"AI Programming with Standards-Driven Development" matching MCP servers:

• Spec-Driven Development MCP

  formulahendry

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  license

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  quality

  C

  maintenance

  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

  35

  430

  MIT

• AI Development Pipeline MCP

  theburgerllc

  A

  license

  B

  quality

  C

  maintenance

  A Model Context Protocol server that enables seamless integration between Claude AI and development tools like VSCode, Augment, Vercel, Airtable, and Square.

  Last updated 2025-06-06

  7

  MIT

• MCP Standards

  airmcp-com

  A

  license

  B

  quality

  F

  maintenance

  A self-learning AI standards system that automatically detects patterns from user corrections and updates AI configuration files. Learns from repeated corrections (like 'use uv not pip') and automatically generates CLAUDE.md and other AI assistant configuration files.

  Last updated 2025-11-30

  9

  3

  MIT

• standards-mcp

  anotherben

  A

  license

  -

  quality

  B

  maintenance

  Transforms static coding standards into a queryable live data store for AI agents, delivering task-specific rules and fix guidance on demand. This optimizes context window usage through progressive disclosure, ensuring agents apply relevant governance without loading massive documentation.

  Last updated 2026-04-02

  2

  MIT

• MCP Project Standards Server

  liliangshan

  A

  license

  A

  quality

  C

  maintenance

  Manages project standards, configurations, and API debugging for AI-assisted development, ensuring unified development practices across teams and machines.

  Last updated 2025-12-22

  13

  12

  5

  MIT

• Darwin Standards MCP Server

  fernandogjrtcv

  A

  license

  A

  quality

  -

  maintenance

  Provides standards documentation and validation tools for the Darwin platform, including naming conventions and agent card validation. It enables AI agents to search platform standards and access resource templates for design and implementation.

  Last updated 2026-01-24

  6

• Spec-driven Development MCP

  kevinlin

  F

  license

  B

  quality

  C

  maintenance

  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

  8

  21

• AI Agent with MCP

  moises-paschoalick

  F

  license

  -

  quality

  C

  maintenance

  Enables AI agents to access user and message data through MCP resources, providing REST API integration for user management with paginated lists and thread tracking.

  Last updated 2025-06-27

  29

  2

• Engineering Standards MCP

  ifoundry

  F

  license

  -

  quality

  C

  maintenance

  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

• Coding Standards MCP Server

  ggerve

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  license

  B

  quality

  D

  maintenance

  Provides tools for accessing coding style guidelines and best practices for various technologies including Java, Python, and React.

  Last updated 2025-08-13

  3

  15

  MIT

• Spec-driven Development MCP

  kevinlin

  F

  license

  B

  quality

  C

  maintenance

  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

  8

  21

• codeql-development-mcp-server

  advanced-security

  F

  license

  -

  quality

  C

  maintenance

  Enables AI-assisted development of CodeQL queries for security analysis through the Model Context Protocol. Provides tools for compiling, testing, and executing CodeQL queries across multiple programming languages.

  Last updated 2026-05-26

  25

• Magento 2 Coding Standards MCP

  Midhun-edv

  A

  license

  A

  quality

  C

  maintenance

  Provides comprehensive Magento 2 coding standards, security rules, and theme-specific patterns to help AI assistants write and validate compliant code. It supports built-in presets for Hyva, Luma, Breeze, and Porto themes to ensure context-aware development.

  Last updated 2026-02-20

  7

  13

  MIT

• FastMCP Development Assistant

  kongyo2

  -

  license

  A

  quality

  -

  maintenance

  Provides comprehensive development tools for FastMCP projects including documentation access, NPM package version management, and TypeScript type definitions retrieval. Enables developers to fetch FastMCP documentation, analyze NPM packages, and access MCP architecture information through natural language.

  Last updated 2025-08-28

  6

• MCP CSV Analysis with Gemini

  falahgs

  F

  license

  B

  quality

  C

  maintenance

  An MCP server that enables advanced CSV analysis and data visualization using Google's Gemini AI and Plotly. It allows users to perform exploratory data analysis, generate interactive charts, and conduct complex reasoning on tabular data.

  Last updated 2025-04-12

  3

  2

• Development Tools MCP Server

  code-alchemist01

  A

  license

  C

  quality

  C

  maintenance

  Provides comprehensive code analysis (quality, complexity, linting, dependencies, security) and web scraping capabilities (static/dynamic content, API discovery) for development workflows.

  Last updated 2025-11-15

  42

  5

  1

  MIT

• With-MCP

  janwilmake

  A

  license

  -

  quality

  C

  maintenance

  Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.

  Last updated 2025-10-26

  5

  34

  MIT

• AI Development Guidelines MCP

  anip1805-dotcom

  F

  license

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  quality

  C

  maintenance

  Provides AI agents with professional coding standards, development best practices, and context-aware guidance through static documentation and AI-powered custom recommendations. Enables agents to access comprehensive development guidelines including coding rules, debugging techniques, and AI steering instructions.

  Last updated 2025-10-27

• Agentic AI System with MCP

  pratyush-usc-mba

  F

  license

  -

  quality

  C

  maintenance

  Enables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.

  Last updated 2025-09-20

• AI-Driven Remediation Testing

  Purv123

  F

  license

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  quality

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  maintenance

  Orchestrates end-to-end testing of AI-powered incident remediation workflows through declarative YAML scenarios, fault injection, AI response evaluation, and automated command execution with comprehensive reporting.

  Last updated 2025-12-07