Prompt Engineering MCP MCP Servers

Tools for creating, optimizing, managing, and organizing AI prompts with techniques like prompt engineering, prompt libraries, and prompt optimization. Does NOT include general LLM interfaces, chat applications, or tools where prompts are incidental to other primary functions.

There are 31 prompt engineering mcp servers tracked. 1 score above 50 (established tier). The highest-rated is jddunn/tenets at 51/100 with 7 stars.

Get all 31 projects as JSON

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#	Server	Score	Tier	Stars	Language
1	jddunn/tenets Local-first MCP server for intelligent context that feeds your prompts	51	Established	7	Python
2	Ejb503/systemprompt-mcp-core The core MCP extension for Systemprompt MCP multimodal client	47	Emerging	14	TypeScript
3	langfuse/mcp-server-langfuse Model Context Protocol (MCP) Server for Langfuse Prompt Management. This...	47	Emerging	158	TypeScript
4	systempromptio/systemprompt-mcp-server A complete, production-ready implementation of a Model Context Protocol...	44	Emerging	99	TypeScript
5	n0zer0d4y/mercury-spec-ops Modular MCP server for programmatic prompt engineering. Provides intelligent...	44	Emerging	4	TypeScript
6	tisu19021997/meta-prompt-mcp-server Turn any MCP Client into a "multi-agent" system (via prompting)	41	Emerging	35	Python
7	Bubobot-Team/mcp-prompt-optimizer Advanced MCP server providing cutting-edge prompt optimization tools with...	38	Emerging	21	Python
8	vasayxtx/mcp-prompt-engine MCP Prompt Engine	38	Emerging	16	Go
9	cremich/promptz-mcp MCP Server implementation for promptz.dev	38	Emerging	4	TypeScript
10	hireshBrem/prompt-engineer-mcp-server Write 10x better prompts using Prompt Engineer MCP server.	37	Emerging	13	JavaScript
11	zlatanpham/prompt-mcp-app Prompts as MCP tools	32	Emerging	3	TypeScript
12	DiscreteTom/shinkuro Universal prompt loader MCP server	31	Emerging	3	Python
13	nivlewd1/prompt-optimizer MCP Server that offers high-performance prompt optimization server with...	30	Emerging	1	JavaScript
14	webdevguyrg/prompteka-mcp Model Context Protocol server for Prompteka - enables AI assistants to read...	29	Experimental	1	TypeScript
15	manuelcattelan/cue MCP server designed to front-load prompt engineering for agentic workflows.	29	Experimental	1	JavaScript
16	brendancopley/mcp-chain-of-draft-prompt-tool MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM	28	Experimental	18	Python
17	yash9439/codetoprompt-mcp An MCP server for the codetoprompt library, enabling integration with LLM agents.	27	Experimental	1	Python
18	Banana-Prompts/banana-prompts-mcp 🍌 Official Model Context Protocol (MCP) server for Banana Prompts. Search...	26	Experimental	3	TypeScript
19	citronlegacy/gelbooru-mcp Generate stable diffusion prompts and explore character appearance and art...	23	Experimental	—	Python
20	rishi-banerjee1/prompt-control-plane The control plane for AI prompts. Score, enforce policy, lock config, and...	22	Experimental	1	TypeScript
21	isaacpalomero/promptbook-mcp Personal cookbook for AI prompts - MCP Server with RAG-powered semantic search	22	Experimental	3	Python
22	kapillamba4/meta-prompt-mcp MCP server providing on-demand access to official prompting guides for...	22	Experimental	1	Python
23	hamudoficcial/cli-prompts ✨ Build modern CLI applications with easy-to-use, beautiful components that...	21	Experimental	—	TypeScript
24	HKiOnline/prompter Simple Model Context Protocol Server for storing and calling your custom...	19	Experimental	2	Go
25	S2thend/PromptPulse A fully opensourced lightweight chatbot client for MCP with minimal setup...	19	Experimental	1	JavaScript
26	tubone24/mcp-prompts This server allows you to create, organize, and serve prompt templates that...	18	Experimental	1	JavaScript
27	alkue-com/prompts-mcp Model Context Protocol (MCP) server of Markdown based prompts.	17	Experimental	—	Python
28	shoaibraza123/promptbook-mcp 🤖 Store, search, and organize your AI prompts easily with RAG-powered...	15	Experimental	—	HTML
29	Devora-AS/devora-prompt-assistant-mcp A production-ready MCP server for enhancing developer prompts with...	15	Experimental	—	TypeScript
30	AiAgentKarl/prompt-library-mcp-server Community-driven library of tested prompts — npm for AI agent configs	14	Experimental	—	Python
31	SDG223157/prombank-mcp A comprehensive prompt management system with MCP server capabilities for...	13	Experimental	—	Python

Comparisons in this category

tenets and mcp-server-langfuse (51 vs 47) tenets and systemprompt-mcp-server (51 vs 44) systemprompt-mcp-server and promptz-mcp (44 vs 38) systemprompt-mcp-server and cue (44 vs 29) systemprompt-mcp-server and meta-prompt-mcp (44 vs 22) tenets and meta-prompt-mcp-server (51 vs 41) meta-prompt-mcp-server and meta-prompt-mcp (41 vs 22) mcp-prompt-optimizer and prompt-engineer-mcp-server (38 vs 37) tenets and mcp-prompt-optimizer (51 vs 38) mcp-prompt-optimizer and prompt-optimizer (38 vs 30)