Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 83.105 | gh-selvage-lab-selvagemcp · ai-agentsalso listed as selvage | LLM-based code review with AST-powered smart context extraction. | 36 stars · 8 forks | No one-command install · Source | |
| 103 | 82.607 | buildmcp · back-end | Integrates with build and deployment systems through HTTP-based APIs to enable CI/CD operations, pipeline management, and automated deployment… | 30 stars · 10 forks | No one-command install · Source | |
| 104 | 82.585 | currents-test-resultsmcp · devops | Provides a bridge to Currents test results platform, enabling AI to analyze failing tests, optimize test suites, and troubleshoot CI/CD pipeline… | 20 stars · 14 forks | No one-command install · Source | |
| 105 | 82.335 | pinescript-mcp-documentation-servermcp · back-end | AI-optimized MCP server for PineScript v6 development, providing comprehensive documentation access, style guide adherence, and code review… | 28 stars · 11 forks | No one-command install · Source | |
| 106 | 82.251 | arvindand-maven-tools-mcpmcp · other | Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison… | 32 stars · 8 forks | No one-command install · Source | |
| 106 | 82.251 | pzalutski-sharplensmcp · other | 62 semantic C# and .NET analysis tools via Roslyn for navigation, refactoring, and code generation. | 32 stars · 8 forks | No one-command install · Source | |
| 108 | 82.098 | codexmcpmcp · back-end | A FastMCP server that wraps OpenAI Codex CLI to provide AI-powered code generation, refactoring, and documentation via a standardized API. | 60 stars · 3 forks | No one-command install · Source | |
| 109 | 81.972 | praneybehl-claude-code-reviewmcp · ai-agents | Provides a server for obtaining structured and freeform code reviews from OpenAI, Google, and Anthropic models with support for project context… | 33 stars · 7 forks | No one-command install · Source | |
| 110 | 81.926 | kashuncheng-dapmcp · other | Bridges debugging tools with AI systems through the Debug Adapter Protocol, enabling debugger control, breakpoint management, and program state… | 40 stars · 5 forks | No one-command install · Source | |
| 111 | 81.672 | robertheadley-chrome-debugmcp · browser | Provides powerful browser control capabilities through Chrome DevTools Protocol and Puppeteer, enabling advanced web automation, scraping, and testing… | 45 stars · 4 forks | No one-command install · Source | |
| 112 | 81.349 | vue-mcp-nextmcp · front-end | Enables real-time debugging and state manipulation of Vue.js applications through MCP protocol, integrating with Vue DevTools to access component… | 43 stars · 4 forks | No one-command install · Source | |
| 113 | 81.343 | sniperrich-recafmcp · other | Bridges Recaf 4.x Java bytecode editor with decompilation, bytecode analysis, call graph exploration, JASM assembly, and workspace management. | 33 stars · 6 forks | No one-command install · Source | |
| 113 | 81.343 | jlink-mcp-servermcp · ai-agents | An MCP server that provides comprehensive debugging capabilities for J-Link debuggers, enabling memory, flash, register, and RTT operations through AI… | 33 stars · 6 forks | No one-command install · Source | |
| 115 | 81.199 | heilgar-shadcn-uimcp · front-end | Provides tools for managing and installing shadcn/ui components directly through assistants, enabling efficient component discovery, documentation… | 25 stars · 10 forks | No one-command install · Source | |
| 116 | 81.091 | gossipcatmcp · ai-agents | Enables multi-agent code review with cross-verification of findings against source code, catching hallucinations and improving agent accuracy over… | 41 stars · 4 forks | No one-command install · Source | |
| 117 | 80.783 | proofflow-mcp-servermcp · back-end | Enables AI coding agents to record auditable work ledgers with evidence chains, from contract to proof packet, via MCP tools for file scanning, code… | 48 stars · 3 forks | No one-command install · Source | |
| 118 | 80.473 | itshare4u-agent-knowledgemcp · search | Provides knowledge management capabilities through Elasticsearch integration, file system operations, and Git/SVN version control with 31 specialized… | 27 stars · 7 forks | No one-command install · Source | |
| 119 | 79.931 | d4n-sec-jdi-debuggermcp · observability | Connects to running Java applications via JDWP for real-time debugging with breakpoint management, variable inspection, step execution control, and… | 30 stars · 5 forks | No one-command install · Source | |
| 120 | 79.313 | vertexstudio-developermcp · ai-agents | Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities | 21 stars · 9 forks | No one-command install · Source | |
| 121 | 79.123 | egorpavlikhin-roslyn-analyzermcp · other | Provides C# code analysis capabilities by leveraging the Microsoft Roslyn compiler platform to validate syntax, find references, and run recommended… | 31 stars · 4 forks | No one-command install · Source | |
| 122 | 79.113 | topos-mcpmcp · ai-agents | Topos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters… | 27 stars · 5 forks | No one-command install · Source | |
| 122 | 79.113 | fgforrest-java-debuggermcp · back-end | Gives AI agents full Java debugger control via JDWP with 40 tools for breakpoints, expression evaluation, and value mutation. | 27 stars · 5 forks | No one-command install · Source | |
| 122 | 79.113 | saiprashanths-code-analysismcp · other | Integrates code analysis with scraping capabilities to enable code review, static analysis, and automated refactoring suggestions for development… | 27 stars · 5 forks | No one-command install · Source | |
| 125 | 79.061 | raye-deng-open-code-reviewmcp · back-end | AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD… | 37 stars · 3 forks | No one-command install · Source | |
| 126 | 78.613 | roku-dev-studio-mcp-servermcp · observability | All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging… | 29 stars · 4 forks | No one-command install · Source | |
| 127 | 78.522 | amirsina-mandegari-gitlabmcp · back-end | Integrates with GitLab's API to provide merge request management, code review workflows, and branch-based development operations through tools for… | 25 stars · 5 forks | No one-command install · Source | |
| 128 | 78.510 | beycom-onetool-mcpmcp · back-end | One MCP server with 100+ developer tools including Brave, Gemini, Excel, files, database, and DevTools. | 23 stars · 6 forks | No one-command install · Source | |
| 129 | 78.374 | yougile-mcp-servermcp · back-end | Enables AI agents and developer tools to interact programmatically with Yougile workspace, supporting project, task, user, board, and column… | 19 stars · 9 forks | No one-command install · Source | |
| 130 | 78.238 | kjozsa-jenkinsmcp · devops | Integrates with Jenkins CI/CD operations, enabling job listing, build triggering, and status checking for streamlined DevOps automation and pipeline… | 10 stars · 11 forks | No one-command install · Source | |
| 131 | 78.079 | epl-mcpmcp · back-end | # EPL Language MCP Server The official Model Context Protocol (MCP) server for the EPL (English Programming Language) ecosystem. This server provides… | 27 stars · 4 forks | No one-command install · Source | |
| 132 | 77.779 | data-olympus-mcp-servermcp · back-end | Provides a single-writer MCP server for a governance-grade knowledge base of markdown documents with version control and query capabilities. | 23 stars · 5 forks | No one-command install · Source | |
| 133 | 77.488 | dphoeniixx-djebmcp · other | Integrates with JEB decompiler through a Python-Jython bridge to enable direct Android APK analysis, method decompilation, code element manipulation… | 25 stars · 4 forks | No one-command install · Source | |
| 133 | 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 | |
| 135 | 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 | |
| 136 | 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 | |
| 137 | 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 | |
| 138 | 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 | |
| 139 | 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 | |
| 140 | 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 | |
| 141 | 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 | |
| 142 | 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 | |
| 143 | 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 | |
| 144 | 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 | |
| 145 | 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 | |
| 146 | 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 | |
| 147 | 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 | |
| 148 | 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 | |
| 148 | 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 | |
| 150 | 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 | |
| 151 | 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 | |
| 152 | 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 | |
| 153 | 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 | |
| 154 | 74.139 | ariklapid-pyslangmcp · back-endalso listed as pyslang-mcp | MCP server providing 10 compiler-backed read-only analysis tools for Verilog and SystemVerilog projects. | 20 stars · 3 forks | No one-command install · Source | |
| 154 | 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 | |
| 157 | 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 | |
| 158 | 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 | |
| 159 | 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 | |
| 160 | 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 | |
| 161 | 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 | |
| 162 | 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 | |
| 162 | 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 | |
| 164 | 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 | |
| 165 | 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 | |
| 166 | 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 | |
| 167 | 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 | |
| 167 | 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 | |
| 169 | 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 | |
| 170 | 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 | |
| 171 | 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 | |
| 172 | 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 | |
| 173 | 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 | |
| 174 | 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 | |
| 175 | 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 | |
| 176 | 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 | |
| 177 | 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 | |
| 178 | 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 | |
| 179 | 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 | |
| 180 | 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 | |
| 181 | 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 | |
| 182 | 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 | |
| 183 | 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 | |
| 184 | 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 | |
| 184 | 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 | |
| 186 | 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 | |
| 186 | 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 | |
| 188 | 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 | |
| 189 | 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 | |
| 190 | 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 | |
| 190 | 68.715 | j04n-f-woodpecker-cimcp · devopsalso listed as woodpecker-mcp | 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 | |
| 193 | 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 | |
| 194 | 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 | |
| 195 | 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 | |
| 195 | 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 | |
| 197 | 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 | |
| 198 | 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 | |
| 199 | 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 | |
| 200 | 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 |
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.