"Exploring Sentiment Analysis with Google NLP" matching MCP servers:

• SheetsData MCP

  octoco-ltd

  A

  license

  A

  quality

  B

  maintenance

  Provides AI agents with instant, structured access to electronic component datasheets, pinouts, and electrical specifications without requiring PDF uploads. It enables seamless part searching, design validation, and side-by-side component comparisons across major hardware providers.

  Last updated 2026-04-26

  12

  84

  8

  MIT
• 

  byteask-embedded-docsofficial

  ByteAsk

  A

  license

  A

  quality

  B

  maintenance

  An MCP server for source-grounded, page-cited evidence retrieval tailored for embedded and firmware development, returning verbatim snippets with exact citations or 'no match' to prevent fabrications.

  Last updated 2026-06-20

  2

  3

  23

  MIT

• serial-mcp

  alxgmpr

  A

  license

  A

  quality

  A

  maintenance

  MCP server that lets LLMs talk to serial devices: microcontrollers, routers, modems, embedded Linux, anything with a UART.

  Last updated 2026-05-24

  23

  4

  MIT

• nrf-mcp

  pshanesmith

  A

  license

  A

  quality

  D

  maintenance

  An MCP server for Nordic nRF Connect SDK development that enables users to list, read, and search documentation and sample code from the nrfconnect/sdk-nrf repository. It provides Claude with specialized tools to navigate SDK resources, source files, and configuration examples directly through the GitHub API.

  Last updated 2026-03-14

  3

  6

  MIT

• mcp-svd

  pkt-lab

  F

  license

  A

  quality

  D

  maintenance

  An MCP server that provides AI coding assistants with access to official ARM CMSIS SVD hardware register definitions for microcontrollers. It enables precise querying of register names, bit positions, and addresses to prevent hallucinations during embedded systems development.

  Last updated 2026-03-10

  4

  1

• silotek-serial-mcp

  JOCOIN94

  F

  license

  A

  quality

  B

  maintenance

  A headless MCP server that enables AI tools (like Claude Code) to read and analyze serial logs from embedded boards (ESP32, STM32) for firmware debugging, with read-only tools for log retrieval and a built-in web viewer.

  Last updated 2026-07-10

  6
• 

  ak-mcpofficial

  the-ak-foundation

  A

  license

  A

  quality

  B

  maintenance

  Provides AI coding tools with queryable documentation for the AK (Active Kernel) event-driven MCU framework, including API signatures, guides, and guardrails.

  Last updated 2026-07-09

  5

  Apache 2.0

• Serial MCP Server

  ifindv

  A

  license

  A

  quality

  C

  maintenance

  Enables LLMs to communicate with hardware devices via serial ports. Provides tools for listing ports, opening/closing connections, reading/writing data, and controlling serial signals.

  Last updated 2026-04-27

  8

  MIT

• cg-agent-kit

  Neosyn-Logic

  A

  license

  A

  quality

  B

  maintenance

  Enables AI agents to design hardware by writing C-like HDL and compiling it to Verilog, with real toolchain verification including synthesis checks.

  Last updated 2026-07-14

  10

  1

  MIT

• MCP Server for Segger RTT via

  ForeverJin

  A

  license

  A

  quality

  C

  maintenance

  Enables LLMs to interact with embedded devices by reading and writing Segger RTT data through a J-Link debugger.

  Last updated 2026-07-15

  9

  1

  MIT

• Electronics Docs MCP Server

  flaco-source

  F

  license

  A

  quality

  D

  maintenance

  Provides LLMs with direct access to official vendor PDF documentation for electronics components (TI, ST, ADI) via a local SQLite full-text index and PDF retrieval tools.

  Last updated 2026-04-15

  6

  1

• pixelblaze

  tomnz

  F

  license

  A

  quality

  D

  maintenance

  Enables Claude to create, update, and manage LED patterns on a PixelBlaze controller, including setting brightness and reading device info, through a set of tools that interact with the device's API.

  Last updated 2026-04-01

  14

• Vivado MCP Server

  Emanuel-Clearfield

  A

  license

  A

  quality

  C

  maintenance

  Lets LLM clients control a persistent AMD/Xilinx Vivado TCL session on Windows, avoiding repeated startup cost with native process handling.

  Last updated 2026-07-11

  4

  MIT

• telinksdk-builder-mcp

  JannLeo

  A

  license

  A

  quality

  B

  maintenance

  Build/flash/debug any Telink embedded SDK via natural language. MCP server with 8 tools for build, serial capture, and firmware flashing via bdt.exe.

  Last updated 2026-07-17

  8

  1

  MIT

• Serial MCP Server

  es617

  A

  license

  A

  quality

  C

  maintenance

  Allows AI agents to interact with serial devices via RS232/UART, enabling port listing, connection, read/write, control line manipulation, and protocol specification for automated debugging and testing.

  Last updated 2026-03-07

  27

  12

  MIT

• arduino-mcp-server

  hardware-mcp

  A

  license

  A

  quality

  C

  maintenance

  Enables AI assistants to compile, upload, and monitor Arduino boards via natural language, with electrical safety checks and dependency management.

  Last updated 2026-03-08

  21

  138

  14

  MIT

• pyocd-debug-mcp

  konbakuyomu

  A

  license

  A

  quality

  D

  maintenance

  Enables AI tools to perform full-featured embedded microcontroller debugging via pyOCD and CMSIS-DAP probes, including probe management, flashing, breakpoints, register/memory access, fault analysis, and RTT communication.

  Last updated 2026-04-08

  58

  1

  MIT

• AT Bridge

  zeng-andrew

  F

  license

  A

  quality

  B

  maintenance

  MCP server that enables AI assistants to debug IoT modules by sending AT commands over serial ports, with a built-in knowledge base for chip platform commands.

  Last updated 2026-06-15

  12

• J-Link RTT Viewer MCP

  MisakaMikoto128

  A

  license

  A

  quality

  B

  maintenance

  Enables AI assistants to interact with STM32 development boards via J-Link debugger using RTT communication, supporting connection, logging, memory operations, and firmware flashing through natural language.

  Last updated 2026-06-22

  12

  MIT

• fpgaZeroMCP

  bard0-design

  A

  license

  A

  quality

  D

  maintenance

  Provides AI assistants with a complete FPGA toolchain for HDL linting, simulation, synthesis, and place-and-route across various hardware targets. It features a GitHub-backed IP core registry that enables users to search for and import MIT-licensed cores directly through their chat interface.

  Last updated 2026-04-06

  15

  1

  MIT