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  • code-index

    RaviIITk
    A
    license
    A
    quality
    C
    maintenance
    Provides structural, queryable understanding of a Python codebase via MCP tools, enabling direct lookups for callers, dependencies, and class hierarchies without repeated grep/read cycles.
    Last updated
    6
    Apache 2.0

  • lol-mode-mcp

    NewJeans0722
    A
    license
    A
    quality
    B
    maintenance
    Provides League of Legends mode-specific data including Arena augments, ARAM balance numbers, and mode mechanics, supporting both Chinese and English queries.
    Last updated
    4
    MIT

  • faxdrop-mcp

    klodr
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to send real faxes through the FaxDrop API. Provides safeguards including rate limiting, dry-run mode, and audit logging for secure fax operations.
    Last updated
    3
    30
    5
    MIT

  • repowise

    repowise-dev
    A
    license
    A
    quality
    A
    maintenance
    Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.
    Last updated
    2
    11
    4,216
    AGPL 3.0

  • gripe-mcp

    retospect
    A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to self-report bugs, ambiguities, and improvement requests via a single report_issue tool, logging to PostgreSQL or JSONL with severity and mode classification.
    Last updated
    1
    LGPL 3.0

  • Git Polite

    uneco
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to intelligently organize Git changes into clean, focused commits with autopilot mode or surgical line-by-line staging precision. Supports partial staging of untracked files and handles large diffs with smart truncation.
    Last updated
    5
    1
    MIT

  • Context Mode

    mksglu
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.
    Last updated
    11
    13,202
    19,191
    Elastic 2.0

  • mcp-abacus

    laszlopere
    A
    license
    A
    quality
    A
    maintenance
    Pure-Python MCP server for type-faithful calculation — evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled with its precision (exact vs inexact).
    Last updated
    5
    1
    GPL 3.0

  • zabbix-mcp-server

    mpeirone
    A
    license
    A
    quality
    C
    maintenance
    🔌 Complete MCP server for Zabbix integration - Connect AI assistants to Zabbix monitoring with 40+ tools for hosts, items, triggers, templates, problems, and more. Features read-only mode and comprehensive API coverage.
    Last updated
    3
    236
    GPL 3.0

  • semantic-code-mcp

    vrppaul
    F
    license
    A
    quality
    D
    maintenance
    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

  • reference-mcp

    mark-burg
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that helps AI agents comprehend a codebase by providing tools for navigating, searching, and understanding code structure and history.
    Last updated
    10
    MIT

  • MCP Code Mode

    anaseqal
    A
    license
    A
    quality
    D
    maintenance
    Universal Python code execution MCP server that lets LLMs write and run Python for any task, with auto-install packages, streaming output, and automatic file display.
    Last updated
    9
    1
    MIT