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MCP servers tagged prompt-engineering

663 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.

663
live servers
38
avg trust
38K
most stars
351

NeuralVaultSkill

Teaches AI agents to manage long-term NeuralVaultCore MCP memory securely and efficiently.

34
352

ModelServerAndDevelopmentPlatform

This is a comprehensive large model service platform designed to facilitate rapid deployment and application of large model services in small and medium-sized enterprises. The pla…

34
353

preflight-dev/preflight

service contract awareness, correction pattern learning, and cost estimation.

34
354

BrowseAI-HQ/BrowserAI-Dev

backed). MCP server, REST API, and Python SDK.

34
355

GeiserX/lynxprompt-mcp

based MCP server for LynxPrompt prompt management. Create, search, and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. Docker image available.

34
356

archive

Curated rules, guides, and resources for AI coding agents — Claude Code, prompts, MCP, skills, and best practices

34
357

OCD

OCD (Omni Coder Dashboard) v5.5.0 — AI memory engine with real semantic embeddings, 21 MCP tools, trace-to-evidence audit bot, Antigravity intelligence, cost visibility, smart rou…

34
358

Tokenshrink

Compress LLM prompts 30-60% — CLI, Claude Desktop MCP, browser extension. Zero API calls. Zero cost.

34
359

Continuous Improvement

Install 7-law discipline + instinct-based learning (Mulahazah) into Claude Code — hooks observe every session, instincts strengthen or decay with confidence scoring

34
360

Smrti

Memory engine for self-evolving AI agent ecosystems. Multi-tenant, multi-space isolation with Bayesian truth maintenance, emotional valence, automatic consolidation, and configura…

34
361

Github Copilot Agent

Blueprint repo to build Copilot instruction prompts and custom agents using GitHub Copilot itself.

34
362

Dynamic Skill Loader

Universal MCP skill dispatcher for AI coding agents. Load Claude Code, OpenCode, Cursor, Gemini, command, and GitHub-hosted skills on demand.

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363

Skill Tree

100+ skills. One repo. Your AI agent's skill tree — unlock the capabilities it's missing.

34
364

foldwork-dev/mcp-injector

89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines.

34
365

Aigent Os

An open-source operating system for Claude Code — persistent Obsidian-vault memory, a self-checkpointing two-verb session lifecycle (capsule + resume), a subagent Pantheon, contex…

34
366

Ibm Multimodal Agentic MCP Labs

LLM data-structuring pipeline with Pydantic validation and JSON auto-repair, plus a complete Model Context Protocol (MCP) stack — FastMCP server, protocol-level client with roots/…

34
367

A8 Loom Coordinator

Governance, skills, and hooks stack for running Claude (or any capable LLM) as an autonomous senior engineer on any software project — frontend or backend, any language. MIT.

34
368

Warden AI

The structurally-verified context layer for AI coding agents. Cut 50-90% of your agent's token spend.

34
369

Windagent

可组合的通用 Agent 编排框架 — 使用声明式 YAML DSL 和可视化编辑器组合主流 Agent 范式,一次编写,通过 CLI、Web API、Python SDK 或 TypeScript SDK 运行。 定位:编排者,不是创造者。所有范式构建在 LangGraph / LangChain / FastMCP / A2A 等成熟生态之上,不重复…

34
370

Dual Cycle Reasoner

A MCP server implementing the Dual-Cycle Metacognitive Reasoning Framework for autonomous agents. A loop prevention and experience recall mechanism.

34
371

Nano Banana 2 AI

Deliver high-speed 4K text-to-image generation with 5-character consistency using the open-source Gemini 3.1 Flash Image model.

34
372

Carrymem

Your portable AI memory — preferences, decisions, and corrections that follow you across models, tools, and devices. Zero-dependency, local-first, 85% PrefEval accuracy.

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373

Contextos Agents

AI Project OS: 39 engineering skills, parallel MCP worktrees, and token optimizer with auto-stack profiles for Claude Code, Cursor, Gemini & Copilot.

34
374

Riftbook

Tools, prompts, workflows, and practical ideas for building better vibe-coded apps with less guesswork and more reusable systems

34
375

Promptbook MCP

🤖 Store, search, and organize your AI prompts easily with RAG-powered semantic search in this plug-and-play server for developers.

34
376

Promptstudio Legacy

PromptStudio - An MCP server and Application for managing AI prompts with collections, variables, execution history, and import/export capabilities.

34
377

Etherscan V2 MCP Server

Etherscan V2 MCP Server exposes a curated set of Etherscan V2 endpoints as Model Context Protocol (MCP) tools.

34
378

Gorka

The whole IT department under your fingerprints.

34
379

AI Powerhouse

356+ Claude Code agents, skills, hooks & subagents — one install script. Curated from 12 highest-starred community repos (680k+ ★). MCP servers, agentic coding, context engineerin…

34
380

Agent Lexicon

Deterministic terminology layer for AI coding agents: canonical vocabulary, drift detection, CLI + MCP server.

34
381

Claude Orator MCP

🪶 An MCP server for prompt optimization in Claude Code

34
382

Unify

Unify MCP servers behind one endpoint with lazy loading, Python plugins, and role-based filtering for lower overhead and simpler config

34
383

Repoprompt Windows

RepoPrompt for Windows — Context Engineering Tool for AI Coding Agents. Windows port of repoprompt/repoprompt-ce.

34
384

Fumeng

🌸 AI 前端 UI 生图 Skill · 三位一体跨模态系统 (image-2 × MCP × prompt engineering) for Claude Code / Cursor / Windsurf

34
385

Aigcgateway

Unified OpenAI-compatible AI gateway for 10+ providers — with prompt workflows (Action/Template), quality monitoring, and MCP server

34
386

Grimoire Of Tools

Ultimate AI Spellbook Workflows 2026 – Build Multi-Platform Skills & Automation

34
387

Prompt Forge

MCP server that forges rough prompts into expert, task-tailored prompts (OpenAI-compatible, BYO key)

34
388

Ideogram AI Toolkit

Claude Code skill for Ideogram AI image generation — structured JSON caption prompting, color palette control, and MCP-based style extraction from reference images.

34
389

Awesome Social Media Skills

Curated, portable AI agent skills for researching, creating, repurposing, publishing, and analyzing social-media content. 26 skills, MIT licensed.

34
390

Motion Site Builder

A retrieval-driven engine + 17-rule linter that plans, builds, and grades motion UI across five design languages — 92 prompts, 8 MCP tools, 3 agent skills. Motion that looks desig…

34
391

Geo Scope

1,000-Prompt AI Visibility Benchmark & Algorithm Reverse-Engineering Platform for Generative Engine Optimization (GEO) — by تقی مولوی (Taqi Molavi)

34
392

Lookacrawler

Free, open-source, token-efficient local alternative to Firecrawl with native MCP Server for LLMs (>73% token reduction).

34
393

Claude Better Responses MCP

Improve Claude's coding responses with this MCP server

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394

Lichtblick

Built for Trae IDE Agent Hackathon

34
395

Gelbooru MCP

Generate stable diffusion prompts and explore character appearance and art data from Gelbooru via MCP.

34
396

Working Context Optimizer

An MCP server designed to optimize the working context of AI agents. It prevents context bloat and the "Lost in the Middle" phenomenon by distilling action histories into concise…

34
397

Token Savers

Curated, measurement-driven collection of token-saving MCPs for Claude Code, Codex, Cursor & Windsurf. Each MCP shipped here has passed Humanswith.ai's deterministic-compressor be…

34
398

Via54Design

Design template engine + narrative engine + media pipeline. 17 AI image platforms, 4 narrative models, HTMX Web UI, MCP Server. Pure Go single binary, zero runtime deps.

34
399

Icm Graph Context Flow

Best Token-Efficient AI Coding Tools 2026 – Reduce Costs 90% with Local Memory & MCP

34
400

Omegaprompt

The overfit gate for your prompts: re-test the winning prompt on held-out examples it never tuned on, and block the ship if it doesn't generalize. Sits on top of promptfoo/DSPy. C…

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