Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 32.223 | dsbissett-excel-webview2mcp · browseralso listed as excel-webview2-mcp | Bridge Claude Code to Excel add-ins running in WebView2 via Chrome DevTools Protocol. | 2 stars | No one-command install · Source | |
| 401 | 32.223 | cartapenabark-dotnet-analyzermcp · other | Deep C# code analysis using Microsoft's Roslyn compiler platform. | 2 stars | No one-command install · Source | |
| 401 | 32.223 | hayodev-safari-devtoolsmcp · browseralso listed as safari-devtools-mcp | Control and debug live Safari browsers on macOS from AI coding agents. | 2 stars | No one-command install · Source | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 430 | 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 | |
| 441 | 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 | |
| 441 | 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 | |
| 441 | 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 | |
| 441 | 23.374 | gitlab-duo-mcp-bridgemcp · ai-agents | Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get structured Duo reviews via duo_review. | 1 fork | No one-command install · Source | |
| 441 | 23.374 | hello-world-mcpmcp · back-end | A simple Model Context Protocol server that provides a hello world greeting tool, serving as a boilerplate template for quickly creating new MCP… | 1 fork | No one-command install · Source | |
| 441 | 23.374 | mcp-code-reviewermcp · ai-agents | Enables AI-powered code review and improvement, including analysis, refactoring suggestions, and automatic test generation, with an optional agentic… | 1 fork | No one-command install · Source | |
| 441 | 23.374 | leobuskin-jetbrains-idemcp · other | Bridges Large Language Models with JetBrains IDEs to enable intelligent code completion, automated refactoring, and context-aware documentation… | 1 fork | No one-command install · Source | |
| 448 | 22.557 | modwiremcp · back-end | Provides a tool to inspect and execute actions on a scaffolding API through Siren hypermedia links, enabling management of scaffolding resources… | 1 star | No one-command install · Source | |
| 448 | 22.557 | decisionssearchmcp · ai-agents | Provides persistent hybrid memory (Neo4j + Qdrant) for AI agents, enabling durable recall of decisions, business rules, and code patterns across… | 1 star | No one-command install · Source | |
| 448 | 22.557 | greybeardmcp · front-end | An MCP server that provides AI-powered code review and architecture analysis, simulating the perspective of an experienced staff engineer. It… | 1 star | No one-command install · Source | |
| 448 | 22.557 | live-mcpmcp · browser | Enables AI agents to declaratively control web pages using real mouse and keyboard events via Chrome DevTools Protocol, without executing page… | 1 star | No one-command install · Source | |
| 448 | 22.557 | mcp-rn-devtoolsmcp · front-end | This MCP server enables real-time debugging and inspection of running React Native apps, providing access to console logs, errors, network requests… | 1 star | No one-command install · Source | |
| 448 | 22.557 | devflow-mcp-servermcp · back-end | MCP server that integrates DevFlow with AI code assistants to enforce structured development workflows including planning, task tracking, and code… | 1 star | No one-command install · Source | |
| 448 | 22.557 | devreview-mcp-servermcp · back-end | MCP server for AI-assisted code review, enabling integration with the DevReview tool. | 1 star | No one-command install · Source | |
| 448 | 22.557 | weavatrix-refactormcp · other | Provides read-only code analysis and safe, reversible code refactoring with proven edit plans, previews, and rollback. | 1 star | No one-command install · Source | |
| 448 | 22.557 | harness-bridgemcp · ai-agents | Bridges Claude Code and OpenAI Codex through MCP, allowing cross-harness querying, code review, explanation, and implementation delegation. | 1 star | No one-command install · Source | |
| 448 | 22.557 | lyrenthmcp · otheralso listed as lyrenth-mcp | Read any public web page as a clean AIDocument: Markdown plus title, description, and structure, with navigation and boilerplate stripped. Reads… | 1 star | No one-command install · Source | |
| 448 | 22.557 | deskcert-mcp-servermcp · back-end | Exposes a run_suite tool to evaluate whether an AI agent is safe to operate internal web apps, scoring task completion and forbidden-action violations… | 1 star | No one-command install · Source | |
| 448 | 22.557 | java-jar-decompiler-reverse-engineering-mcp-servermcp · back-end | Enables decompilation and reverse engineering of Java JAR files through multi-engine decompilation, candidate evaluation, Maven project structuring… | 1 star | No one-command install · Source | |
| 448 | 22.557 | israel-hiking-mcpmcp · back-end | An unofficial, read-only MCP server exposing Israel Hiking Map data, currently in early scaffolding with only a placeholder ping tool. | 1 star | No one-command install · Source | |
| 448 | 22.557 | gitlmcp · ai-agents | AI code reviews and git activity digests with machine-readable risk scoring, available as an MCP server for use within an agent session. | 1 star | No one-command install · Source | |
| 448 | 22.557 | hg-mcp-servermcp · github-vcs | Enables AI assistants to interact with Mercurial repositories, supporting version control operations like cloning, committing, branching, merging, and… | 1 star | No one-command install · Source | |
| 448 | 22.557 | webloom-enginemcp · browser | MCP server giving AI agents 86 tools for browser automation via Chrome DevTools Protocol, including navigation, click/fill ladders, network… | 1 star | No one-command install · Source | |
| 448 | 22.557 | antigravity-mcpmcp · ai-agents | An MCP server that leverages Google Antigravity SDK and Gemini Enterprise Agent Platform to provide AI-driven code review and task execution via… | 1 star | No one-command install · Source | |
| 448 | 22.557 | cheaplanemcp · auth | Delegates replaceable grunt work (boilerplate, formatting, translation, long-document summarizing) from a premium agent to cheap models behind a local… | 1 star | No one-command install · Source | |
| 448 | 22.557 | clonstmcp · ai-agents | Enables adversarial code review by connecting Claude Code to OpenAI Codex, iterating until consensus is reached between the two AI models. | 1 star | No one-command install · Source | |
| 448 | 22.557 | codexmcp · ai-agents | Enables Grok Build to orchestrate the local Codex CLI for code reviews, adversarial reviews, task rescue, session transfer, and background job… | 1 star | No one-command install · Source | |
| 448 | 22.557 | fastmcp-python-boilerplatemcp · ai-agents | Provides a production-ready FastMCP Python server boilerplate with structured logging, rate limiting, and config validation for building MCP servers… | 1 star | No one-command install · Source | |
| 448 | 22.557 | text-file-read-and-refactor-mcpmcp · back-end | Token-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools. | 1 star | No one-command install · Source | |
| 448 | 22.557 | mcp-server-mcdevmcp · front-end | Enables AI assistants to search sfmc-devtools wiki offline, explain config concepts, walk component checklists, and list metadata types via mcdev. | 1 star | No one-command install · Source | |
| 448 | 22.557 | chrome-dev-mcpmcp · ai-agents | An MCP server that connects AI agents to a running Chrome tab via the Chrome DevTools Protocol (CDP), enabling runtime debugging and page inspection. | 1 star | No one-command install · Source | |
| 448 | 22.557 | byronwade-memoriamcp · github-vcs | Analyzes code dependencies through git forensics to prevent refactoring bugs | 1 star | No one-command install · Source | |
| 448 | 22.557 | arc-devtools-mcpmcp · browser | MCP server enabling AI agents to control and inspect Chrome/Arc browsers via DevTools, with Arc-specific tab reuse. | 1 star | No one-command install · Source | |
| 448 | 22.557 | kratos-mcp-servermcp · back-end | Enables AI assistants to drive Kratos Multiphysics finite element simulations end to end, including introspection, scaffolding, execution, and… | 1 star | No one-command install · Source | |
| 448 | 22.557 | diff-checker-line-by-line-text-comparisonmcp · back-end | Text diff comparison API for AI agents. Compare two texts line-by-line: additions, deletions, unchanged lines, and summary statistics… | 1 star | No one-command install · Source | |
| 448 | 22.557 | playwright-react-debug-mcpmcp · browser | Enables AI-assisted debugging of React applications by providing browser control, DOM inspection, network monitoring, React DevTools, and error… | 1 star | No one-command install · Source | |
| 448 | 22.557 | continuous-code-guardianmcp · ai-agents | AI-powered continuous code assistant for Cursor, VS Code, Antigravity, and Claude Code via MCP, providing tools for code review, testing… | 1 star | No one-command install · Source | |
| 448 | 22.557 | ver-andimcp · search | Context compiler for AI coding agents that indexes TypeScript codebases to extract and serve only the relevant symbols and files for a task, reducing… | 1 star | No one-command install · Source | |
| 448 | 22.557 | evernode-mcpmcp · devops | Enables AI agents to build, check, cost, and deploy HotPocket dApps on Evernode/Xahau by scaffolding deterministic contracts, checking determinism… | 1 star | No one-command install · Source | |
| 448 | 22.557 | proxima-centaurimcp · ai-agents | A local development gateway that routes AI queries through browser sessions or API keys, enabling free and private access to frontier LLMs within code… | 1 star | No one-command install · Source | |
| 448 | 22.557 | linkagentmcp · ai-agents | LinkAgent is a Python MCP server that extracts structured data from any website via Chrome DevTools Protocol. It features a plugin architecture with… | 1 star | No one-command install · Source | |
| 448 | 22.557 | idameshmcp · ai-agents | An MCP server that exposes IDA Pro's disassembler and Hex-Rays decompiler as tools and resources, enabling parallel binary analysis with multiple… | 1 star | No one-command install · Source | |
| 448 | 22.557 | spector-agent-mcpmcp · ai-agents | AI-first WebGL 1/2 debugging MCP server that attaches to Chrome via CDP, enables frame capture and diagnostic analysis, and collaborates with Chrome… | 1 star | No one-command install · Source | |
| 448 | 22.557 | corpus-kbmcp · search | Local end-to-end RAG system for agentic code editors, exposing retrieval-augmented generation via MCP to any compatible client. | 1 star | No one-command install · Source | |
| 448 | 22.557 | shareworker-code-review-mcpmcp · ai-agents | Deterministic code review MCP server that provides tools for file selection, rule matching, comment positioning, and reflection, ensuring stable… | 1 star | No one-command install · Source | |
| 448 | 22.557 | kimi-k3-mcpmcp · back-end | A read-only MCP server that gives Codex and other clients a Kimi K3 second opinion through OpenRouter, enabling algorithm review, code review, and… | 1 star | No one-command install · Source | |
| 448 | 22.557 | mcp-server-for-segger-rtt-via-j-linkmcp · back-end | Enables LLMs to interact with embedded devices by reading and writing Segger RTT data through a J-Link debugger. | 1 star | No one-command install · Source | |
| 448 | 22.557 | github-pr-reviewmcp · github-vcs | Enables LLM clients to list, read, review, and comment on GitHub pull requests, turning an AI assistant into a fully capable code reviewer. | 1 star | No one-command install · Source | |
| 448 | 22.557 | chrome-devtools-mcp-forkmcp · browser | Enables debugging of web applications by connecting Claude to Chrome's developer tools through MCP, allowing network monitoring, console inspection… | 1 star | No one-command install · Source | |
| 448 | 22.557 | llama-bridgemcp · ai-agents | MCP server that enables cloud models (like Gemini/Claude) to delegate coding tasks to a local llama.cpp server, preserving cloud usage limits through… | 1 star | No one-command install · Source | |
| 448 | 22.557 | phantomhandmcp · browser | A minimalist browser control engine that allows LLM agents to visually perceive and interact with web pages through the Chrome DevTools Protocol and… | 1 star | No one-command install · Source | |
| 448 | 22.557 | servicenow-dev-mcpmcp · comms | AI-powered ServiceNow developer toolkit for Claude Code with 116 tools covering script generation, code review, portal and catalog development… | 1 star | No one-command install · Source | |
| 448 | 22.557 | axe-devtools-mcpmcp · back-end | MCP server for axe-core accessibility audits. Enables scanning URLs or HTML for WCAG violations with impact levels and fix guidance. | 1 star | No one-command install · Source | |
| 448 | 22.557 | build-quality-mcpmcp · ai-agents | Enables Claude-powered pre-push code review, blocking bad commits by analyzing diffs with Anthropic's models. | 1 star | No one-command install · Source | |
| 448 | 22.557 | j-link-rtt-viewer-mcpmcp · observability | Enables AI assistants to interact with STM32 development boards via J-Link debugger using RTT communication, supporting connection, logging, memory… | 1 star | No one-command install · Source | |
| 448 | 22.557 | flarelink-mcpmcp · auth | Build on the Flarelink stack — Cloudflare auth (better-auth + KV sessions), D1, and R2 — from AI coding tools. Provides copy-paste code patterns and… | 1 star | No one-command install · Source | |
| 448 | 22.557 | mcp-firefoxmcp · browser | Connects to Firefox's Remote Debugging Protocol over TCP, exposing browser DevTools capabilities (JS evaluation, navigation, screenshots, network… | 1 star | No one-command install · Source | |
| 448 | 22.557 | ira-researchermcp · back-end | A powerful browser automation MCP server with 40 tools, stealth mode, ghost effects, and full DevTools access, enabling natural language control of… | 1 star | No one-command install · Source | |
| 448 | 22.557 | chatgpt-mcp-server-templatemcp · back-end | A boilerplate for building local Node.js MCP servers that integrate with ChatGPT Web UI, featuring mock OAuth and secure tunneling for instant… | 1 star | 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.