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"Exploring GraphRAG and HybridRAG" matching MCP servers:

  • Vibe-Coder MCP Server

    crazyrabbitLTC
    A
    license
    D
    quality
    D
    maintenance
    An MCP server that implements a structured workflow for LLM-based coding, guiding development through feature clarification, documentation generation, phased implementation, and progress tracking.
    10
    30
    18
    MIT

  • Agent Collab MCP

    Nathan-Z01
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables multiple AI coding agents to collaborate on a project by coordinating tasks, file leases, and messages through a shared hub, preventing conflicts and enabling parallel development.
    MIT

  • uacos

    caotiensinh
    A
    license
    Not graded
    quality
    B
    maintenance
    Local-first code intelligence and safety layer for AI coding agents. MCP server exposes dependency graph, impact analysis, and AST-compressed repo context, backed by typed local memory, patch-scope safety gates, and git-independent transaction rollback.
    1
    MIT

  • odin

    Plazmodium
    A
    license
    Not graded
    quality
    B
    maintenance
    Provides a specification-driven workflow layer for AI-assisted coding, enabling agents to follow an explicit 11-phase feature workflow with checkpoints, artifacts, and quality gates.
    MIT

  • showme

    dean0x
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables coding agents to open files and git diffs directly in VS Code, allowing users to review code changes without leaving their conversation.
    18
    1
    MIT

  • animai

    Hajjy22
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to search for and fetch pre-vetted, production-safe 3D and motion components (React Three Fiber & GSAP) for injection into Next.js apps via AST-safe edits.
    114
    MIT

  • MCP App Template

    xkloveme
    A
    license
    Not graded
    quality
    D
    maintenance
    An AI-agent-first framework for building MCP servers that deliver interactive React widgets directly within AI chat interfaces like ChatGPT and Claude. It includes automated visual testing and a zero-config local development environment designed for autonomous agent workflows.
    MIT

  • MCP Codebase Insight

    tosin2013
    A
    license
    Not graded
    quality
    D
    maintenance
    A server component of the Model Context Protocol that provides intelligent analysis of codebases using vector search and machine learning to understand code patterns, architectural decisions, and documentation.
    12
    MIT

  • swarmskills

    swarmclawai
    A
    license
    Not graded
    quality
    C
    maintenance
    A CLI and MCP server for managing skills across ~45 code CLI agents, with 18 tools for discovering, installing, enabling, and syncing skills in mid-session.
    11
    1
    MIT

  • kcf-mcp

    mikec-chi
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that lets Claude, ChatGPT, or VS Code build a complete, machine-checked model of your domain and generate an app from it.
    Apache 2.0

  • CodeGraph

    andysom25
    A
    license
    Not graded
    quality
    B
    maintenance
    Supercharges AI coding agents with semantic code intelligence, providing pre-built knowledge graphs for surgical context, faster answers, and fewer tool calls.
    MIT

  • Sense

    luuuc
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    32
    MIT

  • taufunctions

    jyswee
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables coding agents to create, deploy, invoke, and monitor serverless functions using 12 MCP tools, with support for multiple runtimes and remote MCP access.
    62
    Inno Setup

  • planchette

    shahriarshm
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables coding agents to control other application windows by providing primitives for clicking, typing, capturing screenshots, and window management. Supports macOS, Windows, and Linux.
    MIT

  • mcp-server-subagent

    dvcrn
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that allows a planning agent to delegate tasks to executor agents (e.g., Claude Code, Aider) with bi-directional communication and real-time log streaming.
    33
    15
    AGPL 3.0

  • glm-workflow-mcp

    JawadAhbab
    A
    license
    Not graded
    quality
    C
    maintenance
    Delegates autonomous coding tasks to Z.ai's GLM models with a genuine agent loop, file operations, and verification via git and real process results.
    24
    MIT