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"Coding tools to understand and manage a large codebase like MCP, CLINE, or ROOCODE" matching MCP servers:

  • Vantex-Security-A

    farahkhaterr
    F
    license
    -
    quality
    B
    maintenance
    This MCP server provides secure access to databases for AI agents, enforcing authentication, authorization, human approval, logging, and notifications to prevent dangerous actions.

  • Codebase RAG MCP Server

    allentcm
    F
    license
    -
    quality
    D
    maintenance
    Enables semantic search and retrieval of code files using embeddings stored in PostgreSQL. Supports intelligent codebase exploration through natural language queries, file listing, and content retrieval.
    16

  • MCP Local Codebase Search

    demixid
    F
    license
    -
    quality
    D
    maintenance
    An MCP server that indexes local Python projects into a SQLite database to enable efficient symbol searching and dependency tracking. It allows users to find function or class definitions, trace module imports, and read file contents through natural language interfaces.

  • just-a-mysql-mcp

    xingyuli
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.
    3
    MIT

  • db-tools-mcp

    urjeetpatel
    A
    license
    A
    quality
    C
    maintenance
    Exposes SQL Server and Snowflake schema metadata to AI coding agents, enabling schema search, join path discovery, and stored procedure metadata retrieval without live queries.
    18
    GPL 3.0

  • mcp-agent-tools

    zyay
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that equips AI agents with real-world tools including file operations, read-only MySQL queries, web summarization, safe calculations, and system info. It uses stdio transport and enforces safety guardrails like SELECT-only database access and AST-based math evaluation.
    MIT

  • bricks-and-context

    laraib-sidd
    A
    license
    -
    quality
    C
    maintenance
    Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.
    1
    GPL 3.0

  • mcp-tools-hub

    ramaprv
    F
    license
    -
    quality
    C
    maintenance
    A collection of production-ready MCP tools for common tasks such as web search, code execution, file operations, and database queries, enabling AI agents to perform these actions through a unified interface.

  • jazz-tools-mcp-v2

    kodyka
    A
    license
    A
    quality
    B
    maintenance
    MCP data connector for Jazz v2 alpha servers, providing schema discovery and query/read tools with optional mutation capabilities for application data.
    9
    MIT

  • claude-database-tools

    Cyronius
    A
    license
    A
    quality
    D
    maintenance
    A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.
    12
    5
    MIT

  • Database Tools for Claude AI

    elber-code
    A
    license
    B
    quality
    D
    maintenance
    MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.
    1
    0
    4
    MIT

  • mcp-sqlite-tools

    spences10
    A
    license
    B
    quality
    A
    maintenance
    Provides comprehensive SQLite database operations for LLMs with security features, transaction support, and separation of read-only and destructive operations.
    22
    138
    19
    MIT

  • mcp-sqlite-tools-plus

    MauricioPerera
    A
    license
    B
    quality
    C
    maintenance
    Enables AI agents to interact with local SQLite databases with full CRUD, schema introspection, foreign key relations, generated columns, and multi-format import/export (CSV, JSON, XLSX) through natural language.
    26
    17
    MIT

  • GraphRAG TypeScript MCP Tools

    Akakinad
    F
    license
    C
    quality
    C
    maintenance
    An MCP server that connects AI assistants to a Neo4j graph database, enabling querying of movie data through tools like graph statistics, genre-based search, and movie details, along with advanced features such as LLM sampling and completions.
    4

  • SAP OData to MCP Server

    Raistlin82
    A
    license
    C
    quality
    D
    maintenance
    Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by exposing all OData services as dynamic MCP tools. Enables natural language interactions with ERP data including querying, creating, updating, and deleting entities through SAP BTP integration.
    19
    49
    6
    MIT

  • mcp-db-schema-tools

    southglory
    A
    license
    -
    quality
    D
    maintenance
    Database schema management MCP server for Claude Code, enabling natural language management from business requirements to complete databases.
    MIT

  • Ultimate MCP Coding Platform

    Senpai-Sama7
    A
    license
    -
    quality
    D
    maintenance
    Turns any LLM into a coding co-pilot with production-ready MCP server providing lint, test, execution, generation, and graph tools. Features Neo4j persistence, OpenAI Agent integration, REST API, and React frontend for comprehensive code development assistance.
    MIT