"Categorizing messages such as emails or system logs" matching MCP servers:

• inspect-logs-mcp

  PranshuSrivastava

  A

  license

  A

  quality

  C

  maintenance

  Enables LLMs to explore and analyze UK Government BEIS inspect_ai evaluation logs directly from tools like Claude Code and Cursor. It provides capabilities to list logs, view evaluation summaries, and inspect conversation histories for specific samples.

  Last updated 2025-12-17

  6

  MIT

• Azure Logs MCP

  rlaput

  A

  license

  B

  quality

  C

  maintenance

  Enables querying Azure Application Insights logs by order number through natural language. Provides secure access to Azure Monitor logs with comprehensive error handling and rate limiting.

  Last updated 2025-12-02

  1

  1

  MIT

• Nexmo Messages MCP Server

  ag2-mcp-servers

  F

  license

  -

  quality

  C

  maintenance

  An MCP server that enables interaction with Nexmo's Messages API, allowing agents to send and manage messages across various channels via natural language commands.

  Last updated 2025-07-16

• Local Logs MCP Server

  mariosss

  A

  license

  A

  quality

  C

  maintenance

  Enables monitoring and analysis of local application log files with real-time tailing, error tracking, and search capabilities. Perfect for debugging Node.js applications, web servers, or any application that writes to log files through natural language commands.

  Last updated 2025-09-18

  6

  3

  MIT

• JSON Logs MCP Server

  mfreeman451

  A

  license

  B

  quality

  C

  maintenance

  JSON Logs MCP Server

  Last updated 2025-06-06

  4

  4

  MIT No Attribution

• mcp-server-logs-sieve

  Oluwatunmise-olat

  A

  license

  -

  quality

  -

  maintenance

  An MCP server that connects Claude (or any MCP compatible client) to your existing log infrastructure. Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch without writing filter expressions or leaving your editor.

  Last updated 2026-04-22

  236

  2

• Fetch as Markdown

  bhubbb

  F

  license

  -

  quality

  C

  maintenance

  Fetches web pages and converts them to clean, readable markdown format by extracting main content while removing navigation, ads, and other non-essential elements to minimize token usage.

  Last updated 2025-06-27

  2

• API as MCP

  krishnannarayanaswamy

  F

  license

  -

  quality

  C

  maintenance

  Converts REST APIs into MCP tools using Gradio, demonstrated with a local IBM Granite model via Ollama. Enables LLM clients to interact with any REST API endpoint through the MCP protocol.

  Last updated 2025-07-03

• CloudWatch Logs MCP Server

  serkanh

  F

  license

  -

  quality

  C

  maintenance

  An MCP server that allows AI assistants to access AWS CloudWatch logs by listing log groups and reading log entries.

  Last updated 2025-03-30

  27

• System Information MCP Server

  dknell

  F

  license

  A

  quality

  B

  maintenance

  Provides real-time system metrics and information through a Model Context Protocol interface, enabling access to CPU usage, memory statistics, disk information, network status, and running processes.

  Last updated 2025-07-01

  7

  4

• MCP Inspector as MCP Server

  esinecan

  A

  license

  A

  quality

  C

  maintenance

  Enables LLMs to inspect and test other MCP servers by listing and calling their tools, reading resources, and getting prompts. Supports stdio, SSE, and HTTP transports for both local and remote MCP server inspection.

  Last updated 2026-04-12

  7

  1

  MIT

• Windows System MCP

  guangxiangdebizi

  A

  license

  A

  quality

  C

  maintenance

  A comprehensive Model Context Protocol server that enables AI assistants to interact with and manage Windows systems, providing capabilities for file system operations, process management, system information retrieval, registry operations, service management, network diagnostics, and performance monitoring.

  Last updated 2025-07-29

  7

  7

  5

  Apache 2.0

• mac-messages-mcp

  carterlasalle

  A

  license

  B

  quality

  D

  maintenance

  A Python bridge for interacting with the macOS Messages app using MCP (Multiple Context Protocol). Simple install using uvx mac-messages-mcp

  Last updated 2026-05-04

  9

  276

  MIT

• Metro Logs MCP

  igorzheludkov

  F

  license

  B

  quality

  B

  maintenance

  Captures and provides access to React Native console logs from Metro bundler, enabling AI assistants to retrieve, filter, and search app logs in real-time without manual copy/paste.

  Last updated 2026-05-02

  64

  3,043

  56
• 

  System R Risk Intelligenceofficial

  System-R-AI

  A

  license

  -

  quality

  B

  maintenance

  Pre-trade risk validation and position sizing for AI trading agents via G-formula and Iron Fist.

  Last updated 2026-04-14

  1

  MIT

• Chainflip Broker as a Service

  CumpsD

  A

  license

  -

  quality

  C

  maintenance

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• System Resource Monitor MCP

  abhinav7895

  A

  license

  -

  quality

  C

  maintenance

  Provides Claude with real-time system monitoring capabilities, including CPU, memory, disk, network, battery, and internet speed metrics.

  Last updated 2025-03-22

  MIT

• System Info MCP Server

  srirama7

  A

  license

  -

  quality

  C

  maintenance

  Enables comprehensive system monitoring and diagnostics through 18 tools that provide detailed information about CPU, memory, disk usage, network interfaces, running processes, battery status, hardware details, and temperature monitoring. Allows users to query system information and performance metrics through natural language interactions.

  Last updated 2025-10-19

  1

  ISC

• Chuk Design System

  chrishayuk

  A

  license

  -

  quality

  C

  maintenance

  Provides access to a universal design token system with 7 pre-built themes (colors, typography, spacing, motion) and multi-format export capabilities for Canva, Remotion, PPTX, CSS, and W3C JSON.

  Last updated 2025-11-06

  1

  MIT

• System Designer MCP Server

  chevyphillip

  A

  license

  -

  quality

  C

  maintenance

  Enables AI agents to create, validate, and export UML system models using structured MSON format. Supports generating PlantUML and Mermaid diagrams with direct export to System Designer macOS application.

  Last updated 2025-10-02

  1

  MIT