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 | 77.4883 | dphoeniixx-djebmcp · other | Integrates with JEB decompiler through a Python-Jython bridge to enable direct Android APK analysis, method decompilation, code element manipulation… | 25 stars · 4 forks | No one-command install · Source | |
| 402 | 77.7797 | 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 | |
| 403 | 78.0790 | 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 | |
| 404 | 78.2384 | kjozsa-jenkinsmcp · devops | Integrates with Jenkins CI/CD operations, enabling job listing, build triggering, and status checking for streamlined DevOps automation and pipeline… | 10 stars · 11 forks | No one-command install · Source | |
| 405 | 78.3745 | 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 | |
| 406 | 78.5109 | 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 | |
| 407 | 78.5227 | 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 | |
| 408 | 78.6137 | roku-dev-studio-mcp-servermcp · observability | All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging… | 29 stars · 4 forks | No one-command install · Source | |
| 409 | 79.0612 | 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 | |
| 410 | 79.1134 | saiprashanths-code-analysismcp · other | Integrates code analysis with scraping capabilities to enable code review, static analysis, and automated refactoring suggestions for development… | 27 stars · 5 forks | No one-command install · Source | |
| 411 | 79.1134 | 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 | |
| 412 | 79.1134 | topos-mcpmcp · ai-agents | Topos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters… | 27 stars · 5 forks | No one-command install · Source | |
| 413 | 79.1235 | egorpavlikhin-roslyn-analyzermcp · other | Provides C# code analysis capabilities by leveraging the Microsoft Roslyn compiler platform to validate syntax, find references, and run recommended… | 31 stars · 4 forks | No one-command install · Source | |
| 414 | 79.3134 | vertexstudio-developermcp · ai-agents | Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities | 21 stars · 9 forks | No one-command install · Source | |
| 415 | 79.9310 | d4n-sec-jdi-debuggermcp · observability | Connects to running Java applications via JDWP for real-time debugging with breakpoint management, variable inspection, step execution control, and… | 30 stars · 5 forks | No one-command install · Source | |
| 416 | 80.4735 | itshare4u-agent-knowledgemcp · search | Provides knowledge management capabilities through Elasticsearch integration, file system operations, and Git/SVN version control with 31 specialized… | 27 stars · 7 forks | No one-command install · Source | |
| 417 | 80.7835 | 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 | |
| 418 | 81.0914 | gossipcatmcp · ai-agents | Enables multi-agent code review with cross-verification of findings against source code, catching hallucinations and improving agent accuracy over… | 41 stars · 4 forks | No one-command install · Source | |
| 419 | 81.1993 | heilgar-shadcn-uimcp · front-end | Provides tools for managing and installing shadcn/ui components directly through assistants, enabling efficient component discovery, documentation… | 25 stars · 10 forks | No one-command install · Source | |
| 420 | 81.3431 | jlink-mcp-servermcp · ai-agents | An MCP server that provides comprehensive debugging capabilities for J-Link debuggers, enabling memory, flash, register, and RTT operations through AI… | 33 stars · 6 forks | No one-command install · Source | |
| 421 | 81.3431 | sniperrich-recafmcp · other | Bridges Recaf 4.x Java bytecode editor with decompilation, bytecode analysis, call graph exploration, JASM assembly, and workspace management. | 33 stars · 6 forks | No one-command install · Source | |
| 422 | 81.3495 | vue-mcp-nextmcp · front-end | Enables real-time debugging and state manipulation of Vue.js applications through MCP protocol, integrating with Vue DevTools to access component… | 43 stars · 4 forks | No one-command install · Source | |
| 423 | 81.6728 | robertheadley-chrome-debugmcp · browser | Provides powerful browser control capabilities through Chrome DevTools Protocol and Puppeteer, enabling advanced web automation, scraping, and testing… | 45 stars · 4 forks | No one-command install · Source | |
| 424 | 81.9269 | kashuncheng-dapmcp · other | Bridges debugging tools with AI systems through the Debug Adapter Protocol, enabling debugger control, breakpoint management, and program state… | 40 stars · 5 forks | No one-command install · Source | |
| 425 | 81.9720 | praneybehl-claude-code-reviewmcp · ai-agents | Provides a server for obtaining structured and freeform code reviews from OpenAI, Google, and Anthropic models with support for project context… | 33 stars · 7 forks | No one-command install · Source | |
| 426 | 82.0985 | 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 | |
| 427 | 82.2510 | pzalutski-sharplensmcp · other | 62 semantic C# and .NET analysis tools via Roslyn for navigation, refactoring, and code generation. | 32 stars · 8 forks | No one-command install · Source | |
| 428 | 82.2510 | arvindand-maven-tools-mcpmcp · other | Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison… | 32 stars · 8 forks | No one-command install · Source | |
| 429 | 82.3350 | 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 | |
| 430 | 82.5183 | pr-agent-mentoringcli · ai-agents | Pull request agent for code reviews and mentoring | 4 stars · 26 forks | No one-command install · Source | |
| 431 | 82.5857 | currents-test-resultsmcp · devops | Provides a bridge to Currents test results platform, enabling AI to analyze failing tests, optimize test suites, and troubleshoot CI/CD pipeline… | 20 stars · 14 forks | No one-command install · Source | |
| 432 | 82.6076 | 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 | |
| 433 | 82.6927 | claude-code-agent-teams-exercisesworkflow · ai-agents | Practical exercises for Claude Code Agent Teams - 6 exercises + 2 capstones covering team creation, task coordination, quality hooks, and parallel… | 32 stars · 9 forks | No one-command install · Source | |
| 434 | 83.1059 | selvagemcp · github-vcs | Enables AI-powered code review of Git diffs through natural language, supporting multiple AI models and Git workflows. | 36 stars · 8 forks | No one-command install · Source | |
| 435 | 83.1059 | gh-selvage-lab-selvagemcp · ai-agents | LLM-based code review with AST-powered smart context extraction. | 36 stars · 8 forks | No one-command install · Source | |
| 436 | 83.1367 | bsahane-ansiblemcp · devops | Provides infrastructure automation through Ansible with project-based configuration management, playbook execution with idempotence testing, inventory… | 30 stars · 12 forks | No one-command install · Source | |
| 437 | 83.4277 | rifqi96-gitlabmcp · github-vcs | Integrates with GitLab to enable repository management, code review, CI/CD operations, and project administration through domain-specific API managers… | 21 stars · 15 forks | No one-command install · Source | |
| 438 | 83.7217 | geropl-gitmcp · github-vcs | Integrates with Git repositories to enable version control operations and automation, supporting both shell-based commands and the go-git library for… | 37 stars · 9 forks | No one-command install · Source | |
| 439 | 83.7462 | hekmon8-jenkinsmcp · devops | Integrates with Jenkins CI/CD pipelines to enable automated job management, build monitoring, and artifact handling for streamlined software delivery… | 15 stars · 17 forks | No one-command install · Source | |
| 440 | 84.3187 | 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 | |
| 441 | 84.4817 | 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 | |
| 442 | 84.5980 | ada20204-antigravity-syncmcp · browser | Bridges external coding agents to the Antigravity IDE through Chrome DevTools Protocol for cross-environment AI-assisted development. | 54 stars · 6 forks | No one-command install · Source | |
| 443 | 84.6289 | pzalutski-javalensmcp · other | 63 semantic Java analysis tools via Eclipse JDT for navigation, refactoring, and code intelligence. | 37 stars · 12 forks | No one-command install · Source | |
| 444 | 84.7968 | cayirtepeomer-gerrit-code-reviewmcp · other | Integrates with Gerrit code review systems to enable detailed analysis of code changes, diffs, file modifications, and reviewer details across review… | 38 stars · 12 forks | No one-command install · Source | |
| 445 | 84.8224 | cyanheads-mentormcp · front-end | Integrates with Deepseek API to provide AI-powered mentorship capabilities for code review, design critique, writing feedback, and idea brainstorming. | 31 stars · 16 forks | No one-command install · Source | |
| 446 | 84.9518 | 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 | |
| 447 | 84.9960 | react-analyzermcp · front-end | Enables parsing and analysis of React component structures, props, and state management patterns for code review, debugging, and understanding complex… | 58 stars · 6 forks | No one-command install · Source | |
| 448 | 85.3933 | kuberstar-qartezmcp · other | Code intelligence with 21 tools for symbol navigation, impact analysis, refactoring, and architecture enforcement. | 71 stars · 5 forks | No one-command install · Source | |
| 449 | 85.6303 | nicholmikey-chrome-toolsmcp · browser | Integrates with Chrome's DevTools Protocol to enable remote control of browser tabs, including JavaScript execution, screenshot capture, and network… | 53 stars · 8 forks | No one-command install · Source | |
| 450 | 85.6395 | agent-browsermcp · browser | A hardened local browser MCP server that drives your existing Chrome over the DevTools Protocol, providing token-efficient Markdown extraction and… | 1 star · passed install test | No one-command install · Source | |
| 451 | 86.0665 | github-actionsmcp · devops | Enables management of GitHub Actions workflows with tools for listing, viewing, triggering, canceling, and rerunning workflows, along with detailed… | 41 stars · 16 forks | No one-command install · Source | |
| 452 | 86.0665 | 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 | |
| 453 | 86.1216 | chrome-browser-controlmcp · browser | Enables fine-grained control over Chrome browser instances through the Chrome DevTools Protocol, allowing web navigation, element interaction, text… | 48 stars · 11 forks | No one-command install · Source | |
| 454 | 86.3506 | lars-hagen-playwright-cdpmcp · browser | Integrates Playwright and Chrome DevTools Protocol to enable advanced web automation, testing, and analysis through browser control and interaction. | 52 stars · 10 forks | No one-command install · Source | |
| 455 | 86.6135 | gh-spranab-brainstormmcp · ai-agents | Multi-model orchestration for debates and code reviews across GPT, Gemini, DeepSeek, and Claude with synthesis. | 69 stars · 7 forks | No one-command install · Source | |
| 456 | 86.6478 | gitlab-code-reviewmcp · github-vcs | Integrates with GitLab to enable code review of merge requests, allowing detailed analysis of diffs, commenting, and approval directly within the… | 45 stars · 16 forks | No one-command install · Source | |
| 457 | 86.7788 | agent-roommcp · ai-agents | A multi-agent collaboration layer for AI coding agents enabling real-time communication, code review, and task handoff across distributed development… | 45 stars · 17 forks | No one-command install · Source | |
| 458 | 86.8787 | daghis-teamcitymcp · devops | Integrates with JetBrains TeamCity CI/CD platform | 28 stars · 21 forks | No one-command install · Source | |
| 459 | 87.1980 | steve228uk-metro-mcpmcp · front-end | React Native and Expo runtime debugging, inspection, and automation via Metro and Chrome DevTools Protocol. | 77 stars · 7 forks | No one-command install · Source | |
| 460 | 87.2983 | zen-mcp-server-npx-wrappermcp · ai-agents | Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) for enhanced development capabilities like code review, debugging, and… | 54 stars · 13 forks | No one-command install · Source | |
| 461 | 87.3404 | n24q02m-code-review-graphmcp · database | Knowledge graph for token-efficient code reviews with fixed search, configurable embeddings, and qualified call resolution. | 66 stars · 9 forks | No one-command install · Source | |
| 462 | 87.5570 | 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 | |
| 463 | 87.6508 | 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 | |
| 464 | 88.0709 | block-xcode-indexmcp · search | Provides direct access to Xcode's project index store through Apple's IndexStoreDB, enabling precise code navigation and refactoring operations on… | 67 stars · 11 forks | No one-command install · Source | |
| 465 | 88.2847 | 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 | |
| 466 | 88.3030 | mitsuhiko-pexpectmcp · other | Provides remote process control and debugging capabilities through Python's pexpect library, enabling spawning, interaction with, and control of… | 74 stars · 10 forks | No one-command install · Source | |
| 467 | 88.3381 | phpcodearcheology-phpcodearcheologymcp · observability | PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring… | 89 stars · 8 forks | No one-command install · Source | |
| 468 | 88.4873 | cynicalsally-climcp · other | Provides brutally honest code reviews, explanations, and refactoring suggestions via CLI and MCP tools. | 93 stars · 8 forks | No one-command install · Source | |
| 469 | 88.7301 | threejs-devtools-mcpmcp · ai-agents | MCP server for inspecting and modifying Three.js scenes in real time — 59 tools for objects, materials, shaders, textures, animations, performance… | 88 stars · 9 forks | No one-command install · Source | |
| 470 | 88.8177 | elyin-codex-bridgemcp · ai-agents | Bridges Claude with OpenAI's Codex through the official CLI, enabling direct consultation, stdin-piped execution for CI/CD workflows, and batch… | 115 stars · 7 forks | No one-command install · Source | |
| 471 | 89.0912 | swiftlensmcp · ai-agents | MCP server that provides semantic-level analysis of Swift codebases to AI agents by integrating with Apple's SourceKit-LSP, enabling compiler-grade… | 126 stars · 7 forks | No one-command install · Source | |
| 472 | 89.1776 | bestk-vscode-internal-commandsmcp · other | VSCode extension that exposes VSCode's internal commands and functionality, enabling direct control of the editor environment for automated… | 63 stars · 20 forks | No one-command install · Source | |
| 473 | 89.1816 | halilural-electron-desktop-automationmcp · browser | Automates Electron desktop applications through Chrome DevTools Protocol integration, enabling screenshot capture, JavaScript execution, console… | 71 stars · 15 forks | No one-command install · Source | |
| 474 | 89.3664 | codacymcp · observability | Integrates with Codacy's code quality platform to provide static analysis capabilities, code coverage metrics, and quality gate configurations for… | 62 stars · 24 forks | No one-command install · Source | |
| 475 | 89.6965 | vs-claude-codemcp · ai-agents | A native Visual Studio 2026 extension implementing Claude Code's IDE integration protocol: agent edits open in VS's diff viewer for accept/reject, and… | 81 stars · 14 forks | No one-command install · Source | |
| 476 | 90.0091 | 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 | |
| 477 | 90.0397 | dedeveloper23-codebase-retrieval-repomixmcp · search | Integrates with RepoMix to enable codebase retrieval and analysis for tasks like code review, dependency tracking, and automated documentation… | 84 stars · 15 forks | No one-command install · Source | |
| 478 | 90.1910 | douyin-upload-mcp-skillmcp · browser | Automates video and image-text publishing on Douyin's creator platform using Chrome DevTools Protocol, exposed as MCP tools. | 76 stars · 20 forks | No one-command install · Source | |
| 479 | 90.2690 | igniteuimcp · front-end | Official MCP server for Ignite UI providing documentation access, GitHub API integration, and CLI component scaffolding. | 136 stars · 9 forks | No one-command install · Source | |
| 480 | 90.8267 | 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 | |
| 481 | 90.8791 | 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 | |
| 482 | 91.0193 | 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 | |
| 483 | 91.2103 | paremcp · ai-agents | Provides MCP servers that wrap common developer tools (git, npm, docker, etc.) returning structured JSON output, enabling AI agents to reliably… | 138 stars · 12 forks | No one-command install · Source | |
| 484 | 91.2107 | rust-codermcp · ai-agents | Enables AI agents to generate, compile, and fix Rust projects from natural language descriptions using LLMs and the Rust compiler. | 97 stars · 20 forks | No one-command install · Source | |
| 485 | 91.2527 | 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 | |
| 486 | 91.3071 | 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 | |
| 487 | 91.3211 | chinawsb-delphi-compilermcp · other | Compiles Delphi projects and Pascal files using locally installed compilers with multi-version support and build history tracking. | 101 stars · 19 forks | No one-command install · Source | |
| 488 | 91.3659 | wechat-devtools-mcpmcp · comms | Wraps the WeChat DevTools CLI as an MCP service, enabling AI in editors to call WeChat CLI commands for mini-program development, testing, debugging… | 127 stars · 14 forks | No one-command install · Source | |
| 489 | 91.4166 | rashidazarang-airtablemcp · database | Integrates with Airtable to enable database operations like listing bases, browsing tables, and performing CRUD operations on records directly within… | 88 stars · 28 forks | No one-command install · Source | |
| 490 | 91.5461 | buildkitemcp · observability | Integrates with Buildkite's CI/CD platform, enabling access to pipeline details, build information, job logs, artifacts, and user data for monitoring… | 53 stars · 38 forks | No one-command install · Source | |
| 491 | 91.5723 | native-devtools-mcpmcp · browser | Gives AI agents and MCP clients direct control over native desktop apps, Chrome/Electron browsers, and Android devices with screenshots, OCR… | 128 stars · 15 forks | No one-command install · Source | |
| 492 | 91.6630 | 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 | |
| 493 | 91.6874 | xuange520-ruishumcp · browser | Intercepts and analyzes network traffic using Chrome DevTools Protocol. | 88 stars · 34 forks | No one-command install · Source | |
| 494 | 91.6874 | ruishu-mcpmcp · ai-agents | An MCP server that bridges LLMs with dynamic real-world data by leveraging Chrome DevTools Protocol to intercept and reconstruct network traffic… | 88 stars · 34 forks | No one-command install · Source | |
| 495 | 91.7171 | 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 | |
| 496 | 91.8210 | wxtsky-byobmcp · browser | Control your real Chrome browser through AI using the Chrome DevTools Protocol. | 132 stars · 16 forks | No one-command install · Source | |
| 497 | 92.0057 | sparesparrow-prompt-managermcp · ai-agents | Manages and serves customizable prompt templates with variable substitution and tag-based organization for streamlined LLM interactions in development… | 117 stars · 21 forks | No one-command install · Source | |
| 498 | 92.3996 | 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 | |
| 499 | 92.4029 | 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 | |
| 500 | 92.4939 | perforce-p4mcp · github-vcs | Integrates with Perforce P4 version control system | 119 stars · 27 forks | 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.