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    Enables searching HAL and preparing, validating, and submitting publication deposits via SWORD, with dry-run validation and explicit submission control.
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    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.
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    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.
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    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.
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    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.
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    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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    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.
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    6 npm
    Apache 2.0
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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.
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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.
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    MIT
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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.
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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.
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    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.
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    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.
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    1,737 PyPI
    24
    Apache 2.0
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    Get phone numbers in 120+ countries and manage calls, texts, and email through one Hail account. Hail handles registration, including US A2P 10DLC, and tracks email deliverability. Use MCP, the API, or the CLI without stitching separate providers together.
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    AGPL 3.0
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    Enables Android Automotive developers to explore and implement Vehicle Hardware Abstraction Layer (vHAL) properties with intelligent tools for property analysis, source code lookup, implementation guidance, and automated code generation for automotive systems like climate control and seat management.
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    Enables browsing and curating posts from Instagram tattoo artists via Business Discovery API, with features like inspiration feed, bookmarking, and preference tracking, optimized for ChatGPT integration.
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    MIT
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    Enables AI agents to store, recall, reinforce, and manage local long-term memories such as preferences, procedures, facts, episodes, and traces, with fading and archiving over time. It works with MCP clients via stdio or local HTTP while keeping data on the user's machine.
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    Apache 2.0
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    Enables agents to turn a local code project into Chinese software copyright (R11) application materials: scanning candidate files, estimating page layout, and generating a 60-page source-code PDF plus application form fields, extraction lists, desensitization, and validation reports. Also provides field and environment checks and explains the formatting rules behind each output.
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    A comprehensive MCP server that enables AI assistants to interact with Home Assistant, control smart home devices, query states, execute services, and manage automations via natural language.
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    108,680 PyPI
    5,465
    MIT
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    Enables AI agents to browse, understand, and generate OpenWebNet protocol frames and Home Assistant MyHOME automations, with tools for frame validation, documentation search, and configuration drafting.
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    Apache 2.0
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    Enables AI agents to analyze browser HAR network traces for slow requests with per-phase timing, failures, waterfalls, and critical paths. Masks secrets by default and can write sanitized copies for sharing.
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    MIT