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  • A
    license
    Not graded
    quality
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    maintenance
    An MCP server that lets AI assistants query the HAL open archive, including publication search, statistics, citation export, and researcher tracking via natural language.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables searching HAL and preparing, validating, and submitting publication deposits via SWORD, with dry-run validation and explicit submission control.
    14
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    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
  • A
    license
    B
    quality
    B
    maintenance
    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
  • A
    license
    C
    quality
    A
    maintenance
    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
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to manage Halo blog systems through natural language, supporting article creation/editing/publishing, categories, tags, attachments, and includes 10 AI writing prompts for content optimization and SEO.
    18
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server that provides access to Grand Canyon University's Halo LMS, enabling AI agents to manage classes, assignments, grades, discussions, announcements, inbox messages, notifications, and user profiles.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    MCP server that lets AI coding agents on Windows take screenshots and highlight UI elements with a red circle overlay.
    -
  • A
    license
    A
    quality
    A
    maintenance
    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
    license
    A
    quality
    C
    maintenance
    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
    license
    A
    quality
    B
    maintenance
    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
  • F
    license
    A
    quality
    D
    maintenance
    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
    -
  • A
    license
    A
    quality
    D
    maintenance
    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
  • A
    license
    A
    quality
    B
    maintenance
    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
  • A
    license
    A
    quality
    C
    maintenance
    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
  • A
    license
    A
    quality
    B
    maintenance
    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
  • A
    license
    A
    quality
    A
    maintenance
    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.
    10
    38
    32
    AGPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    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.
    8
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    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.
    11
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    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.
    8
    4
    Apache 2.0
  • F
    license
    A
    quality
    A
    maintenance
    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.
    7
    1
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