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    MCP server for analyzing transformer language model internals, exposing tools to trace attention heads and neurons responsible for predictions, get activation statistics, ablate components, and sketch circuits.
    4
    1
    MIT
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    Enables searching and filtering over 1.5 million electronic components across JLCPCB, Mouser, and DigiKey using parametric queries and smart parsing. It supports finding alternative parts, accessing pinout data, and downloading KiCad footprints directly through AI coding assistants.
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    MIT
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    Model Context Protocol (MCP) server that dynamically fetches and serves official Flet resources to AI agents, including documentation, controls, packages, and ecosystem components.
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    MIT
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    Searches electronic components across DigiKey and Mouser, enabling keyword search, part details, and merged offers with price comparison.
    4
    MIT
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    MCP server for Bosch eBike Flow (Smart System / BES3). Read-only access to battery health and charge-cycle trends, components and firmware, live state-of-charge, and per-ride activity data (distance, elevation, power, assist-mode, CO2), signing in with your own Bosch account via PKCE.
    12
    49 PyPI
    GPL 3.0
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    Integrates with a running Storybook instance to let AI-powered coding tools browse, inspect, and scaffold components from natural language.
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    MIT
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    Generates Excalidraw architecture diagrams with support for 60+ components including GCP, Kafka, and AI/Agentic shapes. Provides MCP tools for creating, modifying, and converting diagrams from structured input or Mermaid syntax.
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    MIT
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    A local-first FastMCP server that indexes offline frontend catalogs (components, patterns, motion libraries) and exposes discover, search, compare, and recommend tools to AI agents via stdio.
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    Apache 2.0
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    Enables LLMs to triage GitHub issues by retrieving similar reported issues and classifying components using historical data.
    6
    MIT
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    A Python MCP server that generates complete Vue 3 CRUD structures with Composition API, including components, services, stores, and routes.
    1
    MIT
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    Aggregates 17 free, keyless research sources into a single MCP server, enabling unified search for papers, code, models, trends, standards, and electronic components with deduplicated results.
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    MIT
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    MCP server for the Symbols.app platform, enabling AI coding assistants to search docs, generate components, audit code, manage projects, and deploy via the smbls stack.
    28
    490 npm
    1
    Creative Commons Attribution Non Commercial 4.0 International
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    Enables coding agents to index AscendC operators into a committed .uo graph and answer structural queries about Host, TilingKey, TilingData, and Kernel components via MCP.
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    MIT