Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.9604 | chrome-devtoolsmcp · browser | Provides direct Chrome browser control through DevTools for web automation, debugging, and performance analysis using accessibility tree snapshots for… | 52,627 stars · 4,864 forks · 4 mentions · passed install test | No one-command install · Source | |
| 2 | 99.9041 | puppeteercli · browser | Google Puppeteer Node.js library and CLI for programmatic Chrome/Firefox control — headless screenshot, PDF, network interception, and DevTools… | 95,622 stars · 9,582 forks · 2 mentions | No one-command install · Source | |
| 3 | 99.8942 | zed-industries-zedcli · otherContributed by Sentinel | Code at the speed of thought – Zed is a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter. | 89,612 stars · 10,392 forks · 4 mentions | No one-command install · Source | |
| 4 | 98.7768 | claude-devtoolscli · ai-agents | A desktop app that shows your Claude Code sessions by reading their logs: context use per turn across categories, compaction, sub-agent execution… | 3,893 stars · 298 forks | No one-command install · Source | |
| 5 | 98.7437 | inspect-aieval · other | UK AISI's framework for safety evaluations of large language models, with task-based scaffolding and solver pipelines. | 2,683 stars · 685 forks | No one-command install · Source | |
| 6 | 97.6615 | agentsysskill · ai-agents | Workflow automation system for Claude with a group of useful plugins, agents, and skills. Automates task-to-production workflows, PR management, code… | 981 stars · 113 forks | No one-command install · Source | |
| 7 | 97.4253 | claudekitcli · ai-agents | A CLI toolkit for Claude Code with auto-save checkpoints, code quality hooks, specification generation and execution, and 20+ specialised sub-agents… | 763 stars · 118 forks | No one-command install · Source | |
| 8 | 97.1580 | vercel-nextjs-devtoolsmcp · front-end | Development tools and runtime diagnostics for Next.js projects | 816 stars · 64 forks | No one-command install · Source | |
| 9 | 97.0846 | antfu-nuxtmcp · front-end | Integrates with Nuxt.js projects to provide development workflow automation, project scaffolding, and configuration management for Vue.js web… | 909 stars · 51 forks | No one-command install · Source | |
| 10 | 96.8148 | hanlulong-statamcp · other | Integrates Stata statistical software with code editors like VS Code and Cursor, enabling direct command execution, real-time output viewing, and… | 491 stars · 85 forks | No one-command install · Source | |
| 11 | 96.7591 | gdli6177-promptmcp · back-end | Provides pre-defined YAML prompts for common software development tasks as tools, including code review, refactoring, API documentation, test… | 247 stars · 156 forks | No one-command install · Source | |
| 12 | 96.4877 | jasonjmcghee-claude-debuggermcp · back-end | Integrates with VS Code's debugging capabilities to enable interactive code debugging and expression evaluation. | 515 stars · 51 forks | No one-command install · Source | |
| 13 | 96.2927 | kleneway-awesome-cursormcp · front-end | Built for Cursor, integrates screenshot capture, web page structure analysis, and code review capabilities for automated UI testing, web scraping, and… | 337 stars · 97 forks | No one-command install · Source | |
| 14 | 96.1883 | hechtcarmel-jetbrains-index-mcp-pluginmcp · search | A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename… | 348 stars · 69 forks | No one-command install · Source | |
| 15 | 96.1799 | gemini-cli-extensions-julescli · ai-agentsContributed by Sentinel | A Gemini CLI extension that allows you to use the Gemini CLI to orchestrate the Jules asynchronous agent to perform coding tasks like bug fixing… | 414 stars · 50 forks · 5 mentions | No one-command install · Source | |
| 16 | 96.1472 | firefox-devtools-mcpmcp · browser | Automates Firefox via WebDriver BiDi for browser control, including navigation, screenshot, network capture, and script execution, using natural… | 386 stars · 55 forks | No one-command install · Source | |
| 17 | 95.9219 | superpowers-chromemcp · browser | Enables direct browser control via Chrome DevTools Protocol, supporting navigation, interaction, content extraction, and screenshots through a single… | 347 stars · 51 forks | No one-command install · Source | |
| 18 | 95.7226 | dawncr0w-affinemcp · back-end | Integrates with AFFiNE workspaces through GraphQL and WebSocket connections to enable document operations, real-time collaboration, version control… | 269 stars · 70 forks | No one-command install · Source | |
| 19 | 95.6509 | ast-grepmcp · search | Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis… | 468 stars · 28 forks | No one-command install · Source | |
| 20 | 95.6480 | benjaminr-chrome-devtoolsmcp · browser | Connects to Chrome's remote debugging interface via WebSocket to enable browser automation, network monitoring, DOM inspection, JavaScript execution… | 307 stars · 46 forks | No one-command install · Source | |
| 21 | 95.5673 | agnixcli · ai-agents | A comprehensive linter for Claude Code agent files. Validate CLAUDE.md, AGENTS.md, SKILL.md, hooks, MCP, and more. Plugin for all major IDEs included… | 401 stars · 30 forks | No one-command install · Source | |
| 22 | 95.5263 | wrale-tree-sittermcp · other | Provides code analysis capabilities through tree-sitter parsing, enabling structured understanding and manipulation of source code across multiple… | 310 stars · 40 forks | No one-command install · Source | |
| 23 | 95.3063 | open-image-debuggermcp · ai-agents | Gives AI agents eyes on in-memory image buffers in live gdb/lldb C/C++ debug sessions: list observable symbols at a breakpoint, view renderings, read… | 250 stars · 50 forks | No one-command install · Source | |
| 24 | 95.2861 | cyanheads-gitmcp · github-vcs | Integrates with Git repositories using simple-git to enable core version control operations like cloning, committing, and branch management. | 239 stars · 56 forks | No one-command install · Source | |
| 25 | 95.1641 | raiansar-claude-gemini-collaborationmcp · auth | Enables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model… | 250 stars · 43 forks | No one-command install · Source | |
| 26 | 95.0927 | scriptedalchemy-devtools-debuggermcp · back-end | Provides full Chrome DevTools Protocol debugging capabilities for Node.js applications with breakpoint management, stepping controls, call stack… | 348 stars · 26 forks | No one-command install · Source | |
| 27 | 94.9273 | typescript-refactoringmcp · other | Provides TypeScript/JavaScript code analysis and refactoring capabilities using ts-morph, enabling intelligent code transformations with symbol… | 453 stars · 19 forks | No one-command install · Source | |
| 28 | 94.8782 | mario-andreschak-abap-development-toolsmcp · back-end | Integrates ABAP Development Tools API to enable automated code reviews, intelligent transport management, and AI-assisted ABAP development. | 183 stars · 66 forks | No one-command install · Source | |
| 29 | 94.6223 | restlessronin-llm-contextmcp · back-end | Streamlines code context sharing with LLMs by implementing smart file selection, code outlining, and multi-language support for efficient code reviews… | 306 stars · 22 forks | No one-command install · Source | |
| 30 | 94.1002 | hyperdrive-nodejs-debuggermcp · back-end | Connects Claude Code to Node.js's Inspector Protocol for real-time debugging capabilities, enabling breakpoint setting, variable inspection, and code… | 303 stars · 17 forks | No one-command install · Source | |
| 31 | 94.0358 | openbrowsermcp · browser | AI-powered browser automation using CodeAgent and Chrome DevTools Protocol. | 241 stars · 21 forks | No one-command install · Source | |
| 32 | 93.9949 | langfuse-prompt-managementmcp · comms | Manages prompts in Langfuse with version control, label management, and support for both text and chat prompt formats. | 173 stars · 35 forks | No one-command install · Source | |
| 33 | 93.6745 | zhizhuodemao-wechat-miniapp-debuggermcp · browser | Enables AI assistants to debug WeChat mini-programs via Chrome DevTools Protocol, with breakpoints, network interception, and source analysis. | 160 stars · 33 forks | No one-command install · Source | |
| 34 | 93.6581 | adancurusul-embedded-debuggermcp · auth | Provides hardware debugging capabilities for ARM Cortex-M and RISC-V microcontrollers through probe-rs integration, supporting popular debug probes… | 171 stars · 28 forks | No one-command install · Source | |
| 35 | 93.6309 | memovmcp · ai-agents | Provides a memory layer for AI coding agents with Git-powered version control, enabling automatic tracking of prompts, context, and code diffs. | 192 stars · 23 forks | No one-command install · Source | |
| 36 | 93.5175 | yfmeii-weapp-devmcp · front-end | Automates WeChat Mini Program testing and UI interactions through DevTools integration, enabling application lifecycle management, page navigation… | 175 stars · 25 forks | No one-command install · Source | |
| 37 | 93.4324 | jetbrains-ide-pluginmcp · other | Integrates Large Language Models with JetBrains IDEs, enabling custom AI-powered tools for code generation, refactoring, and development tasks. | 134 stars · 42 forks | No one-command install · Source | |
| 38 | 93.4003 | dmmulroy-overseermcp · github-vcs | Task orchestration system that creates hierarchical milestone-task-subtask structures with inherited context and learnings, automatically managing… | 247 stars · 15 forks | No one-command install · Source | |
| 39 | 93.0524 | agiflow-scaffold-generatormcp · other | Generates code scaffolding for modern web applications using template-based boilerplate creation and feature addition with variable substitution… | 161 stars · 22 forks | No one-command install · Source | |
| 40 | 92.7866 | garc33-bitbucket-server-pull-request-managermcp · back-end | Integrates with Bitbucket's API to streamline pull request workflows, enabling efficient code reviews and automated PR management. | 66 stars · 47 forks | No one-command install · Source | |
| 41 | 92.7499 | bromoket-x64dbgmcp · ai-agents | AI-powered reverse engineering and debugging interface for the x64dbg debugger with breakpoints, memory analysis, and tracing. | 125 stars · 29 forks | No one-command install · Source | |
| 42 | 92.6275 | hidai25-evalviewmcp · devops | Regression testing for AI agents with golden baselines, CI/CD integration, and multi-framework support. | 133 stars · 24 forks | No one-command install · Source | |
| 43 | 92.5889 | cexll-codex-climcp · auth | Bridges OpenAI's Codex CLI with structured command execution, brainstorming sessions, and chunked response delivery for code analysis, automated… | 179 stars · 15 forks | No one-command install · Source | |
| 44 | 92.4939 | perforce-p4mcp · github-vcs | Integrates with Perforce P4 version control system | 119 stars · 27 forks | No one-command install · Source | |
| 45 | 92.4029 | opencode-mcpmcp · back-end | Bridges MCP clients to OpenCode's headless API, enabling AI to delegate autonomous coding tasks like building features, debugging, and refactoring… | 127 stars · 23 forks | No one-command install · Source | |
| 46 | 92.3996 | easy-code-readermcp · back-end | An MCP server for intelligently reading Java source code, supporting extraction from Maven dependencies and local projects with dual decompilers. | 155 stars · 17 forks | No one-command install · Source | |
| 47 | 92.0057 | sparesparrow-prompt-managermcp · ai-agents | Manages and serves customizable prompt templates with variable substitution and tag-based organization for streamlined LLM interactions in development… | 117 stars · 21 forks | No one-command install · Source | |
| 48 | 91.8210 | wxtsky-byobmcp · browser | Control your real Chrome browser through AI using the Chrome DevTools Protocol. | 132 stars · 16 forks | No one-command install · Source | |
| 49 | 91.7171 | eric-tramel-slop-guardmcp · back-end | Rule-based prose linter that scores text 0-100 for formulaic AI writing patterns using compiled regex rules, with no LLM or API calls required. | 163 stars · 12 forks | No one-command install · Source | |
| 50 | 91.6874 | ruishu-mcpmcp · ai-agentsalso listed as xuange520-ruishu | An MCP server that bridges LLMs with dynamic real-world data by leveraging Chrome DevTools Protocol to intercept and reconstruct network traffic… | 88 stars · 34 forks | No one-command install · Source | |
| 52 | 91.6630 | hechtcarmel-jetbrains-debugger-mcp-pluginmcp · back-end | A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger. | 101 stars · 23 forks | No one-command install · Source | |
| 53 | 91.5723 | native-devtools-mcpmcp · browser | Gives AI agents and MCP clients direct control over native desktop apps, Chrome/Electron browsers, and Android devices with screenshots, OCR… | 128 stars · 15 forks | No one-command install · Source | |
| 54 | 91.5461 | buildkitemcp · observability | Integrates with Buildkite's CI/CD platform, enabling access to pipeline details, build information, job logs, artifacts, and user data for monitoring… | 53 stars · 38 forks | No one-command install · Source | |
| 55 | 91.4166 | rashidazarang-airtablemcp · database | Integrates with Airtable to enable database operations like listing bases, browsing tables, and performing CRUD operations on records directly within… | 88 stars · 28 forks | No one-command install · Source | |
| 56 | 91.3659 | wechat-devtools-mcpmcp · comms | Wraps the WeChat DevTools CLI as an MCP service, enabling AI in editors to call WeChat CLI commands for mini-program development, testing, debugging… | 127 stars · 14 forks | No one-command install · Source | |
| 57 | 91.3211 | chinawsb-delphi-compilermcp · other | Compiles Delphi projects and Pascal files using locally installed compilers with multi-version support and build history tracking. | 101 stars · 19 forks | No one-command install · Source | |
| 58 | 91.3071 | ui5-mcp-servermcp · back-end | Enables AI agents to assist with UI5 application development by providing tools for project scaffolding, API reference lookup, code analysis, and… | 99 stars · 20 forks | No one-command install · Source | |
| 59 | 91.2527 | 1c-buddymcp · back-end | MCP server providing tools for interacting with 1С:Напарник AI, including asking questions, syntax explanation, code review, and documentation search… | 100 stars · 19 forks | No one-command install · Source | |
| 60 | 91.2107 | rust-codermcp · ai-agents | Enables AI agents to generate, compile, and fix Rust projects from natural language descriptions using LLMs and the Rust compiler. | 97 stars · 20 forks | No one-command install · Source | |
| 61 | 91.2103 | paremcp · ai-agents | Provides MCP servers that wrap common developer tools (git, npm, docker, etc.) returning structured JSON output, enabling AI agents to reliably… | 138 stars · 12 forks | No one-command install · Source | |
| 62 | 91.0193 | dap-debuggermcp · back-end | Integrates with DAP-compatible debuggers like Delve to provide comprehensive debugging session management including breakpoints, execution control… | 100 stars · 17 forks | No one-command install · Source | |
| 63 | 90.8791 | mobilehackinglab-jadx-android-decompilermcp · back-end | A plugin for Jadx that exposes the MCP API, enabling intelligent navigation and automation of reverse engineering workflows — ideal for AI-assisted… | 104 stars · 15 forks | No one-command install · Source | |
| 64 | 90.8267 | electron-debug-mcp-servermcp · back-end | Enables debugging of Electron applications through the Model Context Protocol, with deep integration of Chrome DevTools Protocol for process… | 83 stars · 23 forks | No one-command install · Source | |
| 65 | 90.2690 | igniteuimcp · front-end | Official MCP server for Ignite UI providing documentation access, GitHub API integration, and CLI component scaffolding. | 136 stars · 9 forks | No one-command install · Source | |
| 66 | 90.1910 | douyin-upload-mcp-skillmcp · browser | Automates video and image-text publishing on Douyin's creator platform using Chrome DevTools Protocol, exposed as MCP tools. | 76 stars · 20 forks | No one-command install · Source | |
| 67 | 90.0397 | dedeveloper23-codebase-retrieval-repomixmcp · search | Integrates with RepoMix to enable codebase retrieval and analysis for tasks like code review, dependency tracking, and automated documentation… | 84 stars · 15 forks | No one-command install · Source | |
| 68 | 90.0091 | mcp-server-boilerplatemcp · back-end | Provides a simple addition tool and an API key retrieval tool, serving as a boilerplate for building MCP servers with Node.js. | 75 stars · 19 forks | No one-command install · Source | |
| 69 | 89.6965 | vs-claude-codemcp · ai-agents | A native Visual Studio 2026 extension implementing Claude Code's IDE integration protocol: agent edits open in VS's diff viewer for accept/reject, and… | 81 stars · 14 forks | No one-command install · Source | |
| 70 | 89.3664 | codacymcp · observability | Integrates with Codacy's code quality platform to provide static analysis capabilities, code coverage metrics, and quality gate configurations for… | 62 stars · 24 forks | No one-command install · Source | |
| 71 | 89.1816 | halilural-electron-desktop-automationmcp · browser | Automates Electron desktop applications through Chrome DevTools Protocol integration, enabling screenshot capture, JavaScript execution, console… | 71 stars · 15 forks | No one-command install · Source | |
| 72 | 89.1776 | bestk-vscode-internal-commandsmcp · other | VSCode extension that exposes VSCode's internal commands and functionality, enabling direct control of the editor environment for automated… | 63 stars · 20 forks | No one-command install · Source | |
| 73 | 89.0912 | swiftlensmcp · ai-agents | MCP server that provides semantic-level analysis of Swift codebases to AI agents by integrating with Apple's SourceKit-LSP, enabling compiler-grade… | 126 stars · 7 forks | No one-command install · Source | |
| 74 | 88.8177 | elyin-codex-bridgemcp · ai-agents | Bridges Claude with OpenAI's Codex through the official CLI, enabling direct consultation, stdin-piped execution for CI/CD workflows, and batch… | 115 stars · 7 forks | No one-command install · Source | |
| 75 | 88.7301 | threejs-devtools-mcpmcp · ai-agents | MCP server for inspecting and modifying Three.js scenes in real time — 59 tools for objects, materials, shaders, textures, animations, performance… | 88 stars · 9 forks | No one-command install · Source | |
| 76 | 88.4873 | cynicalsally-climcp · other | Provides brutally honest code reviews, explanations, and refactoring suggestions via CLI and MCP tools. | 93 stars · 8 forks | No one-command install · Source | |
| 77 | 88.3381 | phpcodearcheology-phpcodearcheologymcp · observability | PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring… | 89 stars · 8 forks | No one-command install · Source | |
| 78 | 88.3030 | mitsuhiko-pexpectmcp · auth | Provides remote process control and debugging capabilities through Python's pexpect library, enabling spawning, interaction with, and control of… | 74 stars · 10 forks | No one-command install · Source | |
| 79 | 88.2847 | rootly-ai-labs-rootlymcp · back-end | Integrates with Rootly's incident management API to enable real-time production incident resolution directly within code editors, focusing on core… | 45 stars · 23 forks | No one-command install · Source | |
| 80 | 88.0709 | block-xcode-indexmcp · search | Provides direct access to Xcode's project index store through Apple's IndexStoreDB, enabling precise code navigation and refactoring operations on… | 67 stars · 11 forks | No one-command install · Source | |
| 81 | 87.6508 | bitbucketmcp · back-end | Integrates with Bitbucket Cloud and Server APIs to manage pull request workflows including creation, updates, merging, branch management, code review… | 27 stars · 24 forks | No one-command install · Source | |
| 82 | 87.5570 | gerrit-mcp-server-2mcp · back-end | Enables interaction with Gerrit code review system via REST API, allowing language models to query changes, retrieve details, and manage reviews. | 20 stars · 26 forks | No one-command install · Source | |
| 83 | 87.3404 | n24q02m-code-review-graphmcp · database | Knowledge graph for token-efficient code reviews with fixed search, configurable embeddings, and qualified call resolution. | 66 stars · 9 forks | No one-command install · Source | |
| 84 | 87.2983 | zen-mcp-server-npx-wrappermcp · ai-agents | Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) for enhanced development capabilities like code review, debugging, and… | 54 stars · 13 forks | No one-command install · Source | |
| 85 | 87.1980 | steve228uk-metro-mcpmcp · front-end | React Native and Expo runtime debugging, inspection, and automation via Metro and Chrome DevTools Protocol. | 77 stars · 7 forks | No one-command install · Source | |
| 86 | 86.8787 | daghis-teamcitymcp · devops | Integrates with JetBrains TeamCity CI/CD platform | 28 stars · 21 forks | No one-command install · Source | |
| 87 | 86.7788 | agent-roommcp · ai-agents | A multi-agent collaboration layer for AI coding agents enabling real-time communication, code review, and task handoff across distributed development… | 45 stars · 17 forks | No one-command install · Source | |
| 88 | 86.6478 | gitlab-code-reviewmcp · github-vcs | Integrates with GitLab to enable code review of merge requests, allowing detailed analysis of diffs, commenting, and approval directly within the… | 45 stars · 16 forks | No one-command install · Source | |
| 89 | 86.6135 | gh-spranab-brainstormmcp · ai-agents | Multi-model orchestration for debates and code reviews across GPT, Gemini, DeepSeek, and Claude with synthesis. | 69 stars · 7 forks | No one-command install · Source | |
| 90 | 86.3506 | lars-hagen-playwright-cdpmcp · browser | Integrates Playwright and Chrome DevTools Protocol to enable advanced web automation, testing, and analysis through browser control and interaction. | 52 stars · 10 forks | No one-command install · Source | |
| 91 | 86.1216 | chrome-browser-controlmcp · browser | Enables fine-grained control over Chrome browser instances through the Chrome DevTools Protocol, allowing web navigation, element interaction, text… | 48 stars · 11 forks | No one-command install · Source | |
| 92 | 86.0665 | bitrisemcp · back-end | Provides a bridge to the Bitrise CI/CD platform API, enabling mobile app development workflow management including builds, artifacts, and releases for… | 41 stars · 16 forks | No one-command install · Source | |
| 92 | 86.0665 | github-actionsmcp · devops | Enables management of GitHub Actions workflows with tools for listing, viewing, triggering, canceling, and rerunning workflows, along with detailed… | 41 stars · 16 forks | No one-command install · Source | |
| 94 | 85.6395 | agent-browsermcp · browser | A hardened local browser MCP server that drives your existing Chrome over the DevTools Protocol, providing token-efficient Markdown extraction and… | 1 star · passed install test | No one-command install · Source | |
| 95 | 85.6303 | nicholmikey-chrome-toolsmcp · browser | Integrates with Chrome's DevTools Protocol to enable remote control of browser tabs, including JavaScript execution, screenshot capture, and network… | 53 stars · 8 forks | No one-command install · Source | |
| 96 | 85.3933 | kuberstar-qartezmcp · other | Code intelligence with 21 tools for symbol navigation, impact analysis, refactoring, and architecture enforcement. | 71 stars · 5 forks | No one-command install · Source | |
| 97 | 84.9960 | react-analyzermcp · front-end | Enables parsing and analysis of React component structures, props, and state management patterns for code review, debugging, and understanding complex… | 58 stars · 6 forks | No one-command install · Source | |
| 98 | 84.9518 | kaboom-browser-ai-devtools-mcpmcp · back-end | MCP server for browser debugging, inspection, and verification that streams console logs, network errors, and user actions into AI coding assistants. | 65 stars · 5 forks | No one-command install · Source | |
| 99 | 84.8224 | cyanheads-mentormcp · front-end | Integrates with Deepseek API to provide AI-powered mentorship capabilities for code review, design critique, writing feedback, and idea brainstorming. | 31 stars · 16 forks | No one-command install · Source | |
| 100 | 84.7968 | cayirtepeomer-gerrit-code-reviewmcp · other | Integrates with Gerrit code review systems to enable detailed analysis of code changes, diffs, file modifications, and reviewer details across review… | 38 stars · 12 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.