Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 59.029 | cherchyk-browsermcp · browser | Load authenticated web pages using Chrome DevTools Protocol | 8 stars · 1 fork | No one-command install · Source | |
| 302 | 59.029 | opera-devtools-mcpmcp · database | Enables AI coding assistants to control and inspect a browser via DevTools, with additional Opera Neon AI tools for chat, page actions, content… | 8 stars · 1 fork | No one-command install · Source | |
| 303 | 59.814 | copilot-mcp-servermcp · back-end | Connects MCP-enabled editors to GitHub Copilot CLI for non-interactive code analysis, batch processing, and code review. | 5 stars · 4 forks | No one-command install · Source | |
| 304 | 59.854 | chaixueyuan-weapp-agentmcp · browser | Automate and test WeChat Mini Programs via DevTools with navigation, screenshots, element interaction, and DOM inspection. | 14 stars | No one-command install · Source | |
| 305 | 60.035 | phuongrealmax-code-guardianmcp · observability | AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated… | 6 stars · 3 forks | No one-command install · Source | |
| 306 | 60.035 | code-guardian-studiomcp · ai-agents | An MCP server that transforms Claude Code into an intelligent refactoring assistant, enabling code scanning, hotspot detection, optimization reports… | 6 stars · 3 forks | No one-command install · Source | |
| 307 | 60.262 | linuxsuren-atestmcp · back-end | API testing framework with Mock Server capabilities | 7 stars · 2 forks | No one-command install · Source | |
| 308 | 60.677 | clasp-enhanced-mcp-servermcp · back-end | Provides comprehensive management of Google Apps Script projects via clasp CLI, enabling AI assistants to create, clone, deploy, and run scripts with… | 9 stars · 1 fork | No one-command install · Source | |
| 309 | 60.677 | agent-debuggermcp · back-end | Enables AI agents to investigate backend incidents by executing runbooks that gather evidence from observability and storage systems. | 9 stars · 1 fork | No one-command install · Source | |
| 310 | 60.677 | 0ics-ui-ticketmcp · front-end | Human-to-AI code review bridge for UI prototypes with browser annotations. | 9 stars · 1 fork | No one-command install · Source | |
| 311 | 60.677 | cities2-mcpmcp · back-end | Local MCP server for Cities: Skylines II that provides a searchable wiki corpus, curated research reports, and in-game encyclopedia for answering… | 9 stars · 1 fork | No one-command install · Source | |
| 312 | 61.350 | storybloq-lensesmcp · other | Enables multi-lens code review by running 8 specialized reviewers in parallel, deduplicating findings, and producing a single verdict. | 16 stars | No one-command install · Source | |
| 313 | 61.362 | nguyenvanduocit-confluencemcp · search | Provides a robust bridge to the Atlassian Confluence API, enabling search, retrieval, creation, and update of Confluence pages with full-text search… | 6 stars · 4 forks | No one-command install · Source | |
| 314 | 62.026 | x32dbg-mcp-servermcp · ai-agents | Connects the x32dbg debugger to Claude AI through the Model Context Protocol, enabling natural language control of 48+ debugging operations such as… | 10 stars · 1 fork | No one-command install · Source | |
| 315 | 62.111 | tabby-mcpmcp · browser | A lightweight MCP server that enables control of the Tabby terminal via Chrome DevTools Protocol, allowing execution of JavaScript, DOM queries, and… | 7 stars · 3 forks | No one-command install · Source | |
| 316 | 63.155 | edge-devtools-mcpmcp · browser | Enables control of Microsoft Edge browser via the DevTools protocol, supporting page navigation, screenshots, DOM manipulation, JavaScript execution… | 11 stars · 1 fork | No one-command install · Source | |
| 317 | 63.155 | grok-build-mcpmcp · back-end | MCP server that wraps the Grok CLI to enable code review, adversarial testing, and chat with xAI's Grok model, integrating into any MCP host as a peer… | 11 stars · 1 fork | No one-command install · Source | |
| 318 | 63.439 | myuon-refactormcp · search | Provides regex-based code refactoring capabilities for bulk search-and-replace operations across file systems with pattern matching, context… | 7 stars · 4 forks | No one-command install · Source | |
| 319 | 63.694 | typespec-mcp-servermcp · back-end | Enables building MCP servers using TypeSpec, with tools for learning, scaffolding projects, and compiling TypeSpec to generate server assets. | 9 stars · 2 forks | No one-command install · Source | |
| 320 | 63.694 | yashpreetbathla-accessibility-bridgemcp · browser | Exposes browser accessibility trees via Chrome DevTools Protocol for generating test selectors across Playwright, Selenium, Cypress, and WebdriverIO. | 9 stars · 2 forks | No one-command install · Source | |
| 321 | 63.694 | recaf-mcpmcp · search | Enables LLMs to perform JVM bytecode analysis and editing by operating a Recaf workspace through MCP tools. Supports class browsing, decompilation… | 9 stars · 2 forks | No one-command install · Source | |
| 322 | 63.896 | lileeei-git-toolsmcp · github-vcs | Integrates with Git to enable version control operations, repository management, and change tracking for collaborative development environments. | 8 stars · 3 forks | No one-command install · Source | |
| 323 | 63.896 | basti-fantasti-delphi-buildmcp · other | Enables compilation of Delphi projects by parsing .dproj files and managing library paths through TOML configuration with intelligent compiler output… | 8 stars · 3 forks | No one-command install · Source | |
| 324 | 63.896 | github-copilot-mcp-servermcp · back-end | Integrates GitHub Copilot CLI with MCP clients to offer various coding assistance tools including asking questions, explaining code, suggesting… | 8 stars · 3 forks | No one-command install · Source | |
| 325 | 63.896 | shaftmcp · other | Selenium-based web automation and testing framework | 8 stars · 3 forks | No one-command install · Source | |
| 326 | 64.134 | mcp-review-code-toolmcp · back-end | MCP server for code review using OpenRouter API. Supports local code review via MCP or web interface. | 12 stars · 1 fork | No one-command install · Source | |
| 327 | 64.619 | frisian-mcpmcp · back-end | An MCP gateway that automatically turns Django REST Framework ViewSets into callable MCP tools with zero boilerplate, featuring a token-efficient… | 6 stars · 5 forks | No one-command install · Source | |
| 328 | 64.883 | fatmike-gh-windows-debuggermcp · ai-agents | Native Windows debugger with breakpoint management, memory inspection, disassembly analysis, and PE file examination for reverse engineering workflows | 13 stars · 1 fork | No one-command install · Source | |
| 329 | 65.043 | terry-form-terraformmcp · devops | Provides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting… | 10 stars · 2 forks | No one-command install · Source | |
| 330 | 65.543 | code-review-mcp-servermcp · back-end | Enables automated code review and GitHub PR commenting through MCP integration. | 9 stars · 3 forks | No one-command install · Source | |
| 331 | 66.258 | gemini-code-assist-mcpmcp · back-end | An MCP server that integrates Google Gemini CLI with Claude Code for AI-powered development assistance, enabling code review, bug analysis, feature… | 8 stars · 5 forks | No one-command install · Source | |
| 332 | 66.528 | barrhawk-premium-e2emcp · database | Self-healing E2E testing framework with tripartite architecture that automatically recovers from application changes and failures using browser… | 15 stars · 1 fork | No one-command install · Source | |
| 333 | 66.871 | lvcoi-solidjskillsmcp · front-end | Provides document browsing tools for a curated repository of SolidJS development guides, skills, and templates covering component building… | 9 stars · 4 forks | No one-command install · Source | |
| 334 | 66.893 | reversecraft-devtools-mcpmcp · back-end | A powerful MCP server for browser debugging and reverse engineering, providing AI coding assistants with comprehensive browser automation, JavaScript… | 10 stars · 3 forks | No one-command install · Source | |
| 335 | 67.151 | kivo360-anthropic-code-analyzermcp · ai-agents | Integrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and… | 12 stars · 2 forks | No one-command install · Source | |
| 336 | 67.193 | glidermcp-glidermcp · search | Provides Roslyn-powered C# code analysis capabilities including solution management, diagnostics, symbol search, refactoring, and dependency analysis. | 16 stars · 1 fork | No one-command install · Source | |
| 337 | 67.900 | undomcp · back-end | Provides checkpoint-based version control with intelligent undo functionality that tracks file changes, creates restoration points before… | 13 stars · 2 forks | No one-command install · Source | |
| 338 | 67.906 | sammcj-data-extractormcp · other | Extracts data from TypeScript/JavaScript code into JSON configuration files, facilitating code refactoring and improved maintainability. | 9 stars · 5 forks | No one-command install · Source | |
| 339 | 67.906 | dubuqingfeng-gitlabmcp · devops | Integrates with GitLab for merge request management, automated code reviews, and CI/CD workflows | 9 stars · 5 forks | No one-command install · Source | |
| 340 | 68.021 | johannhartmann-code-analysismcp · database | Provides intelligent code analysis and semantic search for large codebases using TreeSitter parsing, PostgreSQL with pgvector embeddings, and… | 11 stars · 3 forks | No one-command install · Source | |
| 341 | 68.063 | carterlasalle-system-informationmcp · other | Gathers detailed development environment data to enhance context-aware assistance in code editors, enabling tailored coding suggestions and… | 7 stars · 6 forks | No one-command install · Source | |
| 342 | 68.715 | woodpecker-mcpmcp · back-end | MCP server that connects AI assistants to Woodpecker CI for debugging pipeline failures, analyzing build logs, and troubleshooting CI/CD… | 14 stars · 2 forks | No one-command install · Source | |
| 343 | 68.715 | j04n-f-woodpecker-cimcp · devops | Connects AI assistants to Woodpecker CI for debugging pipeline failures, analyzing build logs, and troubleshooting CI/CD configurations. | 14 stars · 2 forks | No one-command install · Source | |
| 344 | 68.715 | all-agents-mcpmcp · ai-agents | Enables orchestrating multiple AI CLI agents (Claude Code, Codex, Gemini CLI, Copilot CLI) through a unified MCP interface for task delegation… | 14 stars · 2 forks | No one-command install · Source | |
| 345 | 68.847 | dep-scopemcp · ai-agents | Provides symbol-level dependency analysis and LLM-ready migration prompts for TypeScript/JavaScript projects, enabling AI editors to scan projects… | 19 stars · 1 fork | No one-command install · Source | |
| 346 | 69.000 | kingdomseed-structured-workflowmcp · other | Provides structured workflow guidance for disciplined software engineering practices through four specialized methodologies (refactoring, feature… | 12 stars · 3 forks | No one-command install · Source | |
| 347 | 69.255 | mcp-servermanmcp · ai-agents | Enables LLMs to manage MCP server configurations, including listing, enabling, disabling, and version control. | 10 stars · 5 forks | No one-command install · Source | |
| 348 | 69.255 | jalehman-sagemcp · ai-agents | Provides tools for sending prompts to Gemini 2.5 Pro with full file context, enabling second opinions and expert code reviews with gitignore-aware… | 10 stars · 5 forks | No one-command install · Source | |
| 349 | 69.349 | sunfmin-go-debuggermcp · observability | Provides a bridge to the Delve debugger for Go applications, enabling runtime debugging capabilities including breakpoints, stepping through code… | 11 stars · 4 forks | No one-command install · Source | |
| 350 | 69.349 | tailwind-geminimcp · front-end | Integrates with Tailwind CSS development workflows using Google Gemini to provide component generation, CSS-to-Tailwind conversion, design analysis… | 11 stars · 4 forks | No one-command install · Source | |
| 351 | 69.750 | browser-debuggermcp · browser | Enables AI agents to automate and debug real Chromium browsers with capabilities like screenshots, video recording, performance analysis, visual… | 13 stars · 3 forks | No one-command install · Source | |
| 352 | 70.060 | pars-doe-autodocumentmcp · github-vcs | Automatically generates documentation, test plans, and code reviews for software repositories through a bottom-up analysis approach that respects… | 6 stars · 7 forks | No one-command install · Source | |
| 353 | 70.383 | seanivore-code-analyzermcp · other | Analyzes Python code structure, complexity, and dependencies using parsing tools to provide insights for automated quality checks and code reviews. | 11 stars · 5 forks | No one-command install · Source | |
| 354 | 70.564 | paranoia-localmcp · ai-agents | A local MCP server that provides adversarial code review by having one frontier agent (Claude Code or Codex) critique code changes using the other… | 14 stars · 3 forks | No one-command install · Source | |
| 355 | 70.795 | mcp-easy-installermcp · back-end | A robust MCP server with tools to search, install, configure, repair, and uninstall MCP servers, automating setup and maintenance across multiple AI… | 17 stars · 2 forks | No one-command install · Source | |
| 356 | 70.990 | hermesmcp · ai-agents | Hermes is a boilerplate for building agent-ready tools with a shared TypeScript core, enabling a single operation to be used as a CLI command, local… | 56 stars | No one-command install · Source | |
| 357 | 71.333 | doctrinemcp · back-end | MCP server exposing 33 software engineering skills grounded in named primary standards, covering the development lifecycle from TDD and code review to… | 18 stars · 2 forks | No one-command install · Source | |
| 358 | 71.394 | gh-magna-nz-aspnetcore-debuggermcp · ai-agents | Give AI agents interactive .NET and ASP.NET Core debugging capabilities via MCP. | 15 stars · 3 forks | No one-command install · Source | |
| 359 | 71.864 | brutski-go-code-graphmcp · other | Analyzes Go codebases using AST parsing and Neo4j graph storage to enable natural language queries about code structure, dependencies, architectural… | 19 stars · 2 forks | No one-command install · Source | |
| 360 | 71.884 | vibe-debugmcp · back-end | Enables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting… | 27 stars · 1 fork | No one-command install · Source | |
| 361 | 71.892 | delphi-compilermcp · other | Integrates with RAD Studio compilers and MSBuild to compile Delphi/Object Pascal projects with automatic project discovery, multi-platform support… | 14 stars · 4 forks | No one-command install · Source | |
| 362 | 71.949 | browser-devtools-mcpmcp · browser | An MCP server that provides AI coding assistants with comprehensive browser automation and debugging capabilities using Playwright, including visual… | 27 forks | No one-command install · Source | |
| 363 | 72.060 | qckfx-node-debuggermcp · back-end | Provides Node.js debugging capabilities through Chrome DevTools Protocol, enabling breakpoint management, step-through execution, call stack… | 16 stars · 3 forks | No one-command install · Source | |
| 364 | 72.301 | dedalus-mcp-documentation-servermcp · back-end | An MCP server that serves documentation and enables AI-powered search, Q\&A, and document analysis for developer tools and guides. | 4 stars · 9 forks | No one-command install · Source | |
| 365 | 72.644 | harusame64-desktop-touchmcp · browser | Windows desktop automation MCP server — screenshots, mouse/keyboard, Windows UI Automation, Chrome DevTools Protocol, and workflow batching across 57… | 17 stars · 3 forks | No one-command install · Source | |
| 366 | 72.722 | bwb-browsermcp · browser | A lightweight 30KB MCP browser automation server that uses raw Chrome DevTools Protocol to enable AI agents to browse the web, take screenshots… | 15 stars · 4 forks | No one-command install · Source | |
| 367 | 72.722 | scosman-hooksmcp · devops | Exposes project-specific development tools like tests, linters, and formatters through YAML configuration files, enabling secure execution of common… | 15 stars · 4 forks | No one-command install · Source | |
| 368 | 72.843 | mcp-python-refactoringmcp · other | Analyzes Python code and provides guided refactoring suggestions without automatically modifying code. | 13 stars · 6 forks | No one-command install · Source | |
| 369 | 72.926 | kasarlabs-cairo-codermcp · back-end | Integrates with the Cairo Coder API to provide expert-level Cairo and Starknet development assistance, enabling smart contract generation, code… | 14 stars · 5 forks | No one-command install · Source | |
| 370 | 73.146 | mcp-prow-servermcp · back-end | Enables users to interact with Prow CI/CD systems, retrieving build logs and diagnosing PR build issues through natural language. | 5 stars · 9 forks | No one-command install · Source | |
| 371 | 73.424 | tatn-diff-pythonmcp · github-vcs | Integrates with Python's difflib to generate unified diffs for efficient text comparison and version control tasks. | 9 stars · 8 forks | No one-command install · Source | |
| 372 | 73.424 | alosies-gitlabmcp · back-end | Integrates with GitLab's API to manage projects, issues, merge requests, pipelines, and CI/CD workflows with 22 specialized tools including pipeline… | 9 stars · 8 forks | No one-command install · Source | |
| 373 | 73.472 | yeakub108-windsurf-toolsmcp · browser | Integrates with OpenAI's API and Puppeteer to provide screenshot capture, code architecture analysis, and code review capabilities for software… | 13 stars · 7 forks | No one-command install · Source | |
| 374 | 73.658 | jenkins-cicdmcp · devops | Integrates with Jenkins CI/CD infrastructure to provide complete job management, build monitoring, pipeline execution, and artifact handling with… | 14 stars · 6 forks | No one-command install · Source | |
| 375 | 73.713 | brendancopley-chain-of-draft-prompt-toolmcp · ai-agents | Organizes prompts into structured, multi-step workflows through a chain execution system where outputs from one step become inputs for subsequent… | 19 stars · 3 forks | No one-command install · Source | |
| 376 | 73.756 | jtang613-gdbmcp · other | Integrates with GNU Debugger to enable execution of arbitrary GDB commands within debugging sessions for automated debugging workflows, intelligent… | 15 stars · 5 forks | No one-command install · Source | |
| 377 | 73.813 | sheshiyer-gitmcp · github-vcs | Integrates with Git repositories to enable version control operations, code management, and collaborative development workflows | 6 stars · 9 forks | No one-command install · Source | |
| 378 | 74.139 | dwisiswant0-delvemcp · other | Provides a complete interface to the Delve debugger for Go programs, enabling starting debug sessions, setting breakpoints, controlling execution… | 20 stars · 3 forks | No one-command install · Source | |
| 379 | 74.139 | pyslang-mcpmcp · ai-agents | Provides AI agents with compiler-backed, read-only context for Verilog and SystemVerilog projects using pyslang. | 20 stars · 3 forks | No one-command install · Source | |
| 380 | 74.139 | ariklapid-pyslangmcp · back-end | MCP server providing 10 compiler-backed read-only analysis tools for Verilog and SystemVerilog projects. | 20 stars · 3 forks | No one-command install · Source | |
| 381 | 74.286 | m-ahmed-elbeskeri-ultimatecodermcp · back-end | FastMCP server that enables comprehensive file system operations, code modifications, process management, and static analysis for automated code… | 14 stars · 7 forks | No one-command install · Source | |
| 382 | 74.288 | mcp-refactor-typescriptmcp · back-end | A TypeScript/JavaScript refactoring MCP server that uses the TypeScript compiler to perform safe, type-aware code transformations such as renaming… | 12 stars · 8 forks | No one-command install · Source | |
| 383 | 74.422 | cdp-tools-mcpmcp · browser | Enables AI agents to debug code and automate browsers using Chrome DevTools Protocol, supporting breakpoints, variable inspection, and replayable… | 16 stars · 5 forks | No one-command install · Source | |
| 384 | 74.475 | codemagic-mcp-servermcp · back-end | A lightweight MCP server that provides seamless access to Codemagic CI/CD APIs, enabling natural language interaction with applications, builds… | 13 stars · 8 forks | No one-command install · Source | |
| 385 | 74.488 | anthropic-compiler-explorermcp · back-end | Connects to Compiler Explorer API for listing programming languages, retrieving available compilers, and compiling source code with customizable… | 15 stars · 6 forks | No one-command install · Source | |
| 386 | 74.488 | nnemirovsky-iwdp-mcpmcp · front-end | iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and… | 15 stars · 6 forks | No one-command install · Source | |
| 387 | 74.652 | jhawkins11-task-managermcp · front-end | Provides a bridge between AI code editors and project management capabilities, enabling complex feature planning with unlimited context window, task… | 21 stars · 3 forks | No one-command install · Source | |
| 388 | 75.004 | grok-in-codexmcp · other | Enables Codex to delegate code reviews, coding tasks, image/video generation, and background investigations to Grok via MCP tools. | 22 stars · 3 forks | No one-command install · Source | |
| 389 | 75.147 | brave-devtoolsmcp · back-end | MCP server that lets AI coding assistants control and inspect a live Brave browser using DevTools for automation, debugging, and performance analysis. | 28 stars · 2 forks | No one-command install · Source | |
| 390 | 75.467 | mcp-java-decompiler-servermcp · back-end | Decompiles Java .class files, packages, and JARs into readable source code, enabling AI assistants to inspect Java bytecode. | 20 stars · 4 forks | No one-command install · Source | |
| 391 | 75.737 | phabricator-mcpmcp · back-end | Enables AI assistants to interact with Phabricator tasks, code reviews, repositories, and more via the Conduit API. | 17 stars · 6 forks | No one-command install · Source | |
| 392 | 75.782 | sirosuzume-ts-morphmcp · other | Enables AI to perform complex TypeScript/JavaScript refactoring operations like renaming symbols, moving code between files, and updating import paths… | 16 stars · 7 forks | No one-command install · Source | |
| 393 | 76.055 | itcaat-teamcitymcp · devops | Integrates with JetBrains TeamCity for complete CI/CD pipeline management, enabling build triggering, cancellation, pinning, artifact downloads, tag… | 12 stars · 9 forks | No one-command install · Source | |
| 394 | 76.443 | devinosolutions-chrome-devtoolsmcp · browser | Controls Chrome via DevTools with a master/copy profile strategy for session isolation and deterministic browser automation. | 26 stars · 3 forks | No one-command install · Source | |
| 395 | 76.618 | fusemcp · ai-agents | A local .NET MCP server for coding agents, providing persistent semantic indexing, typed-graph DI wiring resolution, reduced context, and… | 34 stars · 2 forks | No one-command install · Source | |
| 396 | 76.745 | galaxyxieyu-api-testmcp · back-end | YAML-declarative API testing framework optimized for AI coding assistants | 23 stars · 4 forks | No one-command install · Source | |
| 397 | 77.014 | grumpydevmcp · other | Provides brutally honest, sarcastic code reviews from a simulated grumpy senior developer with 40+ years of experience, highlighting mistakes… | 21 stars · 5 forks | No one-command install · Source | |
| 398 | 77.233 | agy-mcpmcp · other | Wraps Google Antigravity CLI into 11 typed MCP tools, enabling any MCP client to invoke agy for code review, prototyping, execution, and long-running… | 20 stars · 6 forks | No one-command install · Source | |
| 399 | 77.366 | lad-mcp-servermcp · front-end | A project-aware AI design and code review server that uses dual reviewers via OpenRouter to catch context-blind errors in AI-generated code… | 22 stars · 5 forks | No one-command install · Source | |
| 400 | 77.488 | databuttonmcp · front-end | Enables planning and scaffolding of business applications with React frontends and Python backends, helping developers establish structured… | 25 stars · 4 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.