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"A tool or assistant to explore and debug my codebase" matching MCP servers:

  • srv-explore

    redmadrobot-rnd
    F
    license
    -
    quality
    B
    maintenance
    Enables AI agents to safely explore and diagnose remote servers by providing a read-only sandbox with controlled access to files, logs, Docker, and databases. It exposes MCP tools that allow natural-language investigation and direct command execution without write permissions.

  • middle-tool

    2514385224
    A
    license
    -
    quality
    B
    maintenance
    Provides a unified MCP server to interact with multiple middleware (Loki, MySQL, Redis, RocketMQ, Elasticsearch, MongoDB) through a desktop application for connection management and configuration export.
    MIT

  • 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.

  • Tool-Plaid

    reilly3000
    F
    license
    -
    quality
    D
    maintenance
    Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.

  • 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

  • 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

  • devops-assistant-mcp

    Karun9107
    F
    license
    A
    quality
    C
    maintenance
    Enables querying local MySQL databases and managing Docker containers (listing, logs) through natural language via the Model Context Protocol.
    4
    46

  • EspoCRM Assistant

    The-Keep-Studios
    F
    license
    B
    quality
    C
    maintenance
    Provides read-only EspoCRM access for AI assistants, enabling record retrieval and preparation of signed change sets without direct modification or deletion.
    7

  • db-mcp-tool

    wirdes
    A
    license
    D
    quality
    D
    maintenance
    A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.
    9
    5
    MIT

  • mysql-mcp-tool

    Feixu2015
    A
    license
    -
    quality
    C
    maintenance
    Enables AI models to interact with MySQL databases through MCP protocol, supporting queries, table schema inspection, and data manipulation operations.
    50
    MIT

  • mcp-db-assistant

    wzx11223344
    A
    license
    -
    quality
    B
    maintenance
    A database operation server based on the MCP protocol, providing database connection, querying, schema exploration, data analysis, and SQL generation tools.
    MIT

  • Metabase AI Assistant

    enessari
    A
    license
    -
    quality
    D
    maintenance
    Enables AI-powered interaction with Metabase instances and PostgreSQL databases through natural language. Creates models, SQL queries, metrics, and dashboards using both Metabase API and direct database connections.
    73
    48
    Apache 2.0

  • LDAP Assistant MCP

    droideck
    A
    license
    -
    quality
    A
    maintenance
    Enables troubleshooting of LDAP directory services through natural language queries, providing health diagnostics, replication status, performance metrics, log analysis, and configuration comparisons across multiple servers.
    1
    GPL 3.0

  • sql-assistant-mcp

    Benrishty
    A
    license
    -
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server for SQL Server / Azure SQL that enables querying, monitoring, and analyzing databases directly from Claude.
    15
    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

  • Data Discovery Tool

    SofiaPurtova
    F
    license
    -
    quality
    D
    maintenance
    Enables AI agents to index and search across SQLite databases and CSV files to discover table schemas and column metadata. It provides a unified MCP API for data source management and structural exploration through natural language.

  • Ask-My-Data MCP

    feelgom
    F
    license
    -
    quality
    B
    maintenance
    Automatically routes natural language questions to RAG or Text2SQL paths to answer queries about virtual construction site data, supporting semantic search and structured aggregation.

  • 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.