposing a refine_prompt tool for integration with MCP-compatible hosts.Last updated5GPL 3.0
- Flicense-qualityDmaintenanceEnables security researchers to evaluate AI system defenses against prompt injection attacks through a comprehensive set of test vectors and analysis tools.Last updated2
- Flicense-qualityCmaintenanceA standalone MCP server that enforces clean prompt structure, strips model‑invented instructions, and detects capability hallucinations before they propagate through your system.Last updated
- AlicenseAqualityBmaintenanceMCP server providing on-demand access to official prompting guides for building robust meta-prompts.Last updated22MIT
- AlicenseAqualityCmaintenanceRoutes one brief to the right image model across 60+ (gpt-image-1.5, Ideogram 3, Recraft V4, Flux), validates the output, and fans out to iOS/Android/PWA/favicon/visionOS/Flutter bundles. Works without an API key via Pollinations, HF Inference, Stable Horde, or host-LLM inline SVG.Last updated2415MIT
- AlicenseAqualityCmaintenanceEnables prompt optimization loops and regression test suites for Claude Code, with a companion web UI for real-time visualization of scores and prompt revisions.Last updated19MIT
- AlicenseAqualityDmaintenanceAn advanced MCP server that intelligently enhances prompts using 44+ metaprompt strategies, with LLM-driven strategy selection and enterprise-grade features.Last updated8199MIT
- AlicenseAqualityAmaintenanceThe control plane for AI prompts that scores, enforces policy, locks config, and audits every prompt decision.Last updated2062Elastic 2.0
Prompt Book Serverofficial
Alicense-qualityDmaintenanceManages AI prompts stored in Notion databases, enabling search, retrieval, and management across multiple prompt collections.Last updated61MIT- Alicense-qualityDmaintenanceA deterministic prompt optimization middleware for AI coding agents that preserves intent, compresses context, and detects drift, available as an MCP server with tools for optimize_prompt, classify_prompt, and more.Last updatedMIT
- Alicense-qualityCmaintenanceEnables users to enhance rough prompts into more detailed, clear, and effective versions using multiple AI providers like Anthropic, OpenAI, and Gemini. Supports custom templates and integrates with any MCP-compatible client.Last updated7Apache 2.0
- Flicense-qualityDmaintenanceThe MCP server provides tools for entity extraction, query refinement, and relevance checking to enhance RAG applications by integrating with OpenAI and Gemini.Last updated
- AlicenseAqualityDmaintenanceCommunity-driven library of tested prompts for AI agents, enabling search, retrieval, sharing, and rating of prompts.Last updated5MIT
- AlicenseBqualityBmaintenanceWAF for AI agents — block prompt injection before it reaches the LLM.Last updated5MIT
- Alicense-qualityFmaintenanceEnables language-model agents to create, modify, analyze, and persist process-engineering diagrams (P\&IDs and flowsheets) in machine-readable formats via the Model Context Protocol.Last updated5MIT