Skip to main content
Glama
21,501 servers. Last updated

Matching MCP tools:

Matching MCP Connectors:

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

  • semantic-code-mcp

    vrppaul
    A
    security
    F
    license
    -
    quality
    A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
    Last updated
    3
    2
    • Apple
    • Linux

  • Semantic Search MCP

    bborbe
    -
    security
    A
    license
    -
    quality
    Enables semantic search over markdown files to find related notes by meaning rather than keywords, and automatically detect duplicate content before creating new notes.
    Last updated
    1
    BSD 2-Clause "Simplified"

  • cowork-semantic-search

    ZhuBit
    -
    security
    A
    license
    -
    quality
    Local offline semantic search over documents (txt, md, pdf, docx, pptx, csv). Indexes folders into a LanceDB vector database with multilingual embeddings and supports hybrid vector + keyword search via Reciprocal Rank Fusion. No API keys, no cloud, no Docker required.
    Last updated
    24
    AGPL 3.0

  • Semantic Search MCP Server

    mix0z
    A
    security
    F
    license
    -
    quality
    Enables AI agents to perform semantic search over codebases by converting natural language queries into efficient search patterns like grep and ripgrep. It utilizes LLMs to verify relevance and find code snippets that traditional keyword-based searches might miss.
    Last updated
    1

  • GitLab Code Review MCP

    lininn
    -
    security
    A
    license
    -
    quality
    Enables AI assistants to review GitLab merge requests by fetching diffs, analyzing code changes, adding comments, and managing approvals through the GitLab API. Supports comprehensive merge request analysis and version comparison for automated code review workflows.
    Last updated
    3
    MIT

  • GitLab MCP Code Review

    ffpy
    A
    security
    A
    license
    -
    quality
    Enables AI assistants to review GitLab merge requests by fetching changes, analyzing diffs, adding comments, and managing approvals through the GitLab API. Supports complete merge request analysis, file-specific reviews, and version comparisons.
    Last updated
    12
    3
    MIT

  • Code Search MCP

    LLMTooling
    -
    security
    F
    license
    -
    quality
    Enables LLMs to perform high-performance code search and analysis across multiple languages using symbol indexing, regex text search, and structural AST pattern matching. It also provides tools for technology stack detection and dependency analysis with persistent caching for optimized performance.
    Last updated
    2

  • Hugging Face Hub Semantic

    davanstrien
    -
    security
    A
    license
    -
    quality
    An unofficial MCP server that provides semantic search capabilities for Hugging Face models and datasets, enabling Claude and other MCP-compatible clients to search, discover, and explore the Hugging Face ecosystem using natural language queries.
    Last updated
    20
    MIT
    • Apple

  • Scan-Code-Tool

    xiaobenyang-com
    -
    security
    A
    license
    -
    quality
    CodeGuard MCP is a real-time AI code security scanning tool used to detect vulnerabilities, keys, and compliance issues in AI-generated code, and is suitable for code security reviews in development environments
    Last updated
    2
    Apache 2.0

  • GitLab MCP

    lvhungdev
    -
    security
    F
    license
    -
    quality
    Enables AI assistants to manage GitLab projects by providing tools for issues, milestones, and team reports through a read/write interface. Users can interact with project data using natural language directly within Claude Desktop or Claude Code.
    Last updated

  • Seroost Search MCP Server

    Parado-xy
    A
    security
    F
    license
    -
    quality
    Enables AI agents to perform semantic code search across entire codebases using natural language queries. Provides fast indexing and ranked search results with line numbers and file paths through the Seroost search engine.
    Last updated
    3
    25
    6

  • Movies Search Tool

    Seann0824
    -
    security
    A
    license
    -
    quality
    An MCP server that enables users to search for movie and TV show resources across multiple sources and validate video link playability. It supports both STDIO and SSE transport modes for seamless integration with AI applications.
    Last updated
    40
    3
    MIT

  • Chaitin IP Intelligence Search

    co0ontty
    -
    security
    F
    license
    -
    quality
    Enables checking IP reputations and threat intelligence by querying Chaitin's global honeypot network and millions of defense nodes. Provides real-time IP profiling, malicious behavior detection, and threat alerts based on aggregated security data.
    Last updated
    5
    2

  • Semantic Cache MCP

    CoderDayton
    A
    security
    A
    license
    -
    quality
    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.
    Last updated
    13
    1
    MIT

  • CHOFF-A-MCP (Anamnesis)

    dd-dent
    -
    security
    A
    license
    -
    quality
    Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
    Last updated
    1
    MIT

  • gitlab-mcp

    structured-world
    -
    security
    A
    license
    -
    quality
    Full-coverage GitLab MCP server with 44 tools across 18 resource types. Agent-optimized CQRS design — one tool call handles complete multi-step operations. Supports OAuth 2.1, read-only mode, stdio/SSE/StreamableHTTP transports, and GraphQL-native work items with full hierarchy (epics,issues,etc)
    Last updated
    3,853
    3
    Apache 2.0

  • GitLab MCP Server

    ttpears
    A
    security
    A
    license
    -
    quality
    Enables AI-powered exploration and interaction with GitLab instances through comprehensive search, code browsing, and repository management. Supports both self-hosted and GitLab.com with flexible authentication for read and write operations.
    Last updated
    38
    33
    2
    MIT
  • Semantic D1 MCP by semanticintent

    Semantic D1 MCPofficial

    semanticintent
    A
    security
    A
    license
    -
    quality
    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.
    Last updated
    4
    2
    MIT

  • GitLab MCP Server

    SynclyAI
    -
    security
    A
    license
    -
    quality
    Enables AI-assisted code review and repository management for on-premise GitLab instances. It provides tools for interacting with merge requests, browsing source code, and searching repositories via the Model Context Protocol.
    Last updated
    1
    MIT

  • GitLab MCP Server

    TeslaLord
    -
    security
    F
    license
    -
    quality
    Enables interaction with GitLab repositories through natural language, supporting project management, issue tracking, merge requests, file access, and repository operations. Includes a conversational agent interface with structured outputs for comprehensive GitLab workflow automation.
    Last updated

  • GitLab Review MCP

    lininn
    A
    security
    A
    license
    -
    quality
    Enables code review operations on GitHub and GitLab, including fetching pull/merge requests, viewing diffs, adding comments, analyzing code quality, and creating merge requests directly from your MCP client.
    Last updated
    15
    13
    4
    MIT

  • GitLab MCP Server

    snowild
    A
    security
    F
    license
    B
    quality
    A Model Context Protocol server that enables AI assistants to interact with self-hosted GitLab instances through 30 specialized tools. It supports managing projects, merge requests, CI/CD pipelines, and repository operations via the GitLab REST API v4.
    Last updated
    30

  • GitLab MCP Server

    anupsahu
    -
    security
    A
    license
    -
    quality
    Enables interaction with GitLab repositories through secure OAuth 2.0 authentication. Supports comprehensive GitLab operations including merge requests, issues, file management, commits, and branch operations through natural language.
    Last updated
    11
    MIT

  • GitLab Forum MCP

    ahnmichael
    A
    security
    A
    license
    -
    quality
    Enables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.
    Last updated
    8
    11
    MIT