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MCP servers tagged prompt-engineering

114 live MCP servers tagged "prompt-engineering", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with prompt-engineering.

114
live servers
47
avg trust
622
most stars
1

Headroom

chopratejas

Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP s…

★ 622updated 6 months agoApache-2.0
87
2

4d Are

ybeven

Build LLM agents that explain why, not just what. Attribution-driven agent requirements engineering framework. Based on the 4D-ARE Paper - https://arxiv.org/abs/2601.04556

★ 181updated 7 months agoMIT
71
3

Caveman Shrink

MCP proxy that compresses prose fields (tool descriptions, etc.) using caveman rules. Same accuracy, fewer context tokens.

67
4

Prompt Decorators

synaptiai

A standardized framework for enhancing how LLMs process and respond to prompts through composable decorators, featuring an official open standard specification and Python referenc…

★ 38updated 10 months agoApache-2.0
64
5

Prompt Optimizer

Bubobot-Team

An AI prompt optimizer for writing better prompts and getting better AI results.

★ 21updated a year agoMIT
64
6

Kiln

Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.

64
7

server

git+Matheus-Gama-deluna

Workflow fluency for AI coding agents. 1 core skill · 25 commands · 7 domain references · memory layer · audit trail — works across Cursor, Claude Code, Gemini CLI, Copilot, and 6…

64
8

Swarms

The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework. Website: https://swarms.ai

64
9

Optillm

Optimizing inference proxy for LLMs

64
10

Genaiscript

Automatable GenAI Scripting

64
11

Claude Code Ultimate Guide

A tremendous feat of documentation, this guide covers Claude Code from beginner to power user, with production-ready templates for Claude Code features, guides on agentic workflow…

64
12

Opik

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

64
13

Awesome Prompts

Curated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, prompt attack & prompt protect. Advanced Prompt Engineering papers.

64
14

Evolver

The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai

64
15

Antigravity Workspace Template

Workspace template + MCP server for Claude Code, Codex CLI, Cursor & Windsurf. Multi-agent knowledge engine (ag-refresh / ag-ask) that turns any codebase into a queryable AI assis…

64
16

Agents Best Practices

Provider-neutral Agent Skill for Codex, Claude Code, and agentic harness design.

64
17

Cite

Ground truth layer for humans and AI agents working together. Version control for knowledge.

64
18

Haft

Engineering decisions engine that know when they're stale. Frame, compare, decide — with evidence decay and parity enforcement. For Claude Code, Cursor, Gemini CLI, Codex and mor…

64
19

Awesome Chatgpt Zh

ChatGPT 中文指南🔥,ChatGPT 中文调教指南,指令指南,应用开发指南,精选资源清单,更好的使用 chatGPT 让你的生产力 up up up! 🚀

64
20

OpenContracts

The open document intelligence platform for builders and hackers - DMS for the agentic world

64
21

pmptwiki/pmpt-cli

pmptwiki

Record and share your AI-driven product development journey

★ 5updated 6 months agoMIT
62
22

Copilot Security Instructions

Robotti-io

✨ A customizable copilot-instructions.md ruleset & prompts to guide GitHub Copilot toward secure coding defaults in Java, Node.js, C# and Python. Blocks risky patterns, teaches sa…

★ 36updated 6 months ago
61
23

Ainovelprompter

danielsobrado

Create the prompts you need to write your Novel using AI

★ 45updated a year agoNOASSERTION
59
24

fabric-mcp-server

augmentedivan

The fabric-mcp-server is an MCP server that integrates Fabric patterns with AI coding agents and assistants, exposing them as tools for AI-driven task execution and enhancing capa…

★ 19updated a year agoMIT
59
25

Q4 Learning

DanielHashmi

This repository serves as the comprehensive workspace for Quarter 4 academic endeavors, encompassing assignments, technical documentation, experimental implementations, and applie…

★ 14updated 6 months ago
59
26

Devops AI Guidelines

First AI Journey for DevOps - with comprehensive learning paths, practical tips, and enterprise guidelines

59
27

AI Bootcamp

Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, Ollama, LLMs, RAGs, LangChain, LangGraph, Fine-tuning, DSPy & AI Agents (CrewAI), (Using ChatGPT, gpt-oss, Clau…

59
28

Llamafarm

Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes

59
29

Pdd

Prompt Driven Development Command Line Interface

59
30

Ospec

Spec-driven, agentic workflow framework for AI coding agents. Turn a request into a verifiable goal loop — plan, act, verify — with durable specs and evidence in your repo. Works…

59
31

Gemini Flow

rUv's Claude-Flow, translated to the new Gemini CLI; transforming it into an autonomous AI development team.

52
32

Superpowers Zh

🦸 AI 编程超能力 · 中文增强版 — superpowers(99k+ ⭐)完整汉化 + 6 个中国原创 skills,让 OpenClaw / Claude Code / Cursor / Windsurf / Kiro / Gemini CLI 等 14 款 AI 编程工具真正会干活

52
33

Agent Skills Hub

Molavi Agent Skills: Curated AI agent skills and MCP configs for Antigravity, Cursor, Codex & Claude — by Taghi Molavi

52
34

Claude Code Config

Claude Code, Codex, and multi-agent configuration system: principles, hooks, skills, and workflow patterns for AI-assisted development

52
35

Arxiv To Prompt

Transform arXiv papers into a single LaTeX source that can be used as a prompt for asking LLMs questions about the paper.

52
36

Awesome Copilot Agents

✨ A curated list of awesome GitHub instructions, prompt, skills, MCPs and agent markdown files for enhancing your GitHub Copilot AI experience.

52
37

Mingyu

八字、紫微、星盘、六爻、梅花、奇门、大六壬、小六壬、塔罗、雷诺曼、灵签、择日一站式排盘,输出结构化提示词与数据。提供公开 API、MCP Server 与 skill。

52
38

Agent Systems Handbook

A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent archite…

52
39

Awesome Gemini Omni API Prompts

Curated Google Gemini Omni prompts & API examples — text-to-video, image-to-video, video edit via the Gemini Omni API on muapi.ai. Python wrapper, MCP server, REST examples.

52
40

Education Agent Skills

165 evidence-based education skills for Claude, Codex, and any Agent Skills-compatible tool.

52
41

Repoprompt Ce

Community edition of RepoPrompt: a native macOS context engineering app for AI coding agents, with an MCP CLI.

52
42

Loop Engineering

Practical patterns, starters & CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny).…

52
43

Social Media Skills

AI agent skills for social media content strategy, creation, and analysis across text-first platforms

52
44

AIGuide

AI 应用开发、AI 编程实战与面试指南,涵盖 LLM、Agent、RAG、MCP、Claude Code、Codex 等核心技术与工程实践。

52
45

Opencode Primer

Master OpenCode, the open-source AI coding agent — setup, agents, skills, plugins, MCP, Zen & headless CI.

52
46

Promptscript

Prompt-as-Code for Enterprise AI. Standardize, audit, and deploy instructions across any AI coding assistant.

52
47

Coco

Meet Coco. A superintelligent agent framework powered by an advisory board of 389 world-class minds. Scale your AI assistant into a complete engineering department with 142 skills…

52
48

Codex Claude Code Config

Claude Code, Codex, and multi-agent configuration system: principles, hooks, skills, and workflow patterns for AI-assisted development

52
49

Always Accompany

AI platform with three-layer recursive memory (260-year capacity), pre-positioned retrieval AI, and granular context compression — all prompts-driven, zero database

52
50

Compiler

kolodny

Turns vague requests into structured prompts, execution plans, and policy-aware workflows — with readiness verdicts, PR merge-safety checks, agent packs, and MCP tool exports. Off…

★ 1updated 6 months ago
44
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