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 32 prompt engineering mcp servers tracked. The highest-rated is jddunn/tenets at 45/100 with 7 stars.

Get all 32 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=mcp&subcategory=prompt-engineering-mcp&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Server	Score	Tier	Stars	Language
1	jddunn/tenets Local-first MCP server for intelligent context that feeds your prompts	45	Emerging	7	Python
2	Ejb503/systemprompt-mcp-core The core MCP extension for Systemprompt MCP multimodal client	40	Emerging	14	TypeScript
3	n0zer0d4y/mercury-spec-ops Modular MCP server for programmatic prompt engineering. Provides intelligent...	40	Emerging	4	TypeScript
4	langfuse/mcp-server-langfuse Model Context Protocol (MCP) Server for Langfuse Prompt Management. This...	40	Emerging	158	TypeScript
5	systempromptio/systemprompt-mcp-server A complete, production-ready implementation of a Model Context Protocol...	38	Emerging	99	TypeScript
6	tisu19021997/meta-prompt-mcp-server Turn any MCP Client into a "multi-agent" system (via prompting)	35	Emerging	35	Python
7	vasayxtx/mcp-prompt-engine MCP Prompt Engine	32	Emerging	16	Go
8	Bubobot-Team/mcp-prompt-optimizer Advanced MCP server providing cutting-edge prompt optimization tools with...	32	Emerging	21	Python
9	nivlewd1/prompt-optimizer MCP Server that offers high-performance prompt optimization server with...	32	Emerging	1	JavaScript
10	cremich/promptz-mcp MCP Server implementation for promptz.dev	31	Emerging	4	TypeScript
11	hireshBrem/prompt-engineer-mcp-server Write 10x better prompts using Prompt Engineer MCP server.	30	Emerging	13	JavaScript
12	webdevguyrg/prompteka-mcp Model Context Protocol server for Prompteka - enables AI assistants to read...	27	Experimental	1	TypeScript
13	Banana-Prompts/banana-prompts-mcp 🍌 Official Model Context Protocol (MCP) server for Banana Prompts. Search...	26	Experimental	3	TypeScript
14	zlatanpham/prompt-mcp-app Prompts as MCP tools	26	Experimental	3	TypeScript
15	DiscreteTom/shinkuro Universal prompt loader MCP server	25	Experimental	3	Python
16	yash9439/codetoprompt-mcp An MCP server for the codetoprompt library, enabling integration with LLM agents.	25	Experimental	1	Python
17	citronlegacy/gelbooru-mcp Generate stable diffusion prompts and explore character appearance and art...	24	Experimental	—	Python
18	rishi-banerjee1/prompt-control-plane The control plane for AI prompts. Score, enforce policy, lock config, and...	23	Experimental	1	TypeScript
19	hamudoficcial/cli-prompts ✨ Build modern CLI applications with easy-to-use, beautiful components that...	22	Experimental	—	TypeScript
20	brendancopley/mcp-chain-of-draft-prompt-tool MCP prompt tool applying Chain-of-Draft (CoD) reasoning - BYOLLM	21	Experimental	18	Python
21	kapillamba4/meta-prompt-mcp MCP server providing on-demand access to official prompting guides for...	20	Experimental	1	Python
22	KevinRabun/prompt-catalog An open-source, community-driven library of structured prompts and...	20	Experimental	1	Python
23	isaacpalomero/promptbook-mcp Personal cookbook for AI prompts - MCP Server with RAG-powered semantic search	18	Experimental	3	Python
24	Devora-AS/devora-prompt-assistant-mcp A production-ready MCP server for enhancing developer prompts with...	17	Experimental	—	TypeScript
25	HKiOnline/prompter Simple Model Context Protocol Server for storing and calling your custom...	16	Experimental	2	Go
26	tubone24/mcp-prompts This server allows you to create, organize, and serve prompt templates that...	16	Experimental	1	JavaScript
27	manuelcattelan/cue MCP server designed to front-load prompt engineering for agentic workflows.	16	Experimental	1	JavaScript
28	shoaibraza123/promptbook-mcp 🤖 Store, search, and organize your AI prompts easily with RAG-powered...	16	Experimental	—	HTML
29	alkue-com/prompts-mcp Model Context Protocol (MCP) server of Markdown based prompts.	15	Experimental	—	Python
30	AiAgentKarl/prompt-library-mcp-server Community-driven library of tested prompts — npm for AI agent configs	14	Experimental	—	Python
31	S2thend/PromptPulse A fully opensourced lightweight chatbot client for MCP with minimal setup...	12	Experimental	1	JavaScript
32	SDG223157/prombank-mcp A comprehensive prompt management system with MCP server capabilities for...	11	Experimental	—	Python

Comparisons in this category

systemprompt-mcp-server and promptz-mcp (38 vs 31) mcp-prompt-optimizer and prompt-engineer-mcp-server (32 vs 30) tenets and mcp-prompt-optimizer (45 vs 32) prompt-optimizer and mcp-prompt-optimizer (32 vs 32) prompt-engineer-mcp-server and prompt-mcp-app (30 vs 26) promptz-mcp and prompt-mcp-app (31 vs 26)