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

  • guardian-contributions-mcp

    cstillick
    A
    license
    B
    quality
    F
    maintenance
    MCP server for Oklahoma campaign finance data, enabling queries on combined pre-primary and continuing contributions, candidate flags, and more via natural language.
    13
    MIT

  • gitlab-mcp

    vinihcrosa
    A
    license
    A
    quality
    B
    maintenance
    MCP server that acts as a thin proxy over GitLab REST API v4, enabling users to list merge requests, view diffs, and leave inline comments without leaving their MCP client.
    13
    514
    MIT

  • user-db

    NG-Bullseye
    A
    license
    A
    quality
    B
    maintenance
    Central user-state database MCP server with durable profile facts and live virtual sensors (stress, room intensity) with configurable smoothing, readable by any agent or smart-home service.
    5
    MIT

  • token-saver

    flightlesstux
    A
    license
    A
    quality
    D
    maintenance
    MCP plugin that alerts you when AI token usage is wasteful. Fires warnings, errors, and alerts on large outputs, verbose logs, and repetitive history, auto-suppressing noise to keep your context lean.
    6
    23
    5
    MIT

  • token-meter

    whdrnr2583-cmd
    A
    license
    A
    quality
    A
    maintenance
    Local-first dashboard + MCP server that parses Claude Code and Codex JSONL files into a SQLite cost / token tracker. Per-MCP and per-tool breakdown, session drill-down, dedup by request_id; never talks to vendor APIs
    5
    108
    1
    MIT

  • 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
  • gui-user by Yaskawa-Global

    gui-userofficial

    Yaskawa-Global
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server for external computer-use that launches, observes, and interacts with any X11 application via AT-SPI2 accessibility tree and xdotool input injection.
    MIT

  • discord-py-self-mcp

    Microck
    A
    license
    Not graded
    quality
    A
    maintenance
    Comprehensive Discord selfbot MCP server enabling AI assistants to manage messages, channels, voice, friends, threads, and more using a user token.
    131
    54
    MIT

  • token-budget

    tachika710
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for estimating LLM token consumption and costs from project documents, code, and materials. Provides 8 tools including project budget planning, token/cost estimation, GitHub repo analysis, and pricing refresh.
    MIT

  • token-diet

    aryxnsdfs
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that reduces token usage by injecting graph-ranked repo maps, decision logs, and diff-only output into AI coding tool requests.
    1
    MIT

  • self-improve

    Feynman520
    A
    license
    Not graded
    quality
    B
    maintenance
    Captures user corrections and improvements during interactions, logs them, finds recurring patterns, and prescribes preventive fixes like CLAUDE.md rules, skills, scripts, or MCP tools to avoid repeating mistakes.
    6
    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

  • Project MCP

    pouyanafisi
    A
    license
    A
    quality
    C
    maintenance
    Intent-based project documentation server that automatically maps natural language queries to the right sources (plans, todos, roadmap, docs) and provides comprehensive task management with dependency tracking, backlog promotion, and archival workflows.
    42
    35
    9
    MIT

  • Token Guardian MCP

    KitsuneTech1
    A
    license
    A
    quality
    C
    maintenance
    A read-only MCP server that reports token usage by agents and models, and recommends the cheapest safe model and effort level for a given task, helping to reduce token waste.
    2
    1
    MIT