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    MCP server that audits Brazilian parliamentary speeches for hate speech and offensive language using a fine-tuned BERTimbau classifier, returning classification, confidence, and human review recommendations.
    1
    1
    MIT
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    MCP server for Polish company registries that enables looking up companies by NIP or KRS using public government APIs with no authentication required.
    2
    MIT
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    Local MCP server for the Polish National Bank (NBP) public API enabling exchange rates, gold prices, and currency conversion without authentication.
    6
    MIT
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    Enables MCP clients to query and diagnose machine-learning training runs through read-only tools for listing experiments, reading configurations and final metrics, comparing runs, sampling metric curves, and detecting training failures.
    6
    MIT
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    Exposes deterministic, offline classical NLP capabilities — tokenization, POS tagging, NER, keyword extraction, sentence splitting, OpenIE triples, and sememe/WordNet lookup — as capability-level MCP tools that any LLM agent host can call. Every call returns a unified envelope with exact character offsets, honest engine attribution, and reproducible results, enabling cheap preprocessing, citation-grade spans, and two-stage extraction funnels that keep expensive model reasoning to a minimum.
    15
    1
    MIT
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    Enables local Siemens NX automation from MCP clients through an interactive visual bridge or scripted batch workflows, with extended modeling tools for sketching, extruding, hole, edge blend, chamfer, and boolean subtract, plus automatic path detection.
    32
    4
    MIT
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    Enables dependable Arabic text normalization and search preparation for RAG and deduplication, with typed outputs, stable fingerprints, and experimental dialect, sentiment, and diacritization tools.
    2
    MIT
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    Enables LLM clients to control a LEGO Mindstorms NXT brick over USB, providing tools for motor movement, sensor reading, and querying device state.
    49
    MIT
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    Enables natural-language control of Siemens NX 12 for 3D modeling, 2D drafting, tolerance annotation, process planning, read-back verification, and PDF export through a persistent NXOpen bridge.
    50
    GPL 3.0
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    ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assistants, enabling molecular analysis, property prediction, and reaction synthesis tasks without domain-specific training.
    74
    Apache 2.0
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    An MCP server for Pronote that enables users to access French school data like grades, timetables, and homework through AI assistants. It supports both parent and student accounts, including multi-child management and canteen menu retrieval.
    1
    MIT
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    Enables users to manage company departments, employees, expenses, and performance ratings through a natural language interface in Claude Desktop. It features 12 specialized tools for comprehensive CRUD operations and AI-powered organizational analysis using Google Gemini.
    4
    MIT
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    Enables AI agents to discover, risk-assess, request, and track actions on validated BioPharma systems (LIMS, MES, QMS, ELN) without bypassing the validated state, routing each request through GAMP 5 risk classification, ALCOA+ checks, approval workflows, and 21 CFR Part 11 e-signatures. Agents can also retrieve signed, verifiable execution records and audit evidence for the actions they perform.
    Apache 2.0
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    Enables interaction with Cisco NX-OS devices through CLI commands via NX-API. Supports single and multi-device command execution with text or JSON output, authentication from .env, and comprehensive error handling.
    5
    MIT
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    Exposes Neptune's Pride games as read-only tools so an AI agent can inspect game status, threats, research, players, empire economy, and messages, and detect changes such as incoming attacks, lost stars, completed research, low cash, and looming turn deadlines. This lets an agent poll games on a schedule and alert the player (e.g. over Telegram) only when something needs attention.
    MIT
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    Provides accurate time information from Network Time Protocol (NTP) servers with timezone support and security filtering. Features whitelist-based server approval, blocks unauthorized sources, and delivers structured time output with fallback mechanisms.
    MIT
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    Enables ChatGPT to search, read, draft, and send email via Naver's IMAP/SMTP services, with profile, folder, thread, and attachment tools plus confirmation-gated sending.
    MIT