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 | 96.759 | gdli6177-promptmcp · back-end | Provides pre-defined YAML prompts for common software development tasks as tools, including code review, refactoring, API documentation, test… | 247 stars · 156 forks | No one-command install · Source | |
| 2 | 96.487 | jasonjmcghee-claude-debuggermcp · back-end | Integrates with VS Code's debugging capabilities to enable interactive code debugging and expression evaluation. | 515 stars · 51 forks | No one-command install · Source | |
| 3 | 95.722 | dawncr0w-affinemcp · back-end | Integrates with AFFiNE workspaces through GraphQL and WebSocket connections to enable document operations, real-time collaboration, version control… | 269 stars · 70 forks | No one-command install · Source | |
| 4 | 95.092 | scriptedalchemy-devtools-debuggermcp · back-end | Provides full Chrome DevTools Protocol debugging capabilities for Node.js applications with breakpoint management, stepping controls, call stack… | 348 stars · 26 forks | No one-command install · Source | |
| 5 | 94.878 | mario-andreschak-abap-development-toolsmcp · back-end | Integrates ABAP Development Tools API to enable automated code reviews, intelligent transport management, and AI-assisted ABAP development. | 183 stars · 66 forks | No one-command install · Source | |
| 6 | 94.622 | restlessronin-llm-contextmcp · back-end | Streamlines code context sharing with LLMs by implementing smart file selection, code outlining, and multi-language support for efficient code reviews… | 306 stars · 22 forks | No one-command install · Source | |
| 7 | 94.100 | hyperdrive-nodejs-debuggermcp · back-end | Connects Claude Code to Node.js's Inspector Protocol for real-time debugging capabilities, enabling breakpoint setting, variable inspection, and code… | 303 stars · 17 forks | No one-command install · Source | |
| 8 | 92.786 | garc33-bitbucket-server-pull-request-managermcp · back-end | Integrates with Bitbucket's API to streamline pull request workflows, enabling efficient code reviews and automated PR management. | 66 stars · 47 forks | No one-command install · Source | |
| 9 | 92.402 | opencode-mcpmcp · back-end | Bridges MCP clients to OpenCode's headless API, enabling AI to delegate autonomous coding tasks like building features, debugging, and refactoring… | 127 stars · 23 forks | No one-command install · Source | |
| 10 | 92.399 | easy-code-readermcp · back-end | An MCP server for intelligently reading Java source code, supporting extraction from Maven dependencies and local projects with dual decompilers. | 155 stars · 17 forks | No one-command install · Source | |
| 11 | 91.717 | eric-tramel-slop-guardmcp · back-end | Rule-based prose linter that scores text 0-100 for formulaic AI writing patterns using compiled regex rules, with no LLM or API calls required. | 163 stars · 12 forks | No one-command install · Source | |
| 12 | 91.663 | hechtcarmel-jetbrains-debugger-mcp-pluginmcp · back-end | A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger. | 101 stars · 23 forks | No one-command install · Source | |
| 13 | 91.307 | ui5-mcp-servermcp · back-end | Enables AI agents to assist with UI5 application development by providing tools for project scaffolding, API reference lookup, code analysis, and… | 99 stars · 20 forks | No one-command install · Source | |
| 14 | 91.252 | 1c-buddymcp · back-end | MCP server providing tools for interacting with 1С:Напарник AI, including asking questions, syntax explanation, code review, and documentation search… | 100 stars · 19 forks | No one-command install · Source | |
| 15 | 91.019 | dap-debuggermcp · back-end | Integrates with DAP-compatible debuggers like Delve to provide comprehensive debugging session management including breakpoints, execution control… | 100 stars · 17 forks | No one-command install · Source | |
| 16 | 90.879 | mobilehackinglab-jadx-android-decompilermcp · back-end | A plugin for Jadx that exposes the MCP API, enabling intelligent navigation and automation of reverse engineering workflows — ideal for AI-assisted… | 104 stars · 15 forks | No one-command install · Source | |
| 17 | 90.826 | electron-debug-mcp-servermcp · back-end | Enables debugging of Electron applications through the Model Context Protocol, with deep integration of Chrome DevTools Protocol for process… | 83 stars · 23 forks | No one-command install · Source | |
| 18 | 90.009 | mcp-server-boilerplatemcp · back-end | Provides a simple addition tool and an API key retrieval tool, serving as a boilerplate for building MCP servers with Node.js. | 75 stars · 19 forks | No one-command install · Source | |
| 19 | 88.284 | rootly-ai-labs-rootlymcp · back-end | Integrates with Rootly's incident management API to enable real-time production incident resolution directly within code editors, focusing on core… | 45 stars · 23 forks | No one-command install · Source | |
| 20 | 87.650 | bitbucketmcp · back-end | Integrates with Bitbucket Cloud and Server APIs to manage pull request workflows including creation, updates, merging, branch management, code review… | 27 stars · 24 forks | No one-command install · Source | |
| 21 | 87.557 | gerrit-mcp-server-2mcp · back-end | Enables interaction with Gerrit code review system via REST API, allowing language models to query changes, retrieve details, and manage reviews. | 20 stars · 26 forks | No one-command install · Source | |
| 22 | 86.066 | bitrisemcp · back-end | Provides a bridge to the Bitrise CI/CD platform API, enabling mobile app development workflow management including builds, artifacts, and releases for… | 41 stars · 16 forks | No one-command install · Source | |
| 23 | 84.951 | kaboom-browser-ai-devtools-mcpmcp · back-end | MCP server for browser debugging, inspection, and verification that streams console logs, network errors, and user actions into AI coding assistants. | 65 stars · 5 forks | No one-command install · Source | |
| 24 | 84.481 | religa-multi-mcpmcp · back-end | Multi-model orchestration server with code review, compare, and debate tools | 35 stars · 13 forks | No one-command install · Source | |
| 25 | 84.318 | glean-remote-mcp-servermcp · back-end | Enables AI assistants and developer tools to securely access and interact with an organization's enterprise knowledge, documents, and people through… | 164 stars · 2 forks | No one-command install · Source | |
| 26 | 82.607 | buildmcp · back-end | Integrates with build and deployment systems through HTTP-based APIs to enable CI/CD operations, pipeline management, and automated deployment… | 30 stars · 10 forks | No one-command install · Source | |
| 27 | 82.335 | pinescript-mcp-documentation-servermcp · back-end | AI-optimized MCP server for PineScript v6 development, providing comprehensive documentation access, style guide adherence, and code review… | 28 stars · 11 forks | No one-command install · Source | |
| 28 | 82.098 | codexmcpmcp · back-end | A FastMCP server that wraps OpenAI Codex CLI to provide AI-powered code generation, refactoring, and documentation via a standardized API. | 60 stars · 3 forks | No one-command install · Source | |
| 29 | 80.783 | proofflow-mcp-servermcp · back-end | Enables AI coding agents to record auditable work ledgers with evidence chains, from contract to proof packet, via MCP tools for file scanning, code… | 48 stars · 3 forks | No one-command install · Source | |
| 30 | 79.113 | fgforrest-java-debuggermcp · back-end | Gives AI agents full Java debugger control via JDWP with 40 tools for breakpoints, expression evaluation, and value mutation. | 27 stars · 5 forks | No one-command install · Source | |
| 31 | 79.061 | raye-deng-open-code-reviewmcp · back-end | AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD… | 37 stars · 3 forks | No one-command install · Source | |
| 32 | 78.522 | amirsina-mandegari-gitlabmcp · back-end | Integrates with GitLab's API to provide merge request management, code review workflows, and branch-based development operations through tools for… | 25 stars · 5 forks | No one-command install · Source | |
| 33 | 78.510 | beycom-onetool-mcpmcp · back-end | One MCP server with 100+ developer tools including Brave, Gemini, Excel, files, database, and DevTools. | 23 stars · 6 forks | No one-command install · Source | |
| 34 | 78.374 | yougile-mcp-servermcp · back-end | Enables AI agents and developer tools to interact programmatically with Yougile workspace, supporting project, task, user, board, and column… | 19 stars · 9 forks | No one-command install · Source | |
| 35 | 78.079 | epl-mcpmcp · back-end | # EPL Language MCP Server The official Model Context Protocol (MCP) server for the EPL (English Programming Language) ecosystem. This server provides… | 27 stars · 4 forks | No one-command install · Source | |
| 36 | 77.779 | data-olympus-mcp-servermcp · back-end | Provides a single-writer MCP server for a governance-grade knowledge base of markdown documents with version control and query capabilities. | 23 stars · 5 forks | No one-command install · Source | |
| 37 | 76.745 | galaxyxieyu-api-testmcp · back-end | YAML-declarative API testing framework optimized for AI coding assistants | 23 stars · 4 forks | No one-command install · Source | |
| 38 | 75.737 | phabricator-mcpmcp · back-end | Enables AI assistants to interact with Phabricator tasks, code reviews, repositories, and more via the Conduit API. | 17 stars · 6 forks | No one-command install · Source | |
| 39 | 75.467 | mcp-java-decompiler-servermcp · back-end | Decompiles Java .class files, packages, and JARs into readable source code, enabling AI assistants to inspect Java bytecode. | 20 stars · 4 forks | No one-command install · Source | |
| 40 | 75.147 | brave-devtoolsmcp · back-end | MCP server that lets AI coding assistants control and inspect a live Brave browser using DevTools for automation, debugging, and performance analysis. | 28 stars · 2 forks | No one-command install · Source | |
| 41 | 74.488 | anthropic-compiler-explorermcp · back-end | Connects to Compiler Explorer API for listing programming languages, retrieving available compilers, and compiling source code with customizable… | 15 stars · 6 forks | No one-command install · Source | |
| 42 | 74.475 | codemagic-mcp-servermcp · back-end | A lightweight MCP server that provides seamless access to Codemagic CI/CD APIs, enabling natural language interaction with applications, builds… | 13 stars · 8 forks | No one-command install · Source | |
| 43 | 74.288 | mcp-refactor-typescriptmcp · back-end | A TypeScript/JavaScript refactoring MCP server that uses the TypeScript compiler to perform safe, type-aware code transformations such as renaming… | 12 stars · 8 forks | No one-command install · Source | |
| 44 | 74.286 | m-ahmed-elbeskeri-ultimatecodermcp · back-end | FastMCP server that enables comprehensive file system operations, code modifications, process management, and static analysis for automated code… | 14 stars · 7 forks | No one-command install · Source | |
| 45 | 74.139 | ariklapid-pyslangmcp · back-end | MCP server providing 10 compiler-backed read-only analysis tools for Verilog and SystemVerilog projects. | 20 stars · 3 forks | No one-command install · Source | |
| 46 | 73.424 | alosies-gitlabmcp · back-end | Integrates with GitLab's API to manage projects, issues, merge requests, pipelines, and CI/CD workflows with 22 specialized tools including pipeline… | 9 stars · 8 forks | No one-command install · Source | |
| 47 | 73.146 | mcp-prow-servermcp · back-end | Enables users to interact with Prow CI/CD systems, retrieving build logs and diagnosing PR build issues through natural language. | 5 stars · 9 forks | No one-command install · Source | |
| 48 | 72.926 | kasarlabs-cairo-codermcp · back-end | Integrates with the Cairo Coder API to provide expert-level Cairo and Starknet development assistance, enabling smart contract generation, code… | 14 stars · 5 forks | No one-command install · Source | |
| 49 | 72.301 | dedalus-mcp-documentation-servermcp · back-end | An MCP server that serves documentation and enables AI-powered search, Q\&A, and document analysis for developer tools and guides. | 4 stars · 9 forks | No one-command install · Source | |
| 50 | 72.060 | qckfx-node-debuggermcp · back-end | Provides Node.js debugging capabilities through Chrome DevTools Protocol, enabling breakpoint management, step-through execution, call stack… | 16 stars · 3 forks | No one-command install · Source | |
| 51 | 71.884 | vibe-debugmcp · back-end | Enables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting… | 27 stars · 1 fork | No one-command install · Source | |
| 52 | 71.333 | doctrinemcp · back-end | MCP server exposing 33 software engineering skills grounded in named primary standards, covering the development lifecycle from TDD and code review to… | 18 stars · 2 forks | No one-command install · Source | |
| 53 | 70.795 | mcp-easy-installermcp · back-end | A robust MCP server with tools to search, install, configure, repair, and uninstall MCP servers, automating setup and maintenance across multiple AI… | 17 stars · 2 forks | No one-command install · Source | |
| 54 | 68.715 | woodpecker-mcpmcp · back-end | MCP server that connects AI assistants to Woodpecker CI for debugging pipeline failures, analyzing build logs, and troubleshooting CI/CD… | 14 stars · 2 forks | No one-command install · Source | |
| 55 | 67.900 | undomcp · back-end | Provides checkpoint-based version control with intelligent undo functionality that tracks file changes, creates restoration points before… | 13 stars · 2 forks | No one-command install · Source | |
| 56 | 66.893 | reversecraft-devtools-mcpmcp · back-end | A powerful MCP server for browser debugging and reverse engineering, providing AI coding assistants with comprehensive browser automation, JavaScript… | 10 stars · 3 forks | No one-command install · Source | |
| 57 | 66.258 | gemini-code-assist-mcpmcp · back-end | An MCP server that integrates Google Gemini CLI with Claude Code for AI-powered development assistance, enabling code review, bug analysis, feature… | 8 stars · 5 forks | No one-command install · Source | |
| 58 | 65.543 | code-review-mcp-servermcp · back-end | Enables automated code review and GitHub PR commenting through MCP integration. | 9 stars · 3 forks | No one-command install · Source | |
| 59 | 64.619 | frisian-mcpmcp · back-end | An MCP gateway that automatically turns Django REST Framework ViewSets into callable MCP tools with zero boilerplate, featuring a token-efficient… | 6 stars · 5 forks | No one-command install · Source | |
| 60 | 64.134 | mcp-review-code-toolmcp · back-end | MCP server for code review using OpenRouter API. Supports local code review via MCP or web interface. | 12 stars · 1 fork | No one-command install · Source | |
| 61 | 63.896 | github-copilot-mcp-servermcp · back-end | Integrates GitHub Copilot CLI with MCP clients to offer various coding assistance tools including asking questions, explaining code, suggesting… | 8 stars · 3 forks | No one-command install · Source | |
| 62 | 63.694 | typespec-mcp-servermcp · back-end | Enables building MCP servers using TypeSpec, with tools for learning, scaffolding projects, and compiling TypeSpec to generate server assets. | 9 stars · 2 forks | No one-command install · Source | |
| 63 | 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 | |
| 64 | 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 | |
| 64 | 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 | |
| 64 | 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 | |
| 67 | 60.262 | linuxsuren-atestmcp · back-end | API testing framework with Mock Server capabilities | 7 stars · 2 forks | No one-command install · Source | |
| 68 | 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 | |
| 69 | 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 | |
| 69 | 58.185 | mcp-gitlabmcp · back-endalso listed as vish288-gitlab | 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 | |
| 72 | 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 | |
| 73 | 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 | |
| 74 | 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 | |
| 75 | 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 | |
| 76 | 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 | |
| 76 | 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 | |
| 78 | 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 | |
| 79 | 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 | |
| 80 | 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 | |
| 80 | 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 | |
| 80 | 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 | |
| 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 | |
| 84 | 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 | |
| 85 | 51.401 | axe-mcp-servermcp · back-end | Axe DevTools for Web accessibility testing. | 7 stars | No one-command install · Source | |
| 86 | 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 | |
| 86 | 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 | |
| 86 | 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 | |
| 86 | 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 | |
| 90 | 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 | |
| 90 | 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 | |
| 92 | 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 | |
| 93 | 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 | |
| 93 | 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 | |
| 93 | 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 | |
| 93 | 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 | |
| 93 | 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 | |
| 99 | 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 | |
| 99 | 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 |
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.