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    Enables searching HAL and preparing, validating, and submitting publication deposits via SWORD, with dry-run validation and explicit submission control.
    14
    MIT
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    HAL (HTTP API Layer) is a Model Context Protocol (MCP) server that provides HTTP API capabilities to Large Language Models.
    8
    86 npm
    38
    MIT
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    MCP server that wraps STM32CubeMX CLI to let AI load .ioc projects, modify pin/peripheral configurations, generate HAL code, and export pinout tables.
    5
    2
    MIT
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    Enables interaction with Brilliant Labs Halo and Frame AI glasses through MCP, covering BLE pairing, display control, photo capture, IMU and audio access, Lua script deployment, and Noa Miniapp queries.
    4
    MIT
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    Enables AI assistants to read and control Philips Hue lights, rooms, zones, and scenes locally through the CLIP v2 API, including brightness, colors, color temperature, scene activation, and optional audio beat sync.
    29
    MIT
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    Enables structured multi-perspective debates with Wind (explore), Wall (constrain), and Door (synthesize) roles, featuring deterministic state, hash chains, GitHub integration, and auto-orchestration for decision-making.
    17
    12 PyPI
    8
    Apache 2.0
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    Linux desktop HAL for AI agents. One daemon, one socket, every desktop action. GNOME, KDE, Hyprland, X11. Ships in one command.
    31
    MIT
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    Enables MCP clients to run 600+ generative AI models from fal.ai, including image, video, audio, and text, with tools for synchronous and asynchronous execution, model catalog browsing, and schema inspection.
    8
    1
    MIT
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    Read-only MCP server for Home Assistant that computes statistical summaries, trends, and session detection from recorded sensor history, returning compact tables instead of raw data so small local models can answer questions about energy usage, climate, and appliance activity without token-heavy arithmetic.
    10
    6 npm
    Apache 2.0
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    Enables MCP clients to manage Apple Music playlists end-to-end, including search, playlist creation and editing, metadata and flow auditing, track ordering optimization, and listening statistics, without an Apple Developer account.
    14
    37 PyPI
    2
    MIT
  • A
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    Provides AI models with tools to proofread and format Chinese text before delivery, covering typos, punctuation, casing, spacing, and platform-specific character limits. It runs as a zero-dependency MCP service so the model checks and fixes its own Chinese writing automatically.
    4
    1
    MIT
  • A
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    Enables LLM agents to explore and audit a Home Assistant home through read-only tools for searching entities, checking live states, listing areas, and retrieving a home summary.
    3
    MIT
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    Enables AI assistants to answer mortgage-related queries by providing tools for lender search, loan limit lookup, down-payment assistance programs, and more, with data sourced from real wholesale lenders and broker-curated intel.
    8
    5 npm
    MIT
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    Enables coding agents to share a persistent local memory store across sessions and clients, saving, searching, updating, and retrieving facts, decisions, incidents, preferences, references, and snippets with semantic and lexical search.
    10
    MIT
  • F
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    MCP server providing tools to search Red Hat KCS solutions, retrieve solution details, search cases, and get case details via Red Hat APIs.
    5
    1
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  • A
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    Provides access to 70 paid APIs as MCP tools with per-call and session budgets, paying via x402/USDC on Base without requiring an account or login. Includes a built-in allowlist of hosts and safe defaults to prevent unintended payments.
    14
    72 npm
    MIT
  • A
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    Exposes a user's MyAnimeList data (watch list, scores, statistics) as MCP tools for AI assistants to analyze taste, build statistics, and make recommendations.
    20
    MIT
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    A thin, timezone-correct MCP server for scheduling against CalDAV calendars, providing tools for creating, updating, and managing events with proper timezone handling and recurrence support.
    11
    57 PyPI
    1
    MIT
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    Enables AI agents to reconcile ledger, PSP, and bank data, triage chargebacks, draft evidence packs, and check refund policy against contract terms while keeping all actions read-only or human-confirmed.
    13
    MIT
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    An MCP server exposing Greater Helsinki public transport data from Digitransit, enabling LLM hosts to answer live transit queries, plan journeys, and fetch stop departures via natural language.
    3
    4 npm
    MIT
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    Agentic Hardware-in-the-Loop (Agentic HIL) lets coding agents develop firmware on real embedded boards: flash, reset, read UART and exchange CAN traffic, diagnose and fix. Local, policy-gated MCP tools support OpenOCD, pyOCD and STM32CubeProgrammer, with pytest for CI.
    44
    1,737 PyPI
    24
    Apache 2.0
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    MCP server for Hyperliquid that provides read-only on-chain wallet analytics. Enables natural-language queries about positions, fills, funding, and realized PnL for any public address.
    8
    8 npm
    MIT
  • A
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    MCP server for MyAnimeList that enables searching anime/manga, getting details, rankings, seasons, characters, reviews, and user profiles without authentication, and managing personal anime/manga lists with authentication (token required).
    2
    54
    180 npm
    3
    MIT