Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 22.557 | js-development-mcp-servermcp · back-end | A Model Context Protocol server for JavaScript/TypeScript development, providing tools to run scripts, tests, builds, and dependency management with… | 1 star | No one-command install · Source | |
| 2 | 22.557 | gemini-code-review-mcpmcp · back-end | AI-powered code review server that analyzes git diffs and PRs with context from project guidelines and task lists. Supports integration with Claude… | 1 star | No one-command install · Source | |
| 3 | 22.557 | matterai-mcp-servermcp · back-end | Enables code reviews, implementation planning, and pull request generation for AI agents in IDEs like Cursor and Windsurf. | 1 star | No one-command install · Source | |
| 4 | 22.557 | peterpan-mu-testmcp · back-end | Testing framework for MCP servers that provides connection verification, capability discovery, and tool execution validation through TypeScript-based… | 1 star | No one-command install · Source | |
| 5 | 22.557 | pr-splitter-mcpmcp · back-end | An MCP server that intelligently splits large pull requests into multiple smaller ones for improved code review and KPI tracking, integrating… | 1 star | No one-command install · Source | |
| 6 | 22.557 | nestjs-mcp-servermcp · back-end | A production-ready NestJS backend template with built-in MCP server enabling AI agents to query your data via standardized protocol, featuring RAG… | 1 star | No one-command install · Source | |
| 7 | 22.557 | builder-proj-mcp-servermcp · back-end | A unified MCP server for scaffolding project structures across multiple frameworks including Spring Boot, React, Vue, Next.js, FastAPI, Django, Flask… | 1 star | No one-command install · Source | |
| 8 | 22.557 | chrome-devtools-slimmcp · back-end | A token-optimized MCP server that groups Chrome Devtools tools into 8 semantic operations, reducing context window tokens by 69.5% while preserving… | 1 star | No one-command install · Source | |
| 9 | 22.557 | toolcallmcp · back-end | Enables creating MCP (Model Context Protocol) servers with zero boilerplate, full TypeScript support, and multiple transports (stdio and HTTP). | 1 star | No one-command install · Source | |
| 10 | 22.557 | yashkashte5-codelensmcp · back-end | Integrates with GitHub API and Libraries.io to provide intelligent code search, dependency health checking across multiple package managers, and… | 1 star | No one-command install · Source | |
| 11 | 22.557 | gerrit-mcp-servermcp · back-end | An MCP server that enables language models to query and manage Gerrit code reviews via the REST API. | 1 star | No one-command install · Source | |
| 12 | 22.557 | chrome-debugger-mcpmcp · back-end | Enables AI agents to attach to Chrome tabs, set breakpoints, inspect scope variables, evaluate expressions, and step through code using Chrome… | 1 star | No one-command install · Source | |
| 13 | 22.557 | jenkins-mcp-server-2mcp · back-end | Provides Jenkins CI/CD integration for AI assistants through the Model Context Protocol, enabling job management, build control, and system… | 1 star | No one-command install · Source | |
| 14 | 22.557 | drone-mcp-servermcp · back-end | Enables to interact with Drone CI/CD for managing repositories, builds, cron jobs, secrets, and users. | 1 star | No one-command install · Source | |
| 15 | 22.557 | ps-mcpmcp · back-end | An MCP server for PowerSchool plugin developers, providing read/write access to plugin workspaces, scaffolding, validation, packaging, and access to… | 1 star | No one-command install · Source | |
| 16 | 22.557 | js-reverse-mcpmcp · back-end | A Chrome DevTools Protocol-based MCP server that enables AI coding assistants to control browsers for JavaScript debugging, reverse engineering, web… | 1 star | No one-command install · Source | |
| 17 | 22.557 | mcp-code-review-servermcp · back-end | A code review tool that generates detailed HTML review documents by comparing branches or commits, with author filtering and intelligent analysis. | 1 star | No one-command install · Source | |
| 18 | 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 | |
| 19 | 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 | |
| 20 | 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 | |
| 21 | 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 | |
| 22 | 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 | |
| 23 | 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 | |
| 24 | 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 | |
| 25 | 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 | |
| 26 | 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 | |
| 27 | 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 | |
| 28 | 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 | |
| 29 | 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 | |
| 30 | 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 | |
| 31 | 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 | |
| 32 | 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 | |
| 33 | 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 | |
| 34 | 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 | |
| 35 | 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 | |
| 36 | 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 | |
| 37 | 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 | |
| 38 | 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 | |
| 39 | 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 | |
| 40 | 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 | |
| 41 | 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 | |
| 42 | 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 | |
| 43 | 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 | |
| 44 | 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 | |
| 45 | 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 | |
| 46 | 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 | |
| 47 | 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 | |
| 48 | 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 | |
| 49 | 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 | |
| 50 | 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 | |
| 51 | 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 | |
| 52 | 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 | |
| 53 | 38.412 | paiml-pforgemcp · back-end | Zero-boilerplate framework for building MCP servers with declarative YAML configuration | 3 stars | No one-command install · Source | |
| 54 | 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 | |
| 55 | 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 | |
| 56 | 41.082 | ryudi84-sovereign-apimcp · back-end | REST API boilerplate generation with Express endpoint scaffolding. | 1 star · 2 forks | No one-command install · Source | |
| 57 | 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 | |
| 58 | 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 | |
| 59 | 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 | |
| 60 | 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 | |
| 61 | 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 | |
| 62 | 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 | |
| 63 | 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 | |
| 64 | 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 | |
| 65 | 46.654 | kondukt-devmcp · back-end | MCP developer toolkit for testing, validating, debugging, and scaffolding MCP servers, with self-hosted MCP server capabilities. | 5 stars | No one-command install · Source | |
| 66 | 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 | |
| 67 | 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 | |
| 68 | 46.654 | gaiia-expert-proxy-mcp-servermcp · back-end | MCP server for high-fidelity code audits, refactoring, and architectural analysis using specialized Proxy Experts. | 5 stars | No one-command install · Source | |
| 69 | 46.654 | dapooleygmailcom-gaiiamcp · back-end | 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 | |
| 70 | 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 | |
| 71 | 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 | |
| 72 | 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 | |
| 73 | 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 | |
| 74 | 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 | |
| 75 | 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 | |
| 76 | 49.118 | ofershap-mcp-server-github-actionsmcp · back-end | GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD. | 4 stars · 1 fork | No one-command install · Source | |
| 77 | 49.118 | grok-build-bridgemcp · back-end | An MCP server that wraps the local Grok Build CLI, enabling Codex to delegate code reviews, bounded coding tasks, and setup diagnostics to Grok for a… | 4 stars · 1 fork | No one-command install · Source | |
| 78 | 51.401 | axe-mcp-servermcp · back-end | Axe DevTools for Web accessibility testing. | 7 stars | No one-command install · Source | |
| 79 | 52.135 | avisangle-jenkins-mcp-servermcp · back-end | Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP… | 4 stars · 2 forks | No one-command install · Source | |
| 80 | 52.498 | godbolt-compiler-explorer-mcpmcp · back-end | Enables compiling source code and exploring assembly outputs via the Godbolt Compiler Explorer API. Supports multiple languages, compilers, and… | 5 stars · 1 fork | No one-command install · Source | |
| 81 | 52.498 | claude-gemini-mcp-integration-servermcp · back-end | Bridges Claude Code and Google's Gemini AI models to enable AI-to-AI collaboration for code reviews, brainstorming, and direct questions. | 5 stars · 1 fork | No one-command install · Source | |
| 82 | 52.498 | jcr82-brunomcp · back-end | Integrates with Bruno CLI to provide API testing capabilities including request execution, collection management, environment handling, and automated… | 5 stars · 1 fork | No one-command install · Source | |
| 83 | 52.498 | mvtandas-wp-cli-mcpmcp · back-end | Full WordPress management via WP-CLI with 30+ tools for themes, plugins, posts, menus, users, database, scaffolding, and cache. Works locally or over… | 5 stars · 1 fork | No one-command install · Source | |
| 84 | 53.186 | htmx-mcpmcp · back-end | Chrome DevTools-based server for debugging and interacting with HTMX-powered web applications. | 8 stars | No one-command install · Source | |
| 85 | 54.833 | jmerelnyc-deep-contextmcp · back-end | Analyzes TypeScript and JavaScript codebases using the compiler API to build a complete symbol graph for semantic code navigation and cross-reference… | 9 stars | No one-command install · Source | |
| 86 | 55.168 | jenkins-ai-optimizermcp · back-end | Enterprise-grade MCP server for Jenkins CI/CD integration that enables AI assistants to diagnose build failures, analyze pipelines, and search logs… | 6 stars · 1 fork | No one-command install · Source | |
| 87 | 55.168 | sumo-qamcp · back-end | An MCP server that brings senior-QA discipline to AI coding assistants, enabling test planning, TDD, mutation testing, and code review. | 6 stars · 1 fork | No one-command install · Source | |
| 88 | 55.515 | diffpilotmcp · back-end | A local AI code review MCP server that provides tools for pre-PR review, diff analysis, secret scanning, and commit message generation, all running… | 5 stars · 2 forks | No one-command install · Source | |
| 89 | 57.245 | xcodebazelmcpmcp · back-end | A comprehensive MCP server and CLI for Bazel-based Apple platform development, providing 112 tools across 19 workflow categories for building… | 7 stars · 1 fork | No one-command install · Source | |
| 90 | 57.364 | harunraseed07-adc-enterprise-orchestrationmcp · back-end | Enterprise orchestration system that intelligently routes queries to specialized servers for text analysis, code review, sentiment analysis, and… | 5 stars · 3 forks | No one-command install · Source | |
| 91 | 57.729 | jenkins-server-mcpmcp · back-end | Enables AI assistants to interact with Jenkins CI/CD servers, including checking build status, triggering builds, and retrieving build logs. | 7 forks | No one-command install · Source | |
| 92 | 58.185 | vish288-gitlabmcp · back-end | Comprehensive GitLab API integration with 83 tools across projects, merge requests, pipelines, CI/CD variables, approvals, and code reviews for Cloud… | 6 stars · 2 forks | No one-command install · Source | |
| 93 | 58.185 | mcp-gitlabmcp · back-end | MCP server for the GitLab REST API providing tools to manage projects, merge requests, pipelines, CI/CD variables, approvals, issues, and code… | 6 stars · 2 forks | No one-command install · Source | |
| 94 | 58.185 | trinitycore-mcp-servermcp · back-end | Enterprise-grade MCP server with 107 tools for TrinityCore bot development, game data access, AI code review, performance profiling, and a full web… | 6 stars · 2 forks | No one-command install · Source | |
| 95 | 59.814 | copilot-mcp-servermcp · back-end | Connects MCP-enabled editors to GitHub Copilot CLI for non-interactive code analysis, batch processing, and code review. | 5 stars · 4 forks | No one-command install · Source | |
| 96 | 60.262 | linuxsuren-atestmcp · back-end | API testing framework with Mock Server capabilities | 7 stars · 2 forks | No one-command install · Source | |
| 97 | 60.677 | clasp-enhanced-mcp-servermcp · back-end | Provides comprehensive management of Google Apps Script projects via clasp CLI, enabling AI assistants to create, clone, deploy, and run scripts with… | 9 stars · 1 fork | No one-command install · Source | |
| 98 | 60.677 | agent-debuggermcp · back-end | Enables AI agents to investigate backend incidents by executing runbooks that gather evidence from observability and storage systems. | 9 stars · 1 fork | No one-command install · Source | |
| 99 | 60.677 | cities2-mcpmcp · back-end | Local MCP server for Cities: Skylines II that provides a searchable wiki corpus, curated research reports, and in-game encyclopedia for answering… | 9 stars · 1 fork | No one-command install · Source | |
| 100 | 63.155 | grok-build-mcpmcp · back-end | MCP server that wraps the Grok CLI to enable code review, adversarial testing, and chat with xAI's Grok model, integrating into any MCP host as a peer… | 11 stars · 1 fork | 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.