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"Analyzing user contributions to a GitLab self-hosted project using API token" matching MCP servers:

  • token-savior

    Mibayy
    A
    license
    B
    quality
    A
    maintenance
    An MCP server that provides structural codebase indexing and surgical query tools to drastically reduce token usage through symbol-level searches and transitive impact analysis. It supports multiple languages and integrates with git to help AI agents understand code dependencies and the impact of changes in sub-millisecond time.
    69
    1,115
    MIT

  • vs-token-safer

    JSungMin
    A
    license
    A
    quality
    A
    maintenance
    Token-safe code search for AI agents: queries the language-server index (clangd / Roslyn / tsserver / pyright) instead of grep and returns a token-capped file:line list — ~20x fewer tokens. Symbol-level editing + a grep→index rewrite hook. Local-only, no IDE.
    16
    11
    MIT

  • Local Project Sync

    Cytrogen
    F
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that enables AI applications to access and analyze local code repositories without manual uploads, providing file listing, content reading, code searching, and project structure analysis capabilities.
    7

  • profile-project

    goosefly99
    F
    license
    D
    quality
    B
    maintenance
    A self-contained Claude Code plugin that profiles a project by running a fixed DAG to emit agent-facing context pages, a human/developer guide, and a queryable vectorstore.
    27

  • project-brain-mcp

    AiraAlfredSF
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that provides CLI coding agents with persistent decision memory, codebase dependency-graph awareness, plan validation against architectural constraints, and a self-bootstrapping constraints.md file.
    27
    MIT

  • Project Customization MCP

    e1imba
    A
    license
    Not graded
    quality
    D
    maintenance
    An open-source MCP server that automates project customization by analyzing your codebase and generating AI-ready configuration files based on industry best practices.
    12
    MIT

  • gitlab-mcp

    dragomirweb
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that enables AI agents to perform automated code reviews on GitLab merge requests, including fetching details, reading diffs, posting inline comments, managing labels, and approving or unapproving MRs.
    514
    MIT

  • Token Saver MCP

    jerry426
    -
    license
    Not graded
    quality
    Not graded
    maintenance
    Bridges VSCode's Language Server Protocol with MCP to give AI assistants instant access to code intelligence, delivering 100-1000x faster responses with 90% fewer tokens than traditional text-based searching. Provides 17 production-ready tools for navigation, refactoring, diagnostics, and code analysis.
    35

  • @alex-apps/ng-token-saver

    Alex88Ryabov
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that gives AI agents Angular template awareness via compiler-backed tools, providing component contracts, diagnostics, and version-specific facts while saving tokens by returning concise JSON instead of entire source files.
    6
    653
    GPL 3.0