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"A server for finding code examples on GitLab using semantic search" matching MCP servers:

  • pg-semantic-mcp

    chncaesar
    A
    license
    A
    quality
    A
    maintenance
    A read-only PostgreSQL MCP server for AI coding agents that exposes database schema and sample data as tools, with LLM-powered semantic search enriched by a user-authored semantic layer.
    4
    MIT
  • Semantic D1 MCP by semanticintent

    Semantic D1 MCPofficial

    semanticintent
    A
    license
    A
    quality
    D
    maintenance
    Enables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database development workflows.
    4
    2
    MIT

  • sqlserver-semantic-mcp

    LukeStackLab
    A
    license
    -
    quality
    A
    maintenance
    Provides a semantic intelligence layer for SQL Server databases, enabling AI agents to understand schema structure, relationships, and safely interact through policy-gated tools.
    3
    MIT

  • Semantic Model MCP Server

    nahtheking
    A
    license
    -
    quality
    D
    maintenance
    MCP server for connecting to Microsoft Fabric and Power BI semantic models, enabling workspace browsing, dataset management, TMSL retrieval, DAX queries, model creation/editing, and includes a Best Practice Analyzer with 71 rules.
    2
    MIT

  • dbt Semantic Layer MCP Server

    TommyBez
    A
    license
    -
    quality
    D
    maintenance
    A server that enables querying the dbt Semantic Layer through natural language conversations with Claude Desktop and other AI assistants, allowing users to discover metrics, create queries, analyze data, and visualize results.
    11
    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.

  • 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

  • Algolia Search MCP Server

    chick-p
    A
    license
    C
    quality
    F
    maintenance
    Enables searching for any text within a specified Algolia index through an MCP-compatible interface. It allows users to integrate Algolia search capabilities into their environment using an application ID and API key.
    1
    1
    MIT
  • Act-On MCP Server by CData by CDataSoftware

    Act-On MCP Server by CDataofficial

    CDataSoftware
    A
    license
    -
    quality
    D
    maintenance
    This read-only MCP Server allows you to connect to Act-On data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
    MIT

  • orionbelt-semantic-layer-mcp

    ralforion
    A
    license
    -
    quality
    A
    maintenance
    MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore governed semantic models, compile YAML metric definitions into optimized SQL across 8 engines (BigQuery, ClickHouse, Databricks, Dremio, DuckDB, MySQL, PostgreSQL, Snowflake), and execute analytics queries via natural language. Works with Claude, Cursor, Windsurf, and Copilot.
    3
    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.
    240
    17
    MIT

  • mcp-for-metabase

    DominikPollok
    A
    license
    -
    quality
    C
    maintenance
    A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.
    GPL 3.0

  • 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

  • imessage-rich-search

    cannavis
    A
    license
    A
    quality
    C
    maintenance
    Enables full-text search of macOS iMessages including link preview metadata. Works as an MCP server for Claude Desktop to search your messages locally.
    1
    MIT