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"Using GitLab Semantic Search for Code Implementation" matching MCP servers:

  • pg-semantic-mcp

    chncaesar
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    license
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    quality
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    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
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    license
    A
    quality
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    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
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    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

  • orionbelt-semantic-layer-mcp

    ralforion
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    quality
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    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

  • Semantic Model MCP Server

    nahtheking
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    quality
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    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

  • Code Graph Context

    andrew-hernandez-paragon
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    quality
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    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

  • dbt Semantic Layer MCP Server

    TommyBez
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    quality
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    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

  • imessage-rich-search

    cannavis
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    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

  • Hermes Search MCP Server

    Cognitive-Stack
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    license
    A
    quality
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    maintenance
    Enables AI systems to perform full-text and semantic search operations over structured/unstructured data in Azure Cognitive Search, with capabilities for document indexing and management through natural language.
    3
    19
    4
    ISC

  • Algolia Search MCP Server

    chick-p
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    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

  • job-search-mcp

    jpita
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    license
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    quality
    C
    maintenance
    MCP server that aggregates job listings from Remotive and Arbeitnow, with local SQLite caching, application tracking, and saved searches.
    76
    MIT

  • mcp-for-redash

    Ashuqwe
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    license
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    quality
    D
    maintenance
    MCP server that connects AI assistants to Redash, enabling listing of assets, read-only query execution, dashboard inspection, and alert management through the Redash API.
    MIT

  • code-context-mcp

    VelimirMueller
    A
    license
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    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