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    AI-native data analysis agent as an MCP Server. Connect your Excel files, CSVs, and MySQL databases. Understand business semantics. Query with natural language.
    MIT
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    MCP server for monitoring, diagnosing, and auto-correcting observability issues across platform services, integrating with Sentry and PostgreSQL for error tracking and billing pipeline health.
    MIT
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    MCP server that gives Claude and local LLMs access to Apple's on-device frameworks — Vision OCR, NSDataDetector, and Apple Intelligence FoundationModels. Everything runs on your Mac with zero data leaving.
    1
    MIT
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    Enables searching Lucide icons by keyword tags, returning best-matching icon names.
    1
    17
    MIT
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    An MCP server that provides Lucide icons as SVG, allowing clients to list, search, and retrieve icons by name.
    21
    MIT
  • A
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    A
    quality
    B
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    Version-aware AdonisJS documentation MCP server that detects your project's AdonisJS version and provides search and retrieval of relevant docs including core, Lucid ORM, Edge, VineJS, and Japa.
    3
    15
    MIT
  • F
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    Connects Claude Desktop to the Paylocity API to manage employee records, pay statements, and company headcount data through natural language. It includes automated data protection that redacts sensitive information like SSNs and bank account numbers before reaching the model.
    8
  • A
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    A Model Context Protocol server that enhances AI-generated code quality through comprehensive analysis across 10 critical dimensions, helping identify issues before they become problems.
    1
    90
    Apache 2.0
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    Fast, read-only MCP server for Notion that reads directly from local SQLite cache, enabling instant access to Notion pages, databases, and users without API calls or rate limits.
    1
    MIT
  • A
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    Provides a memory engine for AI agents with per-project isolation, enabling secure retrieval, saving, and management of memories with explainable ranking and access control.
    MIT
  • F
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    Provides traffic prediction and route optimization tools that consume a REST API to get traffic station data, predict Speed Performance Index using LSTM models, and suggest optimal routes between stations using Dijkstra's algorithm.
  • -
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    maintenance
    Enables agent-assisted CAD engineering, allowing users to create, validate, and export CAD designs through natural language, with a deterministic engine that has zero LLM runtime dependency.