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"Understanding Code Execution in Programming" matching MCP servers:

  • 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

  • Code Graph Context

    andrew-hernandez-paragon
    A
    license
    -
    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.
    114
    16
    MIT

  • code-context-mcp

    VelimirMueller
    A
    license
    -
    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.
    68
    4
    MIT

  • Claude Code Memory Server

    ViralV00d00
    F
    license
    -
    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

  • 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
    3
    4
    MIT

  • mcp-everest

    spron-in
    A
    license
    B
    quality
    D
    maintenance
    An unofficial MCP server for Percona Everest that enables AI-powered interaction with database clusters, including listing, retrieving details, credentials, and components.
    5
    1
    Apache 2.0
  • terrabase by Terrabase-in

    terrabaseofficial

    Terrabase-in
    A
    license
    -
    quality
    C
    maintenance
    LLM-assisted, safety-gated Postgres migrations exposed as an MCP server, using a deterministic rule engine over Postgres's own parser AST for safety enforcement, with two-phase approval and append-only audit ledger.
    Apache 2.0

  • agentmako

    drhalto
    A
    license
    B
    quality
    A
    maintenance
    Local-first codebase intelligence engine providing AI coding agents with a typed MCP toolset for understanding and navigating code repositories.
    100
    51
    Apache 2.0

  • mcp-mssql-server

    blueshiftlabs-ai
    A
    license
    -
    quality
    D
    maintenance
    Enables Claude Code and other MCP clients to interact with Microsoft SQL Server databases through standardized tools for query execution, schema exploration, table management, and stored procedure execution.
    183
    1
    MIT

  • MCP Database Manager

    code-alchemist01
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to interact with and manage multiple database types (PostgreSQL, MySQL, SQLite, SQL Server, MongoDB, Redis) through natural language, supporting query analysis, schema management, data analysis, backup/restore, and security analysis.
    7
    2
    MIT

  • GPS

    ambient-code
    A
    license
    -
    quality
    B
    maintenance
    Provides sub-millisecond access to organizational and engineering data by pre-materializing data into a read-only SQLite database. Enables agents to query people, teams, issues, features, and governance documents without upstream latency or auth.
    1
    MIT

  • CodeGraphContext

    CodeGraphContext
    A
    license
    -
    quality
    A
    maintenance
    Indexes local Python code into a Neo4j graph database to provide AI assistants with deep code understanding and relationship analysis. Enables querying code structure, dependencies, and impact analysis through natural language interactions.
    4,076
    MIT

  • ontology-mcp

    JiteAgar-Code
    F
    license
    -
    quality
    B
    maintenance
    An MCP server that uses an OWL/SHACL/SKOS knowledge graph to interpret login-diagnosis prompts and return JSON-LD descriptors, guiding Copilot agents to the appropriate SQL Server and MongoDB queries and enabling New Relic escalation when needed.

  • SQLite Geography Server

    pdichone
    F
    license
    -
    quality
    D
    maintenance
    Enables exploration of geographical data including countries, cities, states/provinces, and regions through a SQLite database. Supports searches by name, location coordinates, currency, and regional groupings with comprehensive statistical queries.
    6