Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 49.118 | electron-mcp-servermcp · back-end | Enables Electron app automation via Chrome DevTools Protocol (CDP), allowing MCP clients like Cursor or Claude Desktop to interact with Electron apps. | 4 stars · 1 fork | No one-command install · Source | |
| 301 | 49.118 | buildkite-mcp-servermcp · back-end | Enables interaction with Buildkite CI/CD to list organizations, pipelines, builds, jobs, and logs, as well as retry jobs. | 4 stars · 1 fork | No one-command install · Source | |
| 303 | 48.150 | vsc-as-mcpmcp · other | Enables AI assistants to leverage VS Code's language intelligence for code navigation, refactoring, and analysis via the MCP protocol. | 4 forks | No one-command install · Source | |
| 303 | 48.150 | vs4vijay-espressomcp · front-end | Integrates with Espresso testing framework to enable automated Android application testing through test execution, result analysis, and mobile UI… | 4 forks | No one-command install · Source | |
| 303 | 48.150 | haiven-mcp-servermcp · back-end | Connects AI tools to your organization's Haiven prompts, allowing seamless access to expert-crafted prompts for user stories, code reviews, and more… | 4 forks | No one-command install · Source | |
| 303 | 48.150 | copilot-studio-agent-direct-line-mcpmcp · back-end | Enables interaction with Microsoft Copilot Studio Agents through the Direct Line 3.0 API, allowing users to start conversations, send messages… | 4 forks | No one-command install · Source | |
| 307 | 47.273 | jaggerxtrm-qwen-codemcp · other | Bridges Qwen's code analysis capabilities through CLI integration, providing file-referenced queries with @filename syntax, automatic model fallback… | 3 stars · 2 forks | No one-command install · Source | |
| 307 | 47.273 | matthewdcage-vapi-voice-aimcp · search | Integrates Vapi's voice AI capabilities with code editors, enabling outbound calls, voice assistant management, and conversation transcript retrieval… | 3 stars · 2 forks | No one-command install · Source | |
| 307 | 47.273 | yu-ito-gitlab-reviewmcp · back-end | Integrates with GitLab's API to automate code review processes, enabling retrieval of merge request details and posting of discussion comments. | 3 stars · 2 forks | No one-command install · Source | |
| 310 | 46.654 | arch-optimizemcp · back-end | MCP server that provides tools for architecture analysis, risk diagnosis, quality metrics, and regression guarding to support AI-driven code review… | 5 stars | No one-command install · Source | |
| 310 | 46.654 | dapooleygmailcom-gaiiamcp · back-endalso listed as gaiia-expert-proxy-mcp-server | MCP server providing access to GAIIA Expert Proxy for AI-powered code audits, refactoring, architectural analysis, and multi-protocol API… | 5 stars | No one-command install · Source | |
| 310 | 46.654 | diffgatemcp · ai-agents | Diffgate MCP server acts as a code review engine, enabling AI coding agents to analyze and validate code diffs before application. It enhances AI… | 5 stars | No one-command install · Source | |
| 310 | 46.654 | mcp-debugger-nodemcp · back-end | MCP server for debugging Node.js programs through the V8 Inspector Protocol, allowing AI agents to set breakpoints, inspect variables, and step… | 5 stars | No one-command install · Source | |
| 310 | 46.654 | tentramcp · back-end | AI-native architecture platform MCP server for generating diagrams, detecting code drift, and scaffolding multi-framework projects. | 5 stars | No one-command install · Source | |
| 310 | 46.654 | ochen1-chrome-devtools-muxmcp · browser | Multiplex multiple MCP clients over a single shared Chrome instance with per-client tab isolation. | 5 stars | No one-command install · Source | |
| 310 | 46.654 | konduktmcp · ai-agentsalso listed as kondukt-dev | A developer toolkit for MCP servers that enables testing, validation, debugging, and scaffolding, and can be used as an MCP server for AI agents. | 5 stars | No one-command install · Source | |
| 310 | 46.654 | marshally-refactoringmcp · other | Access Martin Fowler's refactoring catalog with 71+ refactoring patterns | 5 stars | No one-command install · Source | |
| 320 | 44.256 | xbsl-mcpmcp · search | Enables AI agents to lint, search documentation, and perform metadata scaffolding for 1C:Element projects. | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | getmcpm-mcpmmcp · back-end | Package manager with trust scoring for searching, installing, and auditing MCP servers. | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | forge-thinkmcp · other | Multi-step adversarial forging engine for MCP that externalizes deep reasoning into structured tools, offering three modes (seq, chain, deliberate)… | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | local-llm-mcpmcp · ai-agents | Enables coding agents like Claude Code and Codex to offload boilerplate generation, summarization, and other bounded text tasks to local or cheap… | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | dsbissett-office-addinmcp · browser | Control Microsoft Office add-ins via WebView2 and Chrome DevTools Protocol with excel, page, and addin tools. | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | pingpongmcp · ai-agents | Pingpong is an MCP server for oh-my-pi that gives your AI agent a local code reviewer using a local LLM (llama.cpp) for automated code reviews after… | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | multi-agent-mcpmcp · ai-agents | Transforms your IDE into an autonomous multi-agent coding assistant that orchestrates complex codebase refactoring using LangGraph and LiteLLM. | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | toolpipe-mcp-servermcp · ai-agents | MCP server providing 35 developer utility APIs (JSON formatting, code review, password generation, etc.) for AI agents like Claude. | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | c4m3lblue-star-xray-cloudmcp · back-end | Integrates with Xray Cloud API to provide test management capabilities including test case creation, execution tracking, test planning, and JQL-based… | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | lighthouse-performancemcp · devops | Automates Google Lighthouse performance auditing with configurable device types and audit categories, providing Core Web Vitals analysis, critical… | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | devpilotmcp · devops | Automates VPS initialization and deployment workflows through SSH connections, providing tools for system setup, service installation, Nginx… | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | shaileshahuja-github-pr-commentsmcp · github-vcs | Integrates with GitHub's Pull Request system to fetch and analyze PR comments with their associated file paths, line ranges, and replies for seamless… | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | frstycodes-githubmcp · github-vcs | Integrates with GitHub repositories directly within the Zed editor, enabling code review, issue management, and repository exploration through a… | 3 stars · 1 fork | No one-command install · Source | |
| 320 | 44.256 | siddontang-tidb-aimcp · other | Integrates with TiDB AI to enable direct querying and response streaming within code editors through a lightweight Go-based bridge. | 3 stars · 1 fork | No one-command install · Source | |
| 334 | 43.498 | yawlabs-electronmcp · other | Development intelligence for Electron.js apps covering IPC scaffolding, security auditing, build tooling, and version migration guidance. | 2 stars · 2 forks | No one-command install · Source | |
| 334 | 43.498 | comet-mcp-servermcp · browser | Gives Claude a browser that thinks by connecting to Perplexity's Comet browser via Chrome DevTools Protocol, enabling AI-powered web search… | 2 stars · 2 forks | No one-command install · Source | |
| 334 | 43.498 | openshift-pipelines-tektonmcp · devops | Enables DevOps teams to start and monitor Tekton CI/CD pipelines in Kubernetes environments through natural language commands without requiring direct… | 2 stars · 2 forks | No one-command install · Source | |
| 337 | 43.275 | ast-mcp-servermcp · back-end | ast-mcp-server gives coding agents compact, type-aware access to TypeScript and JavaScript projects, providing structural code tools based on the real… | 4 stars | No one-command install · Source | |
| 337 | 43.275 | svn-agent-mcpmcp · github-vcs | Enables secure SVN version control operations via MCP, including status, diff, precommit checks, and guarded mutations, with a bundled Windows… | 4 stars | No one-command install · Source | |
| 337 | 43.275 | jvmsrcmcp · ai-agents | An MCP server that gives coding agents IDE-like access to JVM classpaths by querying the actual build tool, providing precise source code, signatures… | 4 stars | No one-command install · Source | |
| 337 | 43.275 | reqlymcp · back-end | API client with an MCP server. Your agent builds collections from your codebase, runs requests, writes e2e flows, and exports them to GitHub Actions… | 4 stars | No one-command install · Source | |
| 337 | 43.275 | drift-mcp-servermcp · github-vcs | Enables intent-driven version control on top of Git, turning commits into auditable intents with prompts, AST deltas, and signatures, and providing… | 4 stars | No one-command install · Source | |
| 337 | 43.275 | chrome-devtools-advanced-mcpmcp · browser | Enables AI assistants to control Chrome using real user profiles, providing undetectable automation with over 40 tools for navigation, data… | 4 stars | No one-command install · Source | |
| 337 | 43.275 | juspay-nix-chrome-devtoolsmcp · ai-agents | Nix-based launcher that auto-wires the Chrome DevTools MCP server into Claude Code, Codex, and other AI coding environments. | 4 stars | No one-command install · Source | |
| 337 | 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 | |
| 337 | 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 | |
| 337 | 43.275 | algiras-debugiummcp · otheralso listed as debugium | Live debugger with bridge support for Python, JavaScript, TypeScript, Rust, Java, and C/C++. | 4 stars | No one-command install · Source | |
| 337 | 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 | |
| 337 | 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 | |
| 337 | 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 | |
| 337 | 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 | |
| 337 | 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 | |
| 353 | 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 | |
| 354 | 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 | |
| 354 | 41.082 | ryudi84-sovereign-apimcp · back-end | REST API boilerplate generation with Express endpoint scaffolding. | 1 star · 2 forks | No one-command install · Source | |
| 354 | 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 | |
| 354 | 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 | |
| 354 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 38.412 | paiml-pforgemcp · back-end | Zero-boilerplate framework for building MCP servers with declarative YAML configuration | 3 stars | No one-command install · Source | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 38.412 | bituq-zendrivermcp · browseralso listed as zendriver-mcp | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 359 | 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 | |
| 383 | 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 | |
| 383 | 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 | |
| 383 | 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 | |
| 383 | 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 | |
| 383 | 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 | |
| 383 | 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 | |
| 383 | 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 | |
| 383 | 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 | |
| 391 | 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 | |
| 391 | 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 | |
| 391 | 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 | |
| 391 | 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 | |
| 395 | 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 | |
| 395 | 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 | |
| 395 | 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 | |
| 395 | 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 | |
| 395 | 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 | |
| 395 | 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 |
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.