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 | 23.374 | dawnmcpmcp · ai-agents | A fully local, privacy-first MCP server that gives AI coding assistants deep repository intelligence with file-and-line-cited answers, persistent… | 1 fork | No one-command install · Source | |
| 102 | 23.374 | pcsx2-mcpmcp · ai-agents | A Windows-focused MCP server for controlling and debugging PCSX2 via GDB, offering emulator control, memory inspection, debugger operations… | 1 fork | No one-command install · Source | |
| 103 | 23.374 | agent-mcp-hubmcp · ai-agents | Bridges multiple CLI coding agents (Codex, Cursor, OpenCode, Claude, Antigravity) into any MCP client, enabling delegation of prompts, parallel… | 1 fork | No one-command install · Source | |
| 104 | 29.013 | dion-hagan-spinnakermcp · devops | Integrates with Spinnaker to enable AI-driven management of deployments, pipelines, and applications for enhanced CI/CD automation and orchestration. | 1 star · 1 fork | No one-command install · Source | |
| 105 | 29.013 | dependency-mcp-servermcp · back-end | A Model Context Protocol server for checking package versions and metadata across multiple package managers including npm, PyPI, Maven, NuGet… | 1 star · 1 fork | No one-command install · Source | |
| 106 | 29.013 | rope-mcp-servermcp · back-end | Provides Python refactoring capabilities via the Rope library, enabling AI agents to perform safe, project-wide code transformations such as renaming… | 1 star · 1 fork | No one-command install · Source | |
| 107 | 29.013 | ghidra-mcp-bridgemcp · ai-agents | A PyGhidra-based MCP server that exposes Ghidra's reverse engineering capabilities to AI agents, enabling binary analysis via tools like overview… | 1 star · 1 fork | No one-command install · Source | |
| 108 | 29.013 | kimi-mcp-servermcp · back-end | Bridges MCP clients to Moonshot AI's Kimi Code CLI, enabling file analysis, brainstorming, batch tasks, code reviews, and session management within… | 1 star · 1 fork | No one-command install · Source | |
| 109 | 29.013 | reforgerforge-mcpmcp · back-end | Enables AI-powered modding for Arma Reforger with 50 tools for API search, code generation, project scaffolding, and Workbench control. | 1 star · 1 fork | No one-command install · Source | |
| 110 | 29.013 | stackguide-mcpmcp · ai-agents | Dynamic context and active engineering workflow for AI coding assistants, enabling project-aware rules, code review, TDD, and delivery orchestration. | 1 star · 1 fork | No one-command install · Source | |
| 111 | 29.013 | adrianmikula-jakarta-migrationmcp · other | Automates Java EE to Jakarta EE migrations with dependency analysis, namespace refactoring from javax.* to jakarta.* packages, and runtime… | 1 star · 1 fork | No one-command install · Source | |
| 112 | 29.013 | dosbox-x-mcp-debuggermcp · ai-agents | This MCP server enables AI agents to inspect and control the native DOSBox-X debugger through bounded MCP tools, including breakpoint management… | 1 star · 1 fork | No one-command install · Source | |
| 113 | 29.013 | opencode-memorymcp · ai-agents | An MCP server providing semantic vector search, dual memory engines, and Git version control for AI clients, enabling persistent memory with recall… | 1 star · 1 fork | No one-command install · Source | |
| 114 | 29.013 | roslyn-backed-mcp-servermcp · back-end | Local-first MCP server for semantic C# analysis, navigation, validation, and refactoring using Roslyn on real .NET workspaces. | 1 star · 1 fork | No one-command install · Source | |
| 115 | 32.223 | miki-hoshizaki-magi-code-reviewmcp · ai-agents | Orchestrates code reviews through a distributed framework of three specialized agents (Melchior, Balthasar, and Casper) that evaluate submissions and… | 2 stars | No one-command install · Source | |
| 116 | 32.223 | mikhael-abdallah-azure-revisormcp · github-vcs | Enables automated code review workflows in Azure DevOps by retrieving pull request diffs and creating inline comments using personal access tokens. | 2 stars | No one-command install · Source | |
| 117 | 32.223 | angrysky56-creatormcp · back-end | Generates custom MCP servers through templates and workflows, enabling rapid prototyping and automated scaffolding of new server implementations with… | 2 stars | No one-command install · Source | |
| 118 | 32.223 | thealchemist6-codecompassmcp · github-vcs | Integrates with GitHub repositories and OpenRouter to provide deep codebase analysis, dependency mapping, code refactoring, component extraction, and… | 2 stars | No one-command install · Source | |
| 119 | 32.223 | artegy-gemini-climcp · front-end | Bridges code2prompt with Google's Gemini models to analyze entire codebases or specific components, providing architectural reviews, refactoring… | 2 stars | No one-command install · Source | |
| 120 | 32.223 | shaunie2fly-ndlovu-code-reviewermcp · github-vcs | Combines static analysis with Gemini CLI integration to automatically detect uncommitted JavaScript, TypeScript, and Vue file changes via git diff… | 2 stars | No one-command install · Source | |
| 121 | 32.223 | fitodomik-gitlabmcp · observability | Integrates with GitLab projects to provide merge request management, code review workflows, and CI/CD pipeline monitoring with tools for accessing… | 2 stars | No one-command install · Source | |
| 122 | 32.223 | ferdiangunawan-debate-agentmcp · ai-agents | Orchestrates competitive code review debates between CLI-based language models with deterministic scoring to generate merged recommendations and… | 2 stars | No one-command install · Source | |
| 123 | 32.223 | polybugger-mcpmcp · back-end | Multi-language MCP debugger for AI agents that supports Python, JavaScript/TypeScript, Go, Rust, and C/C++ with features like container debugging… | 2 stars | No one-command install · Source | |
| 124 | 32.223 | murugarajr-ohmmcp · other | AST-based Python refactoring and code quality analysis with safe automated refactorings and rollback | 2 stars | No one-command install · Source | |
| 125 | 32.223 | bkalafat-diffpilotmcp · github-vcs | Provides Git workflow tools for code review including diff analysis, PR generation, commit messages, and secret scanning | 2 stars | No one-command install · Source | |
| 126 | 32.223 | mnemographmcp · ai-agents | A persistent, event-sourced knowledge graph MCP server for AI coding agents that enables semantic search, tiered context retrieval, and git-based… | 2 stars | No one-command install · Source | |
| 127 | 32.223 | jl-codes-rp1-devmcp · devops | Manages RP1 spatial fabric environments, including fabric creation, universal fabric attachment, Network Service Object deployment, and project… | 2 stars | No one-command install · Source | |
| 128 | 32.223 | glean-connector-mcp-servermcp · back-end | An MCP server for AI-assisted Glean connector development, enabling scaffolding, schema mapping, code generation, and testing of Glean connectors… | 2 stars | No one-command install · Source | |
| 129 | 32.223 | inspector-mcpmcp · back-end | A Node.js debugger for AI agents that enables setting breakpoints, stepping through code, and inspecting variables via the Chrome DevTools Protocol. | 2 stars | No one-command install · Source | |
| 130 | 32.223 | yynps737-x64dbgmcp · ai-agents | AI control of x64dbg debugger via 92 tools for disassembly, memory, breakpoints, and symbol analysis. | 2 stars | No one-command install · Source | |
| 131 | 32.223 | nickvasilescu-orgo-chromemcp · browser | Provides DOM-level Chrome browser automation for Orgo virtual machines via Chrome DevTools Protocol with 16 tools. | 2 stars | No one-command install · Source | |
| 132 | 32.223 | safari-devtools-mcpmcp · browser | Lets your coding agent control and inspect a live Safari browser on macOS. Provides access to Safari DevTools for debugging, automation, and testing. | 2 stars | No one-command install · Source | |
| 133 | 32.223 | hayodev-safari-devtoolsmcp · browser | Control and debug live Safari browsers on macOS from AI coding agents. | 2 stars | No one-command install · Source | |
| 134 | 32.223 | cartapenabark-dotnet-analyzermcp · other | Deep C# code analysis using Microsoft's Roslyn compiler platform. | 2 stars | No one-command install · Source | |
| 135 | 32.223 | excel-webview2-mcpmcp · browser | Connects Claude Code to Microsoft Excel add-ins via the Chrome DevTools Protocol, enabling inspection, automation, and lifecycle management of add-ins… | 2 stars | No one-command install · Source | |
| 136 | 32.223 | dsbissett-excel-webview2mcp · browser | Bridge Claude Code to Excel add-ins running in WebView2 via Chrome DevTools Protocol. | 2 stars | No one-command install · Source | |
| 137 | 32.223 | vola-trebla-react-render-profilermcp · front-end | Decodes React DevTools Profiler exports into render summaries and memoization advice. | 2 stars | No one-command install · Source | |
| 138 | 32.223 | devtoolkit-mcp-servermcp · back-end | Provides AI assistants with 28 developer tools across file, git, code analysis, HTTP, and system domains, enabling tasks like file editing, repository… | 2 stars | No one-command install · Source | |
| 139 | 32.223 | us-all-datadogmcp · observability | Community MCP integration for Datadog, giving AI agents access to metrics, monitors, logs, APM, RUM, incidents, and CI/CD data. | 2 stars | No one-command install · Source | |
| 140 | 32.223 | zen-devtools-mcpmcp · back-end | Unofficial MCP server for Zen Browser DevTools, enabling AI assistants to inspect and control Zen via Gecko/WebDriver BiDi | 2 stars | No one-command install · Source | |
| 141 | 32.223 | zero-core-toolsmcp · ai-agents | Agent utility tools for web scraping, code review, content generation, and sentiment analysis. | 2 stars | No one-command install · Source | |
| 142 | 32.223 | quantconnectmcpmcp · back-end | MCP server providing 100% offline access to QuantConnect/Lean documentation with semantic search, code validation, repair, and scaffolding tools for… | 2 stars | No one-command install · Source | |
| 143 | 32.223 | ui-debugger-mcpmcp · browser | Enables AI agents to autonomously debug UIs by delegating high-level stories to a small agent that drives browsers or desktop apps and reports… | 2 stars | No one-command install · Source | |
| 144 | 32.223 | mshegolev-gitlab-cimcp · github-vcs | Manage GitLab CI/CD pipelines, schedules, merge requests, and repository files via the GitLab API. | 2 stars | No one-command install · Source | |
| 145 | 32.223 | engineering-matrix-explorermcp · search | Enables searching and browsing a curated matrix of 100+ engineering tools by name, tag, or use case, and retrieving ready-to-use boilerplate files for… | 2 stars | No one-command install · Source | |
| 146 | 32.223 | io-github-zengineco-gonzalgomcp · back-end | Enables auditing formal libraries (Lean 4/Mathlib and Metamath) to trace axiom dependencies, find theorems resting on sorry or compiler trust, and… | 2 stars | No one-command install · Source | |
| 147 | 32.223 | abap-mcpmcp · ai-agents | An offline MCP server for SAP ABAP that provides static analysis, ABAP Cloud readiness checks, and RAP scaffolding using abaplint, enabling AI agents… | 2 stars | No one-command install · Source | |
| 148 | 32.223 | mcp-chrome-debugger-protocolmcp · back-end | MCP server that lets AI coding tools control and observe a running Node.js process through the chrome devtools protocol (CDP), via a lightweight Debug… | 2 stars | No one-command install · Source | |
| 149 | 32.223 | leveretmcp · search | Self-hosted MCP engine for private code reviews, providing deterministic static analysis and AST-level search over diffs, with findings passed to a… | 2 stars | No one-command install · Source | |
| 150 | 35.443 | mcp-pptrmcp · browser | Provides browser automation and DevTools capabilities via Puppeteer, with Docker support for consistent environments. | 2 forks | No one-command install · Source | |
| 151 | 35.443 | datadog-mcp-server-2mcp · observability | A Model Context Protocol (MCP) server that provides comprehensive Datadog monitoring capabilities, enabling Claude to manage CI/CD pipelines, analyze… | 2 forks | No one-command install · Source | |
| 152 | 35.443 | tcsas-devtools-mcp-servermcp · back-end | Enables AI assistants to manage TCSAS miniprogram development tasks such as launching the IDE, previewing, and uploading miniprograms via natural… | 2 forks | No one-command install · Source | |
| 153 | 35.443 | ollama-code-mcpmcp · ai-agents | An MCP server that lets Claude Code delegate coding tasks such as code generation, review, refactoring, and test writing to a local Ollama instance… | 2 forks | No one-command install · Source | |
| 154 | 38.066 | inovexcorp-mobimcp · search | Integrates with Mobi knowledge management platform to enable semantic data operations including ontology management, SHACL shapes validation, catalog… | 2 stars · 1 fork | No one-command install · Source | |
| 155 | 38.066 | paparazzimcp · browser | MCP server that connects to your browser to capture screenshots, inspect console logs, network requests, and more via Chrome DevTools Protocol. | 2 stars · 1 fork | No one-command install · Source | |
| 156 | 38.066 | shellsage-ai-mcp-server-boilerplatemcp · ai-agents | Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration… | 2 stars · 1 fork | No one-command install · Source | |
| 157 | 38.066 | michaelcecil-kimi-code-reviewmcp · ai-agents | Consults Kimi AI as an adversarial code reviewer within Claude Code sessions. | 2 stars · 1 fork | No one-command install · Source | |
| 158 | 38.066 | antigravity-claude-mcpmcp · ai-agents | Allows Claude Code to request an independent code review from Google Antigravity (Gemini, Claude, or GPT-OSS) via the Antigravity CLI, providing a… | 2 stars · 1 fork | No one-command install · Source | |
| 159 | 38.066 | foaas-mcp-servermcp · github-vcs | A Docker-based MCP server that exposes humorous and explicit FOAAS operations for responding to development scenarios like bug reports, code reviews… | 2 stars · 1 fork | No one-command install · Source | |
| 160 | 38.066 | vectrmcp · back-end | Semantic codebase search + persistent working memory for AI code editors. Local, zero-config, MCP. No API key. | 2 stars · 1 fork | No one-command install · Source | |
| 161 | 38.066 | mcp-super-appmcp · ai-agents | MCP server for Claude Code that consolidates routine setup actions like project scaffolding, skills, landing page builds, guard hooks, images, and… | 2 stars · 1 fork | No one-command install · Source | |
| 162 | 38.412 | devtools-mcp-servermcp · back-end | A specialized MCP server focused on process management, development server control, and browser console log collection. | 3 stars | No one-command install · Source | |
| 163 | 38.412 | lininn-gitlab-code-reviewmcp · back-end | Integrates with GitLab's REST API to provide merge request analysis, diff comparison, review comment management, and approval workflows for… | 3 stars | No one-command install · Source | |
| 164 | 38.412 | react-native-expo-mcpmcp · front-end | An MCP server for React Native development with Expo, offering automated code remediation, refactoring, testing, and analysis tools to accelerate… | 3 stars | No one-command install · Source | |
| 165 | 38.412 | getcmd-spm-dependenciesmcp · search | Provides access to Swift Package Manager dependencies in Xcode and SPM projects with tools to search dependency source code, browse files, and list… | 3 stars | No one-command install · Source | |
| 166 | 38.412 | benkraus-dev-browsermcp · browser | Browser automation through Chrome DevTools Protocol with AI-friendly DOM snapshots, element targeting, and multi-tab management for web testing and… | 3 stars | No one-command install · Source | |
| 167 | 38.412 | actions-pulsemcp · observability | Real-time GitHub Actions observability with DORA Metrics, Cost Analysis, and CI/CD Health dashboards. | 3 stars | No one-command install · Source | |
| 168 | 38.412 | karellen-rr-reverse-debuggermcp · other | Integrates Mozilla's rr record-and-replay debugging tool with GDB for bidirectional debugging with breakpoint management, state inspection, and… | 3 stars | No one-command install · Source | |
| 169 | 38.412 | mantrakp04-tanstack-start-dev-toolmcp · ai-agents | Bridge TanStack Devtools with MCP-capable coding agents via WebSocket for local development inspection and debugging. | 3 stars | No one-command install · Source | |
| 170 | 38.412 | abnersajr-readeditmcp · back-end | Batch file read and edit MCP server that consolidates multi-file operations into single tool calls, reducing token usage by 80-95% for refactoring… | 3 stars | No one-command install · Source | |
| 171 | 38.412 | parasxos-cpp26-adaptermcp · ai-agents | C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC… | 3 stars | No one-command install · Source | |
| 172 | 38.412 | marin1321-devtoolsmcp · back-end | Production-grade MCP server providing AI-native developer tools across filesystem, database, process, and OpenAPI categories. | 3 stars | No one-command install · Source | |
| 173 | 38.412 | nishant-chaudhary5338-mcp-toolkitmcp · front-end | 9 MCP servers for React + TypeScript development automation — component scaffolding, dependency auditing, WCAG accessibility checking, test… | 3 stars | No one-command install · Source | |
| 174 | 38.412 | fastmcp-prompts-examplemcp · ai-agents | A tutorial demonstrating how to build reusable, parameterized MCP prompt templates using FastMCP, including patterns for research, summarization, and… | 3 stars | No one-command install · Source | |
| 175 | 38.412 | zendriver-mcpmcp · browser | Provides undetectable browser automation for LLM agents via MCP, enabling real Chrome interaction with stealth features, DOM accessibility, and… | 3 stars | No one-command install · Source | |
| 176 | 38.412 | bituq-zendrivermcp · browser | Undetectable browser automation MCP server using Chrome DevTools Protocol with bot detection bypass, token-efficient DOM, and 96+ tools. | 3 stars | No one-command install · Source | |
| 177 | 38.412 | rizin-mcpmcp · ai-agents | MCP server integrating Rizin reverse engineering, RzGhidra decompiler, and capa for binary analysis, enabling LLMs to open binaries, identify… | 3 stars | No one-command install · Source | |
| 178 | 38.412 | gh-hampsterx-codex-cli-bridgemcp · search | Expose Codex CLI code review, execution, search, and structured output via MCP. | 3 stars | No one-command install · Source | |
| 179 | 38.412 | oracle-forms-mcpmcp · other | Enables AI assistants to inspect and query Oracle Forms modules (blocks, triggers, program units, etc.) without Forms Builder, supporting reverse… | 3 stars | No one-command install · Source | |
| 180 | 38.412 | whenlabs-whenmcp · observability | Developer toolkit bundling six tools for documentation drift detection, environment validation, port conflict resolution, and performance monitoring. | 3 stars | No one-command install · Source | |
| 181 | 38.412 | ts-language-mcpmcp · search | Enables AI coding agents to interact with TypeScript projects through compiler-level code intelligence, providing tools for navigation, type… | 3 stars | No one-command install · Source | |
| 182 | 38.412 | paiml-pforgemcp · back-end | Zero-boilerplate framework for building MCP servers with declarative YAML configuration | 3 stars | No one-command install · Source | |
| 183 | 38.412 | megalinter-mcp-servermcp · back-end | Enables running MegaLinter linting, configuration, and analysis through MCP tools. Works with any CI/CD platform or locally. | 3 stars | No one-command install · Source | |
| 184 | 38.412 | lachesis-mcpmcp · ai-agents | Exposes Lachesis's code navigation tools over MCP, letting LLM agents ask precise compiler-level questions about dataflow, taint, callers, and guards… | 3 stars | No one-command install · Source | |
| 185 | 38.412 | mogacode-ma-elementor-agentmcp · ai-agents | Agency-grade multi-site WordPress Elementor management with safe edits, templates, and version control. | 3 stars | No one-command install · Source | |
| 186 | 41.082 | fastmcp-render-boilerplatemcp · back-end | A boilerplate MCP server built with Python and FastMCP, ready for deployment on Render, with example tools and logging. | 1 star · 2 forks | No one-command install · Source | |
| 187 | 41.082 | sugatraj-browser-toolsmcp · browser | Integrates with Chrome DevTools to provide browser debugging capabilities including console logs, network requests, screenshots, DOM inspection, and… | 1 star · 2 forks | No one-command install · Source | |
| 188 | 41.082 | kindly-software-kdbmcp · observability | AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free… | 1 star · 2 forks | No one-command install · Source | |
| 189 | 41.082 | ryudi84-sovereign-apimcp · back-end | REST API boilerplate generation with Express endpoint scaffolding. | 1 star · 2 forks | No one-command install · Source | |
| 190 | 41.082 | kimi-api-mcpmcp · back-end | MCP server that provides file operations and Moonshot API-powered tools (reasoning, code review, testing, research, web search, agent) for Kimi K2.5… | 1 star · 2 forks | No one-command install · Source | |
| 191 | 42.840 | jweathermcp · back-end | Integrates with weather data services to provide real-time conditions and forecasts through an asyncio-powered Python server with automated CI/CD… | 3 forks | No one-command install · Source | |
| 192 | 43.275 | dozzman-sonarcloudmcp · back-end | Integrates with SonarCloud API to fetch and analyze code quality issues for pull requests, providing detailed issue data with filtering by severity… | 4 stars | No one-command install · Source | |
| 193 | 43.275 | pr-mcp-servermcp · github-vcs | MCP server to automate Pull Request creation with AI. Analyzes Git branches, generates descriptions, titles, suggests reviewers, and performs code… | 4 stars | No one-command install · Source | |
| 194 | 43.275 | react-native-devtools-mcpmcp · front-end | Bridges React Native DevTools, enabling AI assistants to debug, profile, and inspect React Native applications through a standardized protocol. | 4 stars | No one-command install · Source | |
| 195 | 43.275 | silkyland-senior-consultmcp · ai-agents | Enables consultation with senior-level AI models (Claude, GPT, Gemini, DeepSeek, Z.ai) for expert technical guidance, code reviews, and architecture… | 4 stars | No one-command install · Source | |
| 196 | 43.275 | atlassian-bamboo-mcp-servermcp · devops | Enables AI assistants to interact with Atlassian Bamboo CI/CD, allowing natural language queries to check build status, fetch logs, trigger builds… | 4 stars | No one-command install · Source | |
| 197 | 43.275 | debugiummcp · front-end | A multi-language debugger with real-time web UI and 64 MCP tools for LLM-driven debugging, supporting Python, JavaScript, TypeScript, C/C++, Rust… | 4 stars | No one-command install · Source | |
| 198 | 43.275 | algiras-debugiummcp · other | Live debugger with bridge support for Python, JavaScript, TypeScript, Rust, Java, and C/C++. | 4 stars | No one-command install · Source | |
| 199 | 43.275 | refactor-mcpmcp · back-end | A Model Context Protocol (MCP) server for automated refactoring of Java and TypeScript/JavaScript codebases. | 4 stars | No one-command install · Source | |
| 200 | 43.275 | setswei-semaphoreuimcp · front-end | MCP server for managing Semaphore UI CI/CD projects, tasks, templates, and schedules. | 4 stars | 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.