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  • Log Analyzer MCP

    Fato07
    A
    license
    A
    quality
    C
    maintenance
    An MCP server for AI-powered log analysis that enables parsing, searching, and debugging across nine log formats directly within Claude. It features automated error extraction, sensitive data scanning, and streaming support for large log files.
    Last updated
    14
    5
    MIT

  • tree-sitter-analyzer

    aimasteracc
    A
    license
    A
    quality
    A
    maintenance
    An MCP code-intelligence server for AI agents with pre-indexed AST cache, 62 MCP tools, and TOON-compressed output, enabling token-efficient code analysis and project health grading entirely locally.
    Last updated
    9
    44
    MIT

  • rednote-analyzer-mcp

    ShellyDeng08
    A
    license
    A
    quality
    D
    maintenance
    MCP server enabling AI assistants to search, analyze, and generate content for Xiaohongshu (RedNote), China's leading lifestyle social media platform.
    Last updated
    6
    7
    MIT

  • graph-tool-call

    SonAIengine
    A
    license
    A
    quality
    A
    maintenance
    Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
    Last updated
    6
    6
    MIT

  • lichess-mcp-analyzer

    outpost2026
    A
    license
    A
    quality
    B
    maintenance
    A chess training MCP server that downloads games from Lichess, analyzes moves with Stockfish, detects pattern errors using a compression model, and provides spaced repetition training to improve weaknesses.
    Last updated
    9
    MIT

  • arxiv-analyzer

    arman1o1
    A
    license
    A
    quality
    C
    maintenance
    Enables LLM agents to search arXiv, download papers, parse PDFs into structured sections, and extract key findings using client-side LLMs. Features persistent caching and layout-aware PDF extraction.
    Last updated
    6
    MIT

  • mcp-ssh-tool

    oaslananka
    A
    license
    A
    quality
    A
    maintenance
    SSH automation MCP server that enables Claude and ChatGPT to execute commands, manage files, install packages, and control services on remote servers over SSH — supporting password, key, and agent authentication.
    Last updated
    33
    1,267
    4
    MIT

  • stock-analyzer-mcp

    kevinlin49361128-stack
    A
    license
    B
    quality
    B
    maintenance
    85 tools for Taiwan + US stock-market analysis — quotes, three major institutional flows, chip data, fundamentals, technical indicators, backtesting, risk metrics. Requires the Stock Analyzer desktop app running locally on port 3000.
    Last updated
    10
    85
    8
    MIT

  • mcp-ssh-tool

    skot
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol (MCP) SSH client server that provides autonomous SSH operations for GitHub Copilot and VS Code. Enable natural language SSH automation without manual prompts or GUI interactions.
    Last updated
    20
    MIT

  • otel-analyzer-mcp

    jsamuel1
    A
    license
    B
    quality
    C
    maintenance
    MCP server for analyzing OpenTelemetry traces with performance and error diagnosis, supporting loading from files, AWS X-Ray, and CloudWatch.
    Last updated
    8
    MIT

  • SQL-Transpiler MCP Tool

    Baronco
    F
    license
    A
    quality
    D
    maintenance
    Converts SQL queries between different database dialects using the sqlglot library to ensure cross-system compatibility. It allows users to list supported dialects and transpile SQL code from one syntax to another through the Model Context Protocol.
    Last updated
    2
    3