"How to view or understand console logs in programming" matching MCP servers:

• How-To-Cook

  xiaobenyang-com

  A

  security

  A

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  B

  quality

  An AI recipe recommendation server based on the MCP protocol, providing functions such as recipe query, classification filtering, intelligent dietary planning, and daily menu recommendation.

  Last updated 2026-01-09

  5

  1

  Apache 2.0

• view-image-mcp

  yamalab

  A

  security

  F

  license

  A

  quality

  Enables Claude Code to display images inline within supported terminals like Ghostty and Kitty using the Kitty graphics protocol on macOS. It allows users to view various image formats including PNG, JPEG, GIF, and WebP directly in the terminal interface.

  Last updated 2026-02-14

  1

• inspect-logs-mcp

  PranshuSrivastava

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  security

  F

  license

  A

  quality

  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

• Street View MCP

  vlad-ds

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  security

  F

  license

  A

  quality

  A server that enables AI models to fetch and display Google Street View imagery, allowing users to create virtual tours by viewing streets and landmarks from anywhere.

  Last updated 2025-05-14

  4

  7

• In Memoria

  pi22by7

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  security

  A

  license

  -

  quality

  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated 2025-12-23

  171

  165

  MIT

• Azure Logs MCP

  rlaput

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  security

  A

  license

  B

  quality

  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

• Screen View MCP

  hemenge133

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  security

  F

  license

  -

  quality

  Enables AI assistants to capture and analyze screenshots using Claude Vision API, providing AI-powered insights about desktop interface content, UI elements, and visual layouts.

  Last updated 2025-04-13

  11

  2

• Simple Console MCP

  tznthou

  A

  security

  A

  license

  A

  quality

  A minimal browser debugging MCP server that monitors Chrome Console logs and executes JavaScript. 97% lighter than full DevTools alternatives, providing just 4 essential tools for efficient debugging without consuming excessive context tokens.

  Last updated 2025-12-17

  4

  11

  1

  Apache 2.0

• Search Console MCP

  saurabhsharma2u

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  security

  A

  license

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  quality

  Model Context Protocol (MCP) server that provides AI agents with access to Google Search Console data.

  Last updated 2026-04-05

  322

  101

  MIT

• Metro Logs MCP

  igorzheludkov

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  security

  F

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  quality

  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 2026-04-17

  64

  3,043

  49

• MCP Console Automation Server

  ooples

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  security

  A

  license

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  quality

  Enables AI assistants to fully interact with console applications, monitor output, detect errors, and automate terminal workflows across multiple sessions. Similar to how Playwright works for web browsers but for command-line interfaces.

  Last updated 2026-04-17

  138

  29

  MIT

• CloudWatch Logs MCP Server

  serkanh

  -

  security

  F

  license

  -

  quality

  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

• mcp-server-logs-sieve

  Oluwatunmise-olat

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  security

  A

  license

  -

  quality

  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 2026-03-15

  6

  1

  MIT

• All-in-MCP

  isomoes

  A

  security

  A

  license

  C

  quality

  Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.

  Last updated 2026-02-07

  10

  2

  MIT

• JSON Logs MCP Server

  mfreeman451

  A

  security

  A

  license

  B

  quality

  JSON Logs MCP Server

  Last updated 2025-06-06

  4

  4

  MIT No Attribution

• Realty In Ca1 MCP Server

  BACH-AI-Tools

  A

  security

  A

  license

  B

  quality

  Enables users to access the Realty In Ca1 API to search for residential and commercial property listings, view detailed property information, and retrieve neighborhood demographics or statistics. It supports filtering by geographic location, price range, building type, and other real estate characteristics.

  Last updated 2025-12-07

  13

  MIT

• Street View Publish API MCP

  ag2-mcp-servers

  -

  security

  F

  license

  -

  quality

  Enables interaction with Google's Street View Publish API for publishing and managing 360 photos on Google Street View through natural language commands.

  Last updated 2025-07-12

• Local Logs MCP Server

  mariosss

  A

  security

  A

  license

  A

  quality

  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

• Better Google Search Console

  houtini-ai

  A

  security

  A

  license

  A

  quality

  Downloads your entire Search Console dataset into a local SQLite database, then gives your LLM a pre-built SQL query library for every standard SEO analysis type, with context available for your LLM to perform any SQL query to answer your questions and analyse for you.

  Last updated 2026-04-16

  12

  21

  12

  Apache 2.0

• Google Search Console MCP

  sarahpark

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  security

  A

  license

  -

  quality

  Provides AI agents with read-only access to Google Search Console data, including search analytics, index coverage, and sitemap status. It enables users to query clicks, impressions, and ranking performance or check URL indexing status through natural language.

  Last updated 2026-03-23

  7

  1

  MIT

• All-in-One Dev

  nguyenvanduocit

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  security

  F

  license

  -

  quality

  All In One Model Context Protocol: qdrant, google suite (gmail, calendar, ...), jira, gitlab, CLI, ...

  Last updated 2025-02-24

  103

• Google Search Console API MCP

  ag2-mcp-servers

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  security

  F

  license

  -

  quality

  An MCP Server that provides access to Google's Search Console API, allowing users to interact with website search performance data and manage search presence through natural language.

  Last updated 2025-07-16

• Realty In Au MCP Server

  BACH-AI-Tools

  A

  security

  A

  license

  B

  quality

  Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.

  Last updated 2025-12-07

  13

  MIT

• mcp-dreamlaunchers-in

  dreamlaunchersin

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  security

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  license

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  quality

  DREAM LAUNCHERS INTERIORS PRIVATE LIMITED

  Last updated 2026-02-02

• OpenAPI to MCP

  EvilFreelancer

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  security

  A

  license

  -

  quality

  A standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.

  Last updated 2026-02-21

  10

  16

  MIT

• Swagger to MCP

  suhailtajshaik

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  security

  A

  license

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  quality

  Automatically converts Swagger/OpenAPI specifications into dynamic MCP tools, enabling interaction with any REST API through natural language by loading specs from local files or URLs.

  Last updated 2025-12-05

  MIT

• Social Download All In One

  BACH-AI-Tools

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  security

  A

  license

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  quality

  Enables downloading content from various social media platforms through a unified API. Provides a single tool to download media from multiple social networks using the Social Download All In One service.

  Last updated 2025-12-07

  MIT

• docs-to-mcp

  fayazara

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  security

  F

  license

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  quality

  A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.

  Last updated 2025-12-10

  10

• text-to-model

  mikan-atomoki

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  security

  A

  license

  B

  quality

  Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets,and JIS standard parts.

  Last updated 2026-03-16

  65

  1

  MIT

• markdown-to-html

  fashionzzZ

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  security

  A

  license

  B

  quality

  A Model Context Protocol server that converts Markdown content to HTML format.

  Last updated 2025-06-03

  1

  3,182

  3

  MIT

• Console MCP Server

  bvelasquez

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  security

  F

  license

  -

  quality

  Captures and stores console output from any process in SQLite with full-text search, enabling AI assistants to search logs, monitor errors, and analyze multi-process activity through natural language queries.

  Last updated 2025-06-18

• REST-to-Postman MCP

  runninghare

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  security

  F

  license

  A

  quality

  Converts REST API code (like NestJS controllers or FastAPI endpoints) to Postman collections and environments, helping developers automatically sync their API endpoints with Postman.

  Last updated 2025-04-13

  2

  2

• Google OR-Tools server

  Jacck

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  security

  A

  license

  -

  quality

  MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution

  Last updated 2024-12-26

  18

  MIT

• code-to-tree

  micl2e2

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  security

  A

  license

  -

  quality

  code-to-tree

  Last updated 2026-03-14

  82

  MIT

• Skill-to-MCP

  biocontext-ai

  A

  security

  A

  license

  A

  quality

  Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.

  Last updated 2026-02-27

  3

  23

  Apache 2.0

• Anything-to-NotebookLM

  joeseesun

  -

  security

  A

  license

  -

  quality

  An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.

  Last updated 2026-04-10

  748

  MIT

• Yes or No MCP

  a-polishchuk

  A

  security

  F

  license

  D

  quality

  A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.

  Last updated 2025-06-04

  1

  3

• commit-to-pr-mcp

  vltansky

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  security

  F

  license

  A

  quality

  An MCP server that enables AI agents to retrieve detailed GitHub Pull Request information using git commit hashes, branch names, or PR numbers. It automatically detects repositories and extracts comprehensive PR data including descriptions, labels, and reviews via the GitHub CLI.

  Last updated 2025-11-30

  1

  4

• OpenAPI to MCP Server

  TykTechnologies

  A

  security

  A

  license

  D

  quality

  A tool that creates MCP (Model Context Protocol) servers from OpenAPI/Swagger specifications, enabling AI assistants to interact with your APIs.

  Last updated 2025-06-27

  3

  27

  41

  MIT

• Excel to PDF Converter

  kmexnx

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  security

  A

  license

  B

  quality

  An MCP server that converts Excel and Apple Numbers files to PDF format, enabling AI assistants like Claude to perform file conversion directly through conversation.

  Last updated 2025-08-08

  2

  29

  6

  MIT

• Figma to React MCP

  surisagar900

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  security

  A

  license

  B

  quality

  Automates the conversion of Figma designs into TypeScript React components and integrates with GitHub to create pull requests for the generated code. It includes visual regression testing with Playwright and accessibility validation to ensure implementations match the original designs.

  Last updated 2025-09-13

  5

  9

  MIT

• Talk to Figma MCP

  pipethedev

  A

  security

  A

  license

  B

  quality

  Allows Cursor AI to communicate with Figma for reading designs and modifying them programmatically through a Model Context Protocol integration.

  Last updated 2025-06-02

  38

  1,773

  1

  MIT

• Save-To-NAS MCP

  danielrosehill

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  security

  F

  license

  -

  quality

  Enables saving files and folders to a local NAS over NFS with automatic share discovery, smart mounting, and seamless file transfers.

  Last updated 2026-01-02

  3

• Agent to Figma MCP

  caelinsutch

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  security

  A

  license

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  quality

  Enables AI agents like Claude to interact with Figma designs through 50+ tools for creating, styling, and manipulating design elements, components, and variables via a WebSocket relay and Figma plugin.

  Last updated 2025-12-31

  MIT

• Talk to Figma MCP

  hyun1202

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  security

  A

  license

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  quality

  An MCP server that enables AI assistants to interact with Figma designs for tasks like reading document info, creating elements, and managing auto layouts. It facilitates real-time design automation via a custom Figma plugin and WebSocket server integration.

  Last updated 2025-06-25

  1,773

  MIT

• MCP-to-MCP Tic-Tac-Toe

  PsychoSmiley

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  security

  A

  license

  B

  quality

  Enables two LLMs to play Tic-Tac-Toe against each other autonomously using a shared tool and an SSE relay. The server facilitates agent-to-agent communication by holding tool responses until the opponent makes a move, managing the game state in real-time.

  Last updated 2026-03-17

  1

  Apache 2.0

• Claude-to-Gemini MCP Server

  Yoon-jongho

  A

  security

  A

  license

  B

  quality

  Enables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.

  Last updated 2026-04-15

  4

  MIT

• Talk to Figma MCP

  grab

  A

  security

  A

  license

  B

  quality

  An MCP server integration that enables Cursor AI to communicate with Figma, allowing users to read designs and modify them programmatically through natural language commands.

  Last updated 2026-03-07

  19

  1,773

  6,661

  MIT

• Prediction-Examples-in-the

  xiaobenyang-com

  A

  security

  A

  license

  C

  quality

  Two prediction examples in the Alink tutorial: input a year to predict GMV; input a piece of feedback to analyze its sentiment (positive/negative).

  Last updated 2026-01-09

  2

  2

  Apache 2.0

• Cursor Talk To Figma MCP

  toiletmadarchut

  A

  security

  -

  license

  B

  quality

  Enables users to control the cursor in Figma through verbal commands using an agentic AI agent, streamlining the design process with a new interaction method.

  Last updated 2025-03-27

  19

  1,773

  1