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"Debugging and Navigating Code in a Project" matching MCP servers:

  • Vantex-Security-A

    farahkhaterr
    F
    license
    Not graded
    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.

  • 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

  • mcp-all-in-one

    quanlh30504
    A
    license
    B
    quality
    B
    maintenance
    A modular monolith MCP server connecting multiple providers (Redash, PostgreSQL, GitHub) with unified permission, security, and auditing, enabling secure data access and tool execution.
    4
    60
    Apache 2.0

  • Project Guardian MCP

    1999AZZAR
    A
    license
    Not graded
    quality
    B
    maintenance
    A focused project memory system that provides knowledge graph capabilities and SQLite database operations for intelligent entity tracking and workflow management. It enables AI models to maintain persistent project context through 17 specialized tools, 10 resources, and 27 pre-built prompts.
    2
    MIT

  • mcp-project-manager

    juan9222
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables task management through natural language: create tasks, list and filter them, and update their status. It uses SQLite for persistence and supports both local stdio and remote SSE transports.
    21
    MIT

  • Materials Project Platform MCP

    benedictdebrah
    A
    license
    Not graded
    quality
    C
    maintenance
    The Materials Project MCP Server is server that provides programmatic access to the Materials Project database. It enables LLMs, to search, analyze, and retrieve up to date materials science data.
    13
    MIT

  • bricks-and-context

    laraib-sidd
    A
    license
    Not graded
    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

  • project-lithos

    Calera-Labs
    F
    license
    Not graded
    quality
    C
    maintenance
    An MCP server for institutional quantitative intelligence, integrating Calera FinSec SEC auditing, ICX infinite context memory, level-2 order book analysis, SQL backtesting, and post-trade execution auditing with security safeguards.

  • mcp-server-project

    comejia
    F
    license
    Not graded
    quality
    B
    maintenance
    A collection of MCP servers for database management and Gmail integration, allowing AI agents to perform database queries and email operations.

  • Project Tracking MCP Server

    leonj1
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables project and task management through a lightweight SQLite database, allowing users to create projects, add categorized tasks, track status changes, and get project statistics through natural language commands.

  • Microsoft Project MCP Server

    CDataSoftware
    A
    license
    Not graded
    quality
    D
    maintenance
    This read-only MCP Server allows you to connect to Microsoft Project data from Claude Desktop through CData JDBC Drivers. For full CRUD support, check out the first managed MCP platform: CData Connect AI (https://www.cdata.com/ai/).
    5
    MIT

  • Code Graph Context

    andrew-hernandez-paragon
    A
    license
    Not graded
    quality
    D
    maintenance
    Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.
    240
    17
    MIT

  • code-context-mcp

    VelimirMueller
    A
    license
    Not graded
    quality
    A
    maintenance
    Indexes codebases into a SQLite database to provide metadata, exports, dependency graphs, and change tracking for JS/TS projects. It enables users to search for symbols, map internal dependencies, and monitor file changes through MCP tools and a web dashboard.
    47
    4
    MIT

  • Claude Code Memory Server

    ViralV00d00
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides persistent memory capabilities for Claude Code using Neo4j graph database to track development tasks, code patterns, solutions, and their relationships across sessions and projects, enabling contextual assistance and pattern recognition.
    11

  • SQLite Project Memory MCP

    WebRTCGame
    F
    license
    C
    quality
    D
    maintenance
    A graph-friendly relational server that stores project memory, tasks, and metadata in a centralized SQLite database as the authoritative source of truth. It enables AI agents to manage complex project states through entity-relationship modeling and can generate human-readable markdown views on demand.
    41

  • Code Box

    MadhanMohanReddy2301
    A
    license
    Not graded
    quality
    C
    maintenance
    A self-hosted MCP server providing stateful code execution (Python/JavaScript) with SQL query support, file I/O, and artifact management, replacing Azure Code Interpreter.
    MIT

  • project-1

    ThuongHan
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server offering tools to add numbers and fetch GitHub repos, a resource for apartment rules, and a prompt to explain SQL queries.
    2,310
    GPL 3.0