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"Enhancing AI for Coding" matching MCP servers:

  • GetABrain🧠 | Live Human-in

    Guitarmaniac24
    A
    license
    A
    quality
    B
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    Last updated
    7
    251
    MIT

  • Network AI

    Jovancoding
    A
    license
    A
    quality
    A
    maintenance
    Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)
    Last updated
    24
    938
    68
    MIT

  • Quake Coding Arena MCP

    Ripnrip
    F
    license
    A
    quality
    D
    maintenance
    Gamifies your development environment with authentic Quake 3 Arena achievement sounds and dual voice announcers. Triggers motivational audio feedback for coding milestones like streaks, perfect implementations, and team events with customizable volume and voice pack controls.
    Last updated
    10
  • corbat by corbat-tech

    corbatofficial

    corbat-tech
    A
    license
    A
    quality
    D
    maintenance
    Policy and quality engine for AI coding agents that enforces team coding standards and provides validation gates for agent-assisted software delivery.
    Last updated
    7
    16
    4
    MIT

  • ai-act-mcp

    a2welt
    A
    license
    A
    quality
    B
    maintenance
    Enables EU AI Act compliance assessment by classifying AI systems, listing obligations, computing deadlines, and scanning repos for required documentation, all running locally.
    Last updated
    4
    2
    MIT

  • robotstxt-ai-mcp

    sharozdawa
    A
    license
    A
    quality
    C
    maintenance
    Analyze and generate robots.txt files with AI crawler awareness. Fetch any site's robots.txt, detect which AI bots (GPTBot, ClaudeBot, PerplexityBot, Google-Extended) are blocked or allowed, and generate optimized robots.txt with toggle controls for 20+ AI crawlers.
    Last updated
    5
    MIT

  • ai-dev-analytics

    LWTlong
    A
    license
    A
    quality
    A
    maintenance
    AI development observability platform. It silently captures structured data from vibe coding sessions via MCP and codifies deviation patterns into project rules to make AI write better code. 100% local and zero runtime dependencies.
    Last updated
    10
    44
    8
    MIT

  • SandMail — Disposable Email

    brobin002
    A
    license
    A
    quality
    D
    maintenance
    Create disposable email inboxes, extract OTP codes in 15 languages, and receive webhooks — all from your AI agent. One call: create inbox → wait for email → get the verification code. Supports 7 domains, email forwarding, and HMAC-signed webhooks with OTP included in payload. Free tier available.
    Last updated
    8
    2
    MIT

  • Magento 2 Coding Standards MCP

    Midhun-edv
    A
    license
    A
    quality
    D
    maintenance
    Provides AI assistants with comprehensive Magento 2 coding standards, security rules, and theme-specific guidelines to ensure generated code is compliant. It enables real-time code validation, pattern lookup, and security auditing tailored to different Magento frontend stacks.
    Last updated
    7
    14
    MIT

  • Magento 2 Coding Standards MCP

    Midhun-edv
    A
    license
    A
    quality
    D
    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
    7
    14
    MIT

  • Godot AI

    hi-godot
    A
    license
    A
    quality
    B
    maintenance
    Connects MCP clients directly to a live Godot editor, enabling AI assistants to build scenes, edit nodes, and control the editor through over 120 operations.
    Last updated
    43
    1,152
    MIT

  • My Coding Buddy MCP Server

    ajkeast
    F
    license
    A
    quality
    D
    maintenance
    A personal AI coding assistant that connects to various development environments and helps automate tasks, provide codebase insights, and improve coding decisions by leveraging the Model Context Protocol.
    Last updated
    10

  • AI-Collab-Memory

    sodam-ai
    A
    license
    A
    quality
    -
    maintenance
    An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.
    Last updated
    7
    3

  • Vertex AI MCP Server

    shariqriazz
    A
    license
    A
    quality
    D
    maintenance
    Implementation of Model Context Protocol (MCP) server that provides tools for accessing Google Cloud's Vertex AI Gemini models, supporting features like web search grounding and direct knowledge answering for coding assistance and general queries.
    Last updated
    20
    39
    88
    MIT