"json-document-templates-for-engineering-prompt-generation" matching MCP servers:

• MCP JSON Document Collection

  jimpick

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  A Model Context Protocol server that allows creation and management of multiple Fireproof JSON databases with CRUD operations, querying capabilities, and cloud synchronization for sharing databases with others.

  Last updated 2024-12-30

  9

  6

• Prompt for User Input MCP

  goldensansapple

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  A

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  Enables AI models to interactively prompt users for input or clarification directly through their code editor. It facilitates real-time communication between assistants and users during development tasks.

  Last updated 2025-10-22

  MIT

• Refine Prompt

  FelippeFarias

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  security

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  An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into structured, professionally engineered instructions for any LLM. It enhances AI interactions by adding context, requirements, and structural clarity to raw user inputs.

  Last updated 2025-04-03

  1

  3

  MIT

• JSON MCP Server

  kehvinbehvin

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  Provides JSON schema generation and filtering tools for LLMs, helping with large JSON files by converting them to TypeScript definitions and extracting specific fields to reduce context size.

  Last updated 2026-03-30

  3

  6

  23

  MIT

• JSON Query MCP

  mgraczyk

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  A Model Context Protocol server for querying large JSON files using JSONPath expressions, enabling LLMs to efficiently search and extract information from large JSON data.

  Last updated 2025-05-20

  3

  10

• Just Prompt

  disler

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  A lightweight MCP server that provides a unified interface to various LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.

  Last updated 2025-08-10

  6

  722

• MCP JSON Maker

  zb2947244682

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  Enables AI to create, edit, and batch generate JSON data with advanced rule engines. Supports CRUD operations, node-level editing, template management, and multi-format file exports (JSON, JSONL, CSV).

  Last updated 2025-08-26

  3

  179

• json-mcp-server

  VadimNastoyashchy

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  json-mcp-server

  Last updated 2025-05-26

  2

  41

  13

  MIT

• MCP Prompt Server

  gdli6177

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  A server based on Model Context Protocol that provides predefined prompt templates for tasks like code review and API documentation generation, enabling more efficient workflows in Cursor/Windsurf editors.

  Last updated 2025-07-30

  10

  1

  244

  MIT

• dev-prompt-mcp

  sayll

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  An MCP server that registers customizable prompt templates as tools for natural language interaction. It supports hot-reloading and easy extension via YAML or JSON files to automate tasks like code review, refactoring, and content summarization.

  Last updated 2025-12-16

  2

  3

  MIT

• mcp-prompt-engine

  vasayxtx

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  MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. Create reusable, logic-driven prompts with variables, partials, and conditionals that can be served to any compatible MCP client like Claude Code, Claude Desktop, Gemini CLI, etc.

  Last updated 2026-03-30

  16

  MIT

• MCP Prompt Manager

  CarlLee1983

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  Git-driven MCP server that manages and provides prompt templates with Handlebars support, enabling teams to collaborate on and version-control reusable, dynamic prompts across AI editors like Cursor and Claude Desktop.

  Last updated 2026-03-02

  ISC

• Corrosion Engineering MCP

  puran-water

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  Provides AI agents with physics-based corrosion engineering calculations, from rapid handbook lookups to mechanistic electrochemical models with dual-tier pitting assessment for material compatibility screening and corrosion rate prediction.

  Last updated 2026-03-10

  MIT

• Memory Engineering MCP

  romiluz13

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  Provides persistent memory and semantic code understanding for AI assistants using MongoDB Atlas Vector Search. Enables intelligent code search, memory management, and pattern detection across codebases with complete semantic context preservation.

  Last updated 2025-08-25

  10

  13

  MIT

• mcp-json-tools

  rog0x

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  An MCP server that provides tools for JSON validation, diffing, and transformation operations such as flattening and renaming. It also enables data format conversion between JSON, CSV, and YAML to streamline data processing for AI agents.

  Last updated 2026-03-21

  6

  MIT

• Engineering Standards MCP

  ifoundry

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  security

  F

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  quality

  Provides AI assistants with structured access to an organization's engineering standards, practices, and processes through searchable knowledge base with CRUD operations and multi-dimensional organization.

  Last updated 2025-12-11

  1

• JSON MCP Server

  berrydev-ai

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  Provides powerful JSON manipulation tools through Model Context Protocol, enabling complex queries, schema generation, and validation with jq notation and native Node.js operations.

  Last updated 2025-08-04

  1

• FastMCP Document Analyzer

  Tathagat017

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  security

  F

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  A comprehensive document analysis server that performs sentiment analysis, keyword extraction, readability scoring, and text statistics while providing document management capabilities including storage, search, and organization.

  Last updated 2025-07-05

• JSON Filter MCP

  kehvinbehvin

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  Query only the data you need from your JSON file and keep your context clean

  Last updated 2026-03-30

  3

  6

  23

  MIT

• JSON Skeleton MCP Server

  jskorlol

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  Creates compact skeleton representations of large JSON files by preserving structure while truncating string values and deduplicating arrays, helping users understand JSON structure without processing the full data payload.

  Last updated 2025-07-23

  1

  9

• mcp-json-yaml-toml

  bitflight-devops

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  A token-efficient, schema-aware MCP server that enables AI assistants to safely read, modify, query, and validate JSON, YAML, and TOML files with automatic schema detection and format conversion capabilities.

  Last updated 2026-04-17

  7

  8

  MIT

• JSON MCP Boilerplate

  ricleedo

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  A starter template for building MCP (Model Context Protocol) servers with TypeScript support. Provides a clean foundation with example tools, resources, and prompts for creating custom integrations with Claude, Cursor, or other MCP-compatible AI assistants.

  Last updated 2025-10-02

  2

  2

• Image Generation MCP

  12-days-of-shipmas-2025

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  Generates blog and social media images using Google's Gemini AI with pre-configured platform presets for Ghost, Medium, Instagram, Twitter, LinkedIn, YouTube, and more.

  Last updated 2025-12-31

  2

  9

  MIT

• MCP Document Parse Tool

  tianfn

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  Enables parsing and extraction of content from various document formats (PDF, Word, Excel, PowerPoint) into Markdown format using the Niutrans document API.

  Last updated 2025-12-17

  1

  5

  MIT

• Prompt Ops MCP

  heyjustinai

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  Optimizes prompts using meta-prompting techniques through a two-turn approach that first provides optimization guidelines and then refines the prompt for enhanced quality and effectiveness.

  Last updated 2025-07-06

  1

  4

  4

  MIT

• JSON Editor MCP

  peternagy1332

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  Enables efficient JSON file editing with targeted read, write, delete, and deep merge operations using dot notation paths, optimized for managing multilingual projects and large configuration files.

  Last updated 2025-11-08

  4

  15

  1

  MIT

• MCP Document Reader

  crispvibe

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  A multi-format MCP server that enables reading and generating Office, PDF, text, EPUB, and presentation documents. It provides unified tools for document processing and creation through AI assistants.

  Last updated 2026-04-15

  4

  2

  MIT

• Generate-Prd-Prompt

  xiaobenyang-com

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  Mercury Spec Ops MCP Server is a dynamic prompt generation and template assembly tool based on a modular architecture. It is suitable for the interaction between AI assistants and professional content, and supports the dynamic generation of 31 technology stacks, 10 analysis dimensions and 34 templat

  Last updated 2026-01-09

  6

  2

  Apache 2.0
• 

  ProudNet Document MCPofficial

  Nettention

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  Provides AI tools with access to ProudNet documentation through search, page retrieval, and section listing capabilities. Enables users to query ProudNet networking library documentation using natural language.

  Last updated 2025-09-03

  3

  3

• Azure Image Generation MCP

  malikmalikayesha

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  Enables AI-powered image generation using Azure DALL-E 3 and FLUX models with intelligent automatic model selection. Generates stunning photorealistic or creative images directly within LibreChat through simple text prompts.

  Last updated 2026-02-20

  1

  9

  1

  MIT

• JSON Logs MCP Server

  mfreeman451

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  JSON Logs MCP Server

  Last updated 2025-06-06

  4

  4

  MIT No Attribution

• MCP Prompt Optimizer

  grandinh

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  security

  A

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  quality

  Automatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.

  Last updated 2025-11-09

  1

  MIT

• Prompt Auto-Optimizer MCP

  sloth-wq

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  security

  A

  license

  B

  quality

  An MCP server that automatically optimizes AI prompts using evolutionary algorithms, helping improve prompt performance, creativity, and reliability through iterative testing and refinement.

  Last updated 2025-08-03

  12

  3

  MIT

• JSON-RPC

  xiaobenyang-com

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  security

  A

  license

  B

  quality

  A Model Context Protocol (MCP) server based on OpenRPC, providing JSON-RPC function invocation and method discovery services.

  Last updated 2026-01-09

  2

  1

  Apache 2.0

• prompt-new-mcp

  seungwonme

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  security

  F

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  A Model Context Protocol server that saves prompts with timestamps and allows users to list previously saved prompts for Claude Desktop.

  Last updated 2025-07-25

  2

  3

  1

• VA Form Generation MCP Server

  agilesix

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  Provides tools for auditing and fixing scaffolded VA forms to ensure they follow best practices and VA.gov content standards. Enables automated validation, agent prompt generation, and orchestration of form fixes across any vets-website workspace.

  Last updated 2025-12-12

  5

  1

• Image Generation MCP Server

  GongRzhe

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  security

  A

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  B

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  Provides image generation capabilities for Claude using the Replicate Flux model, allowing users to create images from text prompts with customizable parameters like aspect ratio and output format.

  Last updated 2025-04-15

  1

  38

  51

  MIT

• Document Generator MCP

  thiagotw10

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  security

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  Enables AI agents to generate professional Word and PDF documents with support for Markdown, syntax highlighting, and smart pagination. It features automatic JSON detection and responsive A4 formatting for creating high-quality technical reports and manuals.

  Last updated 2025-10-09

  2

  568

  6

  MIT

• JSON MCP Server

  GongRzhe

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  security

  A

  license

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  quality

  A Model Context Protocol server implementation that enables LLMs to query and manipulate JSON data using JSONPath syntax with extended operations for filtering, sorting, transforming, and aggregating data.

  Last updated 2025-03-13

  2

  64

  88

  MIT

• Prompt Cleaner MCP Server

  dacebt

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  security

  A

  license

  C

  quality

  Enables cleaning and sanitizing prompts through an LLM-powered tool that removes sensitive information, provides structured feedback with notes and risks, and normalizes prompt formatting. Supports configurable local or remote OpenAI-compatible APIs with automatic secret redaction.

  Last updated 2025-10-16

  4

  1

  MIT

• RT-Prompt-MCP

  yuyao1999

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  A Model Context Protocol server that provides specialized prompt suggestions for backend development, frontend development, and general tasks to help LLMs generate better content.

  Last updated 2025-06-10

  6

  2

  1

• vibe-prompt-mcp

  saurabhjambure-pixel

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  security

  A

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  Fix your vibe coding prompts before they reach the AI. Scores and rewrites across 4 dimensions — no API key, no server, just npx. Now with codebase-aware context injection for design, database, API, auth, testing, and state management.

  Last updated 2026-04-03

  2

  17

  MIT

• MCP Prompt Optimizer

  Bubobot-Team

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  security

  A

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  This MCP server provides research-backed prompt optimization tools and professional domain templates designed to improve AI performance through strategies like Tree of Thoughts and Medprompt. It enables users to analyze, auto-optimize, and refine prompts using advanced reasoning patterns and safety-critical alignment techniques.

  Last updated 2025-06-23

  22

  MIT

• Prompt Store MCP

  mhoshdev

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  A local-only MCP server that uses SQLite to store, search, and manage a personal library of AI prompts. It enables developers to organize and reuse prompts across multiple AI clients like Claude and Cursor while keeping all data on their local machine.

  Last updated 2026-02-20

  2

  1

  MIT

• Document Parser MCP

  kgand

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  An MCP server that uses the Docling toolkit to convert various document formats, including PDFs, Office files, images, and audio, into clean Markdown for AI processing. It supports multiple processing pipelines like VLM and ASR with intelligent auto-detection and job queue management.

  Last updated 2025-12-11

  2

  MIT

• MCP Document Server

  watsona4

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  A

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  A secure Model Context Protocol server that enables Claude AI to list, search, and read local documents in formats such as PDF, DOCX, and XLSX. It features read-only access with path traversal protection and supports deployment via Docker with SSE or STDIO transport options.

  Last updated 2026-02-18

  MIT

• MCP Document Indexer

  yairwein

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  security

  A

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  quality

  Enables real-time indexing and semantic search of local documents (PDF, Word, text, Markdown, RTF) using vector embeddings and local LLMs. Monitors folders for changes and provides natural language search capabilities through Claude Desktop integration.

  Last updated 2025-08-08

  16

  MIT

• MCP Document Reader

  jbchouinard

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  security

  A

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  quality

  A Model Context Protocol (MCP) server that allows interaction with PDF and EPUB documents, designed to work with Windsurf IDE by Codeium.

  Last updated 2025-03-08

  9

  MIT

• Claude Document MCP Server

  alejandroBallesterosC

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  security

  A

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  quality

  A Model Context Protocol server that allows Claude Desktop to perform document operations on Microsoft Word, Excel, and PDF files including creation, editing, and format conversion.

  Last updated 2025-11-10

  47

  MIT

• MCP Prompt Tester

  rt96-hub

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  security

  A

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  quality

  An MCP server that allows agents to test and compare LLM prompts across OpenAI and Anthropic models, supporting single tests, side-by-side comparisons, and multi-turn conversations.

  Last updated 2025-03-05

  MIT