"Spec-WorkFlow documentation or implementation" matching MCP servers:

• Spec Workflow MCP

  Pimzino

  A

  security

  A

  license

  -

  quality

  Provides structured spec-driven development workflow tools for AI-assisted software development with sequential spec creation (Requirements → Design → Tasks). Features a real-time web dashboard for monitoring project progress and managing development workflows.

  Last updated 2026-03-07

  5

  1,380

  4,086

  GPL 3.0

• Spec Workflow MCP

  kingkongshot

  A

  security

  A

  license

  -

  quality

  An intelligent MCP server that helps development teams maintain high-quality project documentation by providing an AI-powered workflow for creating comprehensive specifications through requirements, design, and implementation documents.

  Last updated 2025-08-11

  1

  67

  128

  MIT

• Spec-driven Development MCP

  kevinlin

  A

  security

  F

  license

  -

  quality

  Enables AI-guided spec-driven development workflow that transforms ideas into implementation through structured stages: goal collection, requirements gathering in EARS format, technical design documentation, task planning, and systematic code execution.

  Last updated 2026-01-13

  9

  21

  20

• Spec MCP Server

  karol-f

  A

  security

  F

  license

  -

  quality

  Streamlines development workflows through AI-assisted codebase analysis, comprehensive planning, task breakdown with dependencies, and automated implementation verification. Enables systematic approach to complex development tasks like framework migrations and feature implementation.

  Last updated 2025-10-17

  5

  21

• Spec Kit MCP Server

  anyiba

  A

  security

  F

  license

  -

  quality

  Enables AI assistants to interact with Spec Kit templates and workflows for managing project specifications, planning, and implementation through guided prompts covering constitution, specification, planning, tasks, and implementation phases.

  Last updated 2025-11-27

  5

  25

  1

• Spec-driven Development MCP

  kevinlin

  A

  security

  F

  license

  -

  quality

  An MCP server that enables AI-powered IDEs to implement a structured development workflow from requirements gathering to code implementation, guiding users through goal collection, requirements specification, design documentation, task planning, and execution.

  Last updated 2026-01-13

  9

  21

  20

• Documentation MCP Server

  LiL-Loco

  A

  security

  A

  license

  -

  quality

  Generates professional documentation for multi-language codebases with deep AST-based code analysis, supporting Docusaurus, MkDocs, and Sphinx frameworks. Includes API documentation generation, PDF export, OpenAPI spec generation, and sales-ready documentation for code marketplaces.

  Last updated 2025-12-12

  9

  MIT

• Grasshopper MCP Workflow

  AmemiyaLai

  -

  security

  A

  license

  -

  quality

  Connects Grasshopper and Cursor through MCP protocol, enabling natural language control of Grasshopper components, workflow automation, and parametric design operations.

  Last updated 2026-03-18

  3

  MIT

• spec-score-mcp

  openpoem

  A

  security

  A

  license

  -

  quality

  Score your specs before an LLM builds from them. Scores on 4 axes (completeness, clarity, constraints, specificity), calculates a balance score, and returns a verdict with radar chart visualization.

  Last updated 2026-04-03

  3

  5

  2

  MIT

• n8n Workflow Builder

  Schimmilab

  -

  security

  A

  license

  -

  quality

  Enables AI-powered building, optimization, debugging, and management of n8n workflows directly from Claude. Features workflow analysis, execution monitoring, security audits, drift detection, and intelligent error debugging with best practices guidance.

  Last updated 2026-03-27

  MIT

• Notion Workflow MCP

  wauwaya

  A

  security

  F

  license

  -

  quality

  Enables personal workflow management by turning Notion into a task and knowledge system via slash commands and 19 integrated MCP tools. It supports project-based task tracking, subtask management, and automated note summarization directly through the Claude interface.

  Last updated 2026-03-29

  19

  2

• Spec-Driven Development MCP

  formulahendry

  A

  security

  A

  license

  -

  quality

  Facilitates spec-driven development workflows by providing structured prompts for generating requirements in EARS format, design documents, and implementation code following a systematic approach.

  Last updated 2025-09-26

  46

  430

  MIT

• Documentation MCP Server

  sagacious-satadru

  A

  security

  F

  license

  -

  quality

  A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.

  Last updated 2025-04-12

  1

  3

• MCP Documentation Server

  mahawi1992

  -

  security

  F

  license

  -

  quality

  A smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.

  Last updated 2024-12-04

  10

• n8n-workflow-builder-mcp

  ifmelate

  A

  security

  A

  license

  -

  quality

  n8n-workflow-builder-mcp

  Last updated 2025-12-05

  10

  66

  50

  MIT

• Documentation Fetcher & RAG

  mikkelkrogsholm

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to fetch, index, and perform semantic RAG-based searches on API documentation from various sources. It provides tools for hybrid search and collection management, allowing users to access up-to-date documentation from projects like Gemini and FastMCP.

  Last updated 2025-12-25

• Structured Workflow MCP

  kingdomseed

  A

  security

  F

  license

  -

  quality

  Enforces disciplined programming practices by requiring AI assistants to audit their work and produce verified outputs at each phase of development, following structured workflows for refactoring, feature development, and testing.

  Last updated 2026-03-21

  20

  4

  10

• Documentation MCP Server

  RandellB-Ritense

  -

  security

  F

  license

  -

  quality

  Fetches GitHub PR and issue data server-side and combines it with a documentation template, providing formatted context to LLMs for automated documentation generation.

  Last updated 2025-12-18

• Documentation MCP Server

  ThaLoc0one

  A

  security

  A

  license

  -

  quality

  Generates professional documentation for multi-language projects with deep code analysis, supporting frameworks like Docusaurus, MkDocs, and Sphinx, including API docs, PDF export, and OpenAPI specifications.

  Last updated 2025-12-12

  9

  MIT

• Argo Workflow MCP Server

  yjx3097890

  -

  security

  A

  license

  -

  quality

  Enables AI agents to manage Argo Workflows through REST API, supporting workflow template and instance operations including creation, submission, monitoring, and deletion with token authentication.

  Last updated 2025-12-10

  7

  1

  MIT

• n8n Workflow Builder MCP

  makafeli

  A

  security

  A

  license

  -

  quality

  A server for programmatically creating and managing n8n workflows with a REST API interface, supporting workflow creation, validation, and export.

  Last updated 2026-03-19

  120

  509

  MIT

• n8n Workflow Builder

  danilonovaisv

  -

  security

  A

  license

  -

  quality

  Enables AI assistants to manage n8n automation workflows through natural language commands, including creating, executing, monitoring, and organizing workflows with full CRUD operations and execution management.

  Last updated 2025-10-21

  120

  2

  MIT
• 

  iFlytek Workflow MCP Serverofficial

  iflytek

  -

  security

  A

  license

  -

  quality

  A server implementation of the Model Context Protocol that enables calling iFlytek workflows, supporting complex orchestration modes like sequential, parallel, and looped execution across 14 node types for diverse business scenarios.

  Last updated 2025-03-28

  27

  MIT

• n8n-workflow-tester-safe

  Souzix76

  A

  security

  A

  license

  -

  quality

  Safe MCP server and CLI tool for testing, scoring, and inspecting n8n workflows. Features 19 tools for workflow testing, execution traces, tiered scoring, and a built-in node catalog with 800+ node types. Designed with safety-first approach: no credential management, no secrets lifecycle, no auto-fix loops.

  Last updated 2026-03-30

  19

  MIT

• MCP Spark Documentation Server

  martoc

  A

  security

  A

  license

  -

  quality

  Provides full-text search and retrieval tools for Apache Spark documentation using SQLite FTS5 with BM25 ranking. It enables AI assistants to efficiently search, filter by section, and read specific Spark documentation pages.

  Last updated 2026-03-26

  2

  MIT

• Documentation Search MCP

  gemini2026

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.

  Last updated 2026-03-27

  23

  8

  MIT

• Git Workflow Automation MCP

  Arcia125

  A

  security

  F

  license

  -

  quality

  Provides automated Git workflow tools for committing, creating pull requests, and merging with proper GitHub authentication handling. Supports complete Git workflows from commit to merge with dry run capabilities and conventional commit formatting.

  Last updated 2025-08-10

  4

  1

• n8n Workflow Builder MCP

  salacoste

  -

  security

  A

  license

  -

  quality

  Enables users to create, manage, and monitor n8n workflows through natural language using AI interfaces like Claude and Cursor. It supports multi-instance environments and provides tools for workflow lifecycle management, execution monitoring, and tag organization.

  Last updated 2026-04-12

  50

  219

  MIT

• OpenTelemetry Documentation

  ryu1maniwa

  A

  security

  A

  license

  -

  quality

  Enables access to OpenTelemetry documentation by fetching and converting pages to markdown format and searching content using Google Custom Search. Provides comprehensive documentation lookup and search capabilities for OpenTelemetry concepts, instrumentation, and configuration.

  Last updated 2025-08-13

  2

  3

  Apache 2.0

• NeoCoder Neo4j AI Workflow

  angrysky56

  A

  security

  A

  license

  -

  quality

  Enables AI assistants to use Neo4j knowledge graphs and Qdrant vector databases for hybrid reasoning, combining structured facts with semantic search for advanced knowledge management, research analysis, and standardized coding workflows.

  Last updated 2025-12-17

  20

  MIT

• JoyCode MCP Server - FOP

  shaun888

  A

  security

  F

  license

  -

  quality

  Enables intelligent workflow automation for JD's FOP platform, supporting PRD analysis, code generation, and flowchart creation with smart retrieval optimization and standardized file naming rules.

  Last updated 2026-03-05

  6

  90

• n8n Workflow Builder MCP

  Jimmy974

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol (MCP) server for programmatically creating and managing n8n workflows.

  Last updated 2025-01-29

  1

  18

  MIT

• Structured Workflow Engine MCP

  mlaurel

  -

  security

  A

  license

  -

  quality

  A Context Engineering Framework that provides 9 battle-tested development workflows with smart validation to help AI models follow consistent processes.

  Last updated 2025-07-21

  MIT

• AWS Documentation MCP Server

  daniel-levesque

  A

  security

  A

  license

  -

  quality

  Provides tools to access AWS documentation, search for content, and get recommendations for both global and China AWS regions.

  Last updated 2025-07-24

  3

  Apache 2.0

• MoEngage Documentation MCP

  poojitha-rachuri

  -

  security

  F

  license

  -

  quality

  Provides comprehensive access to MoEngage documentation from developers, help, and partners portals with full-text search, automatic updates, and intelligent filtering by platform, category, and source.

  Last updated 2025-08-06

• Workflow MCP Server

  Artin0123

  A

  security

  A

  license

  -

  quality

  Enables AI assistants to evaluate task complexity, verify package installation safety, and log complex reasoning processes. Provides structured assessment of multi-step tasks and environment validation for safer code execution workflows.

  Last updated 2025-11-08

  1

  34

  MIT

• Yes or No MCP

  a-polishchuk

  A

  security

  F

  license

  -

  quality

  A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.

  Last updated 2025-06-04

  1

  1

• MCP Complete Implementation

  saksham0712

  A

  security

  F

  license

  -

  quality

  Provides a complete end-to-end MCP server implementation with file system tools, web scraping capabilities, and system information access. Includes ready-to-use configuration files and integration examples for Claude Desktop, ChatGPT, and other AI models.

  Last updated 2025-09-19

  6

• Google OR-Tools server

  Jacck

  -

  security

  A

  license

  -

  quality

  MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution

  Last updated 2024-12-26

  17

  MIT

• MCP Spec Generator

  Huxley-Brown

  A

  security

  -

  license

  -

  quality

  Generates project specifications and file structures using Claude AI through MCP integration. Enables users to describe project ideas and automatically create corresponding documentation and project files.

  Last updated 2025-08-14

  1

• Open-E JovianDSS REST API

  miroslawfranek

  A

  security

  A

  license

  -

  quality

  Provides access to Open-E JovianDSS REST API documentation for intelligent search, endpoint analysis, and version comparison. It enables developers to integrate and interact with JovianDSS storage services through natural language via the Model Context Protocol.

  Last updated 2025-09-26

  7

  3

  MIT

• Flask MCP Server

  sergiuiacob1

  -

  security

  F

  license

  -

  quality

  A Flask-based reference implementation demonstrating how to build an MCP server with stateless HTTP transport, including example tools for generating random numbers and sentences.

  Last updated 2025-12-02

• iFlytek Workflow MCP Server

  hygao1024

  -

  security

  A

  license

  -

  quality

  An MCP server implementation that enables calling iFlytek workflows through the Model Context Protocol, allowing for intelligent workflow scheduling with sequential, parallel, loop, and nested execution modes.

  Last updated 2025-04-10

  3

  MIT

• MCP Documentation Service

  alekspetrov

  A

  security

  A

  license

  -

  quality

  A Model Context Protocol implementation that enables AI assistants to interact with markdown documentation files, providing capabilities for document management, metadata handling, search, and documentation health analysis.

  Last updated 2026-02-11

  14

  76

  54

  MIT
• 

  Model Context Protocol (MCP) -official

  UOR-Foundation

  -

  security

  -

  license

  -

  quality

  A GitHub-based implementation of the Model Context Protocol that enables LLMs to access and manipulate data in a Universal Object Reference (UOR) framework, providing standardized interfaces for object management with decentralized storage.

  Last updated 2025-10-01

• Slice.js Documentation MCP

  VKneider

  A

  security

  F

  license

  -

  quality

  Enables AI assistants to search, list, and retrieve documentation from the Slice.js official GitHub repository. It provides full-text search capabilities and can deliver individual doc pages or a complete documentation bundle for comprehensive LLM context.

  Last updated 2026-02-10

  4

  10

  4

• GitHub Workflow Debugger MCP

  Maxteabag

  -

  security

  F

  license

  -

  quality

  A utility that helps diagnose and fix GitHub Actions workflow failures by analyzing run logs, identifying common failure patterns, and suggesting specific fixes through a structured decision tree.

  Last updated 2025-03-09

  1

• MCP Workflow Tracker

  Aceek

  -

  security

  F

  license

  -

  quality

  Provides observability for multi-agent workflows by tracking hierarchical task structure, architectural decisions, reasoning, encountered problems, code modifications with Git diffs, and temporal metrics.

  Last updated 2025-12-29

  28

• UseKeen Documentation MCP

  PromptMixerDev

  -

  security

  F

  license

  -

  quality

  Enables AI assistants to search documentation of packages and services to find implementation details, examples, and specifications.

  Last updated 2025-05-08

• Documentation MCP Server

  wuyuwenj

  -

  security

  F

  license

  -

  quality

  Scrapes and indexes documentation websites to provide AI assistants with searchable access to documentation content, API references, and code examples through configurable URL crawling.

  Last updated 2025-12-24