Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 66.871 | lvcoi-solidjskillsmcp · front-end | Provides document browsing tools for a curated repository of SolidJS development guides, skills, and templates covering component building… | 9 stars · 4 forks | No one-command install · Source | |
| 202 | 66.528 | barrhawk-premium-e2emcp · database | Self-healing E2E testing framework with tripartite architecture that automatically recovers from application changes and failures using browser… | 15 stars · 1 fork | No one-command install · Source | |
| 203 | 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 | |
| 204 | 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 | |
| 205 | 65.043 | terry-form-terraformmcp · devops | Provides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting… | 10 stars · 2 forks | No one-command install · Source | |
| 206 | 64.883 | fatmike-gh-windows-debuggermcp · ai-agents | Native Windows debugger with breakpoint management, memory inspection, disassembly analysis, and PE file examination for reverse engineering workflows | 13 stars · 1 fork | No one-command install · Source | |
| 207 | 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 | |
| 208 | 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 | |
| 209 | 63.896 | shaftmcp · other | Selenium-based web automation and testing framework | 8 stars · 3 forks | No one-command install · Source | |
| 209 | 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 | |
| 209 | 63.896 | basti-fantasti-delphi-buildmcp · other | Enables compilation of Delphi projects by parsing .dproj files and managing library paths through TOML configuration with intelligent compiler output… | 8 stars · 3 forks | No one-command install · Source | |
| 209 | 63.896 | lileeei-git-toolsmcp · github-vcs | Integrates with Git to enable version control operations, repository management, and change tracking for collaborative development environments. | 8 stars · 3 forks | No one-command install · Source | |
| 213 | 63.694 | recaf-mcpmcp · search | Enables LLMs to perform JVM bytecode analysis and editing by operating a Recaf workspace through MCP tools. Supports class browsing, decompilation… | 9 stars · 2 forks | No one-command install · Source | |
| 213 | 63.694 | yashpreetbathla-accessibility-bridgemcp · browser | Exposes browser accessibility trees via Chrome DevTools Protocol for generating test selectors across Playwright, Selenium, Cypress, and WebdriverIO. | 9 stars · 2 forks | No one-command install · Source | |
| 213 | 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 | |
| 216 | 63.439 | myuon-refactormcp · search | Provides regex-based code refactoring capabilities for bulk search-and-replace operations across file systems with pattern matching, context… | 7 stars · 4 forks | No one-command install · Source | |
| 217 | 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 | |
| 217 | 63.155 | edge-devtools-mcpmcp · browser | Enables control of Microsoft Edge browser via the DevTools protocol, supporting page navigation, screenshots, DOM manipulation, JavaScript execution… | 11 stars · 1 fork | No one-command install · Source | |
| 219 | 62.111 | tabby-mcpmcp · browser | A lightweight MCP server that enables control of the Tabby terminal via Chrome DevTools Protocol, allowing execution of JavaScript, DOM queries, and… | 7 stars · 3 forks | No one-command install · Source | |
| 220 | 62.026 | x32dbg-mcp-servermcp · ai-agents | Connects the x32dbg debugger to Claude AI through the Model Context Protocol, enabling natural language control of 48+ debugging operations such as… | 10 stars · 1 fork | No one-command install · Source | |
| 221 | 61.362 | nguyenvanduocit-confluencemcp · search | Provides a robust bridge to the Atlassian Confluence API, enabling search, retrieval, creation, and update of Confluence pages with full-text search… | 6 stars · 4 forks | No one-command install · Source | |
| 222 | 61.350 | storybloq-lensesmcp · other | Enables multi-lens code review by running 8 specialized reviewers in parallel, deduplicating findings, and producing a single verdict. | 16 stars | No one-command install · Source | |
| 223 | 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 | |
| 223 | 60.677 | 0ics-ui-ticketmcp · front-end | Human-to-AI code review bridge for UI prototypes with browser annotations. | 9 stars · 1 fork | No one-command install · Source | |
| 223 | 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 | |
| 223 | 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 | |
| 227 | 60.262 | linuxsuren-atestmcp · back-end | API testing framework with Mock Server capabilities | 7 stars · 2 forks | No one-command install · Source | |
| 228 | 60.035 | code-guardian-studiomcp · ai-agentsalso listed as phuongrealmax-code-guardian | An MCP server that transforms Claude Code into an intelligent refactoring assistant, enabling code scanning, hotspot detection, optimization reports… | 6 stars · 3 forks | No one-command install · Source | |
| 230 | 59.854 | chaixueyuan-weapp-agentmcp · browser | Automate and test WeChat Mini Programs via DevTools with navigation, screenshots, element interaction, and DOM inspection. | 14 stars | No one-command install · Source | |
| 231 | 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 | |
| 232 | 59.029 | opera-devtools-mcpmcp · database | Enables AI coding assistants to control and inspect a browser via DevTools, with additional Opera Neon AI tools for chat, page actions, content… | 8 stars · 1 fork | No one-command install · Source | |
| 232 | 59.029 | cherchyk-browsermcp · browser | Load authenticated web pages using Chrome DevTools Protocol | 8 stars · 1 fork | No one-command install · Source | |
| 234 | 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 | |
| 234 | 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 | |
| 234 | 58.185 | leonardosalvatore-llama-cpp-debuggermcp · other | Debugs Linux systems on embedded Debian VMs using systemd, Linux, compiler, and GDB tools organized in named namespaces. | 6 stars · 2 forks | No one-command install · Source | |
| 234 | 58.185 | lcbro-browser-automationmcp · browser | Provides browser automation and web scraping through Playwright with Chrome DevTools Protocol support, featuring content extraction, form interaction… | 6 stars · 2 forks | No one-command install · Source | |
| 239 | 57.754 | tomsiwik-expertsmcp · other | Provides expert-level code review through simulated personas like Martin Fowler and Uncle Bob, offering refactoring suggestions and clean code… | 3 stars · 4 forks | No one-command install · Source | |
| 239 | 57.754 | tatn-unified-diff-generatormcp · github-vcs | Generates unified diffs between text strings with 3 lines of context, enabling precise comparison and analysis for version control and code review… | 3 stars · 4 forks | No one-command install · Source | |
| 241 | 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 | |
| 242 | 57.364 | gameface-devtools-mcpmcp · browser | An MCP server that lets AI models drive any Coherent Gameface UI over Chrome DevTools Protocol, enabling JavaScript evaluation, screenshots, DOM… | 5 stars · 3 forks | No one-command install · Source | |
| 242 | 57.364 | gitlab-mcp-server-2mcp · github-vcs | Enables AI assistants to interact seamlessly with self-hosted GitLab instances, supporting repository operations, issue management, merge requests… | 5 stars · 3 forks | No one-command install · Source | |
| 242 | 57.364 | mcp-prompt-managermcp · ai-agents | Enables AI models like Claude to manage local prompt files with CRUD operations, fuzzy search, categorization, templates, version control, and… | 5 stars · 3 forks | No one-command install · Source | |
| 242 | 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 | |
| 246 | 57.245 | debugforgemcp · ai-agents | MCP server bridging Lauterbach TRACE32 debuggers to AI agents for autonomous debugging, providing 47 tools for execution control, breakpoints, memory… | 7 stars · 1 fork | No one-command install · Source | |
| 246 | 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 | |
| 246 | 57.245 | finopsguardmcp · devops | MCP agent providing cost-aware guardrails for IaC in CI/CD with advanced policy enforcement. | 7 stars · 1 fork | No one-command install · Source | |
| 246 | 57.245 | superdwayne-8thwall-desktopmcp · front-end | Enables building WebAR experiences through natural language by providing orchestration tools for A-Frame/Three.js projects and 8th Wall Desktop… | 7 stars · 1 fork | No one-command install · Source | |
| 246 | 57.245 | browser-connect-mcpmcp · front-end | Enables AI assistants to connect to browser DevTools and backend debuggers for full-stack debugging, including frontend console, network, performance… | 7 stars · 1 fork | No one-command install · Source | |
| 251 | 55.515 | mcp-devtools-servermcp · ai-agents | An MCP server that standardizes and binds development tool patterns, enabling AI assistants like Claude Code to generate code more efficiently with… | 5 stars · 2 forks | No one-command install · Source | |
| 251 | 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 | |
| 253 | 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 | |
| 253 | 55.168 | mcp-prompt-optimizermcp · ai-agents | MCP server for professional prompt engineering and agentic scaffolding, with cloud and local optimization. | 6 stars · 1 fork | No one-command install · Source | |
| 253 | 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 | |
| 256 | 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 | |
| 257 | 53.985 | kernel-lore-mcpmcp · ai-agents | MCP server enabling structured search and querying over Linux kernel mailing list archives (lore.kernel.org) for LLM-powered developer tools. | 4 stars · 3 forks | No one-command install · Source | |
| 257 | 53.985 | captaincrouton89-mcp-makermcp · ai-agents | Streamlines MCP server development with TypeScript-based scaffolding tools for generating boilerplate code, tool definitions, resource templates, and… | 4 stars · 3 forks | No one-command install · Source | |
| 259 | 53.790 | plaud-mcpmcp · auth | Enables querying Plaud AI recordings, transcripts, and summaries through the Plaud Desktop app's authenticated session via Chrome DevTools Protocol. | 1 star · 4 forks | No one-command install · Source | |
| 260 | 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 | |
| 260 | 53.186 | th3w1zard1-cedarscriptmcp · database | Provides CEDARScript (a SQL-like language) capabilities for executing pattern matching and transformations on source code to enable automated… | 8 stars | No commit datelisted | No one-command install · Source |
| 262 | 52.498 | edb-debugger-mcpmcp · ai-agents | Exposes Evan's Debugger (EDB) features as MCP tools, enabling AI-driven debugging, reverse engineering, and exploit development with 147 tools… | 5 stars · 1 fork | No one-command install · Source | |
| 262 | 52.498 | heruujoko-github-reviewmcp · github-vcs | Integrates with GitHub's API to enable pull request analysis, code review operations, file change tracking, commit history retrieval, and automated… | 5 stars · 1 fork | No one-command install · Source | |
| 262 | 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 | |
| 262 | 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 | |
| 262 | 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 | |
| 262 | 52.498 | gourav221b-github-pull-requestmcp · github-vcs | Retrieves detailed GitHub pull request information including files, diffs, comments, and reviews for code review assistance, PR summarization, or… | 5 stars · 1 fork | No one-command install · Source | |
| 262 | 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 | |
| 262 | 52.498 | code-review-assistantmcp · ai-agents | An MCP server that automates code review by providing syntax checking, code explanation, and improvement suggestions using a multi-agent system. | 5 stars · 1 fork | No one-command install · Source | |
| 270 | 52.443 | codex-in-claudemcp · ai-agents | Call OpenAI Codex from Claude Code for independent second opinions, structured code review, and delegated coding tasks through a FastMCP plugin that… | 3 stars · 3 forks | No one-command install · Source | |
| 270 | 52.443 | jacklandis29-codecheckermcp · ai-agents | Integrates with Cursor IDE to provide real-time code review capabilities, leveraging GPT models for intelligent analysis and specific improvement… | 3 stars · 3 forks | No one-command install · Source | |
| 272 | 52.135 | push-based-angular-toolkitmcp · front-end | Provides Angular development teams with component analysis, design system migration support, and automated refactoring workflows including deprecated… | 4 stars · 2 forks | No one-command install · Source | |
| 272 | 52.135 | vivado-mcp-agentmcp · ai-agents | MCP server for deterministic Vivado FPGA automation including project scaffolding, simulation, synthesis, implementation, and gated bitstream… | 4 stars · 2 forks | No one-command install · Source | |
| 272 | 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 | |
| 272 | 52.135 | aiwithhassan-documentation-searchmcp · search | Combines web search through Serper API with Groq's language models to intelligently extract and structure clean, readable content from documentation… | 4 stars · 2 forks | No one-command install · Source | |
| 276 | 51.401 | axe-mcp-servermcp · back-end | Axe DevTools for Web accessibility testing. | 7 stars | No one-command install · Source | |
| 276 | 51.401 | go-gerrit-mcpmcp · ai-agents | An MCP server that exposes Gerrit code review operations as capability-gated tools, enabling AI agents to search and read changes, publish comments… | 7 stars | No one-command install · Source | |
| 276 | 51.401 | paarths-collab-github-pr-contextmcp · search | GitHub PR history indexing for context-aware code review with multi-LLM support. | 7 stars | No one-command install · Source | |
| 279 | 50.895 | abhishekbhakat-code-assistmcp · search | Enables code modification and generation tasks through file operations, search-and-replace, and version control integration for automated refactoring… | 2 stars · 3 forks | No one-command install · Source | |
| 279 | 50.895 | highlight-github-pull-request-diffmcp · github-vcs | Integrates with GitHub's Pull Request API to extract diff content, enabling automated code review and analysis workflows. | 2 stars · 3 forks | No one-command install · Source | |
| 281 | 49.325 | edgehopmcp · search | Stop grepping. Start knowing. EdgeHop turns a codebase into a queryable graph and serves it over MCP — find where a symbol lives, who calls a… | 6 stars | No one-command install · Source | |
| 281 | 49.325 | alvesribeirof-architecture-analysismcp · front-end | Analyzes source code for SOLID principle violations and design pattern opportunities, providing structured refactoring recommendations powered by AI… | 6 stars | No one-command install · Source | |
| 281 | 49.325 | randygaul-windows-debuggermcp · ai-agents | MCP server for Windows application debugging with breakpoints, memory inspection, and process control. | 6 stars | No one-command install · Source | |
| 281 | 49.325 | mern-mcpmcp · front-end | Enables scaffolding full-stack MERN CRUD resources including models, routes, controllers, and React components with preview and apply modes. | 6 stars | No one-command install · Source | |
| 285 | 49.118 | agenthelmmcp · ai-agents | Shared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts across Claude… | 4 stars · 1 fork | No one-command install · Source | |
| 285 | 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 | |
| 285 | 49.118 | dimpagk92-cellarmcp · browser | Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP… | 4 stars · 1 fork | No one-command install · Source | |
| 285 | 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 | |
| 285 | 49.118 | master-workflowmcp · ai-agents | Enables multi-agent code review and iterative improvement loop using different LLM backends, with deterministic scoring and audit trail. | 4 stars · 1 fork | No one-command install · Source | |
| 285 | 49.118 | smart-context-mcpmcp · ai-agents | MCP server that reduces AI agent token usage by up to 90% through intelligent context compression. Enables efficient code exploration, multi-file… | 4 stars · 1 fork | No one-command install · Source | |
| 285 | 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 | |
| 285 | 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 | |
| 293 | 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 | |
| 293 | 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 | |
| 293 | 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 | |
| 293 | 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 | |
| 297 | 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 | |
| 297 | 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 | |
| 297 | 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 | |
| 300 | 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 |
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.