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

  • A
    license
    Not graded
    quality
    D
    maintenance
    Turns any OpenAPI REST or GraphQL API into an MCP server, allowing AI assistants like Claude to interact with APIs without writing code.
    18
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Converts any REST API endpoints into MCP tools, enabling AI clients like Cursor and Claude Desktop to call internal services directly.
  • 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
  • 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
  • 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
  • F
    license
    A
    quality
    C
    maintenance
    Exposes user, membership, and role administration tools via MCP, acting as a thin passthrough to a coordinator API with RBAC enforced by the coordinator using caller bearer tokens.
    8
  • A
    license
    A
    quality
    A
    maintenance
    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.
    63
    175
    10
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables developers to integrate privacy-preserving identity verification from the Self protocol into their apps. Provides integration guides, code generation, blockchain configuration reading, and debugging assistance for age verification, airdrop eligibility, and humanity checks.
    15
    12
    MIT
  • 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
  • A
    license
    B
    quality
    C
    maintenance
    Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. This is especially useful for developing desktop applications that require complex user interactions to test.
    1
    53
    MIT