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"A tool for retrieving code examples from GitLab using semantic search" matching MCP servers:

  • Semantic Search MCP

    bborbe
    A
    license
    A
    quality
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    maintenance
    Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.
    3
    2
    BSD 2-Clause "Simplified"

  • Semantic Cache MCP

    CoderDayton
    A
    license
    A
    quality
    A
    maintenance
    Reduces token consumption by over 80% through intelligent file caching, returning only diffs for modified files and suppressing unchanged content. It features a suite of 12 tools for semantic search, batch reading, and efficient file editing to optimize LLM interactions with large codebases.
    13
    2
    MIT

  • 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

  • GitLab MCP Server

    FitoDomik
    F
    license
    A
    quality
    C
    maintenance
    Connects AI assistants to GitLab to interact with merge requests, reviews, discussions, pipelines, and test results through natural language queries. Supports viewing MR details, responding to comments, checking test summaries, and analyzing job logs.
    12
    2

  • agent-tool

    knewstimek
    A
    license
    A
    quality
    A
    maintenance
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    53
    24
    MIT

  • GitLab MCP Server

    Alosies
    A
    license
    B
    quality
    D
    maintenance
    A TypeScript MCP server that provides integration with GitLab's REST API, allowing users to interact with GitLab projects, issues, merge requests, pipelines, and more through natural language.
    50
    104
    9
    MIT

  • mcp-tool-server

    Kartik281204
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that provides utility tools for text analysis, URL metadata fetching, and temperature conversion.
    3
    MIT

  • code-shot

    thesimonharms
    A
    license
    A
    quality
    B
    maintenance
    Renders source code as beautiful SVG or PNG images with syntax highlighting, line numbers, and diff support. Ideal for AI agents to present code visually to humans or for sharing snippets.
    2
    21
    MIT

  • claude-code-mcp

    xihuai18
    A
    license
    A
    quality
    D
    maintenance
    Wraps Claude Code as tools for MCP clients, enabling autonomous coding tasks via a 4-tool lifecycle with session management, async polling, and permission controls.
    4
    118
    18
    MIT

  • Autotask Search

    JM-Addington
    F
    license
    A
    quality
    D
    maintenance
    Enables LLMs to search and retrieve Autotask tickets, companies, and contacts using advanced semantic search and AI-powered reranking.
    11
    2

  • agy-search

    mrbruce516
    F
    license
    A
    quality
    C
    maintenance
    Wraps the local agy CLI into an MCP server to provide a web_search tool that enables Claude Code to perform real internet searches through Gemini/Google.
    1
  • Code-Fundi MCP Server by Code-Fundi

    Code-Fundi MCP Serverofficial

    Code-Fundi
    A
    license
    A
    quality
    A
    maintenance
    A production-grade MCP server for the Code-Fundi API, enabling AI agents to map codebases, search semantically, and analyze blast radius. It provides tools for repository management, AI-powered research, and impact analysis before shipping changes.
    27
    84
    1
    MIT

  • web-search-mcp

    bartdorlandt
    F
    license
    A
    quality
    B
    maintenance
    Provides a web search tool with citations by running Claude Code CLI in an isolated Docker container, enabling search even in environments without direct Anthropic web search support.
    1

  • codex-mcp-tool

    x51xxx
    A
    license
    B
    quality
    C
    maintenance
    MCP server connecting Claude/Cursor to Codex CLI, enabling code analysis via @ file references, multi-turn conversations, sandboxed edits, and structured change mode.
    13
    201
    23
    MIT