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    Enables LLMs to automatically diagnose coding errors through codebase search, test execution, and live debugger integration (DAP/V8 CDP). Provides a secure, policy-gated environment for investigating failures while preventing destructive operations.
    9
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    Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers in seconds.
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    101
    MIT
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    Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.
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    2
    MIT
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    Provides AI coding assistants with access to AccelByte Gaming Services (AGS) Extend SDK functions and models through searchable symbols and detailed documentation. Helps generate SDK code by exposing context about available functions, models, and templates for creating Extend app projects across multiple languages (Go, C#, Java, Python).
    2
    Apache 2.0
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    A minimal MCP server built with the official Python SDK that runs over stdio and exposes a health capability, providing a practical integration-testing target for AI and agent codebases.
    6
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    Enables Claude to operate Android Studio and the entire Android toolchain: build, test, lint, run on devices/emulators, analyze APKs, scaffold projects, inspect code, and drive the live IDE via 73 tools.
    73
    2
    MIT
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    A local text-to-image generation server that enables AI agents to generate images, manage models, and browse history using the Z-Image-Turbo model. It supports hardware acceleration across NVIDIA, Apple Silicon, and AMD GPUs via multiple MCP transport protocols.
    3
    124
    Apache 2.0
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    Enables AI agents to drive IBM SPSS Statistics for statistical analysis and publication-quality chart generation through natural language, returning structured results and ensuring safe execution.
    51
    MIT
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    Provides comprehensive stock market data (A-shares, Hong Kong, US) including real-time quotes, K-lines, technical indicators, sectors, futures, and options, with built-in AI Skills and MCP Prompts for financial analysis.
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    ISC
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    MCP server for TikTok that publishes videos to your own TikTok account and retrieves video performance metrics through TikTok's official Content Posting and Display APIs.
    6
    MIT
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    Universal billing gateway for MCP servers. Add Stripe subscription billing to any MCP server with one line of code. Supports tiered plans, usage tracking, and automatic access control.
    1
    1
    MIT
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    Manage a YouTube channel through official Google APIs — videos, comments, playlists, live broadcasts, captions, and analytics — plus an auditable giveaway suite for comment-entry giveaways with deterministic winner drawing.
    51
    MIT