Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | Unranked | wdvc-mcpmcp · back-end | Model Context Protocol server for wDVC that provides tools for architecting DVC pipelines, generating Docker worker commands, searching patterns, and… | No signals yet | No one-command install · Source | |
| 602 | Unranked | wredis-mcpmcp · ai-agents | MCP server enabling AI agents to design and deploy WRedis/Redis-backed services using expert patterns, architecture scaffolding, and a unified CLI. | No signals yet | No one-command install · Source | |
| 603 | Unranked | ce-analyzer-mcpmcp · back-end | A bounded MCP server for C++ analysis through Compiler Explorer, providing compiler discovery, compilation, assembly comparison, analyzers, and… | No signals yet | No one-command install · Source | |
| 604 | Unranked | devcdpmcp · browser | Provides AI assistants with full browser DevTools access for debugging, including console, network, DOM, breakpoints, and step-through debugging, with… | No signals yet | No one-command install · Source | |
| 605 | Unranked | joint-chiefsmcp · ai-agents | Multi-model AI code review with structured debate. OpenAI, Gemini, Grok, and Claude review your code in parallel, then an anonymized arbitration… | No signals yet | No one-command install · Source | |
| 606 | Unranked | vscode-agent-bridgemcp · ai-agents | Enables AI agents to access live VS Code editor state, symbol navigation, diagnostics, and language-aware editing through MCP, bridging the gap… | No signals yet | No one-command install · Source | |
| 607 | Unranked | editor-mcpmcp · devops | A secure, isolated MCP server providing full code editor functionality for AI pair programming, with Docker-based command execution and Cloudflare… | No signals yet | No one-command install · Source | |
| 608 | Unranked | app-managermcp · back-end | MCP server that lists, installs, and removes applications on Linux targets via Peckboard, supporting local and remote SSH hosts with distro package… | No signals yet | No one-command install · Source | |
| 609 | Unranked | codewalkmcp · github-vcs | AI-powered codebase intelligence tool that builds a dependency graph of a git repo for structural Q&A and pre-PR code review. It exposes MCP tools for… | No signals yet | No one-command install · Source | |
| 610 | Unranked | oh-mcp-dapmcp · back-end | An MCP server that provides a real debugger via the Debug Adapter Protocol, exposing a single 'debug' tool to launch/attach, control execution, and… | No signals yet | No one-command install · Source | |
| 611 | Unranked | cv-tailor-mcpmcp · observability | Enables users to tailor a one-page LaTeX CV to a job posting by fetching relevant facts from a YAML file, rendering a LaTeX document from id-based… | No signals yet | No one-command install · Source | |
| 612 | Unranked | unitymcpmcp · back-end | Local Streamable HTTP MCP server exposing Unity Editor inspection, authoring, testing, profiling, play-mode, and build tools. | No signals yet | No one-command install · Source | |
| 613 | Unranked | cdb-mcpmcp · ai-agents | Enables LLMs to perform live debugging, dump analysis, and remote debugging by exposing Microsoft CDB capabilities through MCP. It manages cdb.exe… | No signals yet | No one-command install · Source | |
| 614 | Unranked | mcp-servers-six-production-minded-mcp-serversmcp · search | A workspace of six MCP servers—grounded-cv (hybrid RAG with citations), repo-intel (GitHub repo intelligence), web-research (safe web… | No signals yet | No one-command install · Source | |
| 615 | Unranked | ripplecheck-mcp-servermcp · back-end | Ripplecheck is a counterfactual schema migration compiler powered by the DataHub MCP Server. Paste breaking warehouse DDL and it projects the metadata… | No signals yet | No one-command install · Source | |
| 616 | Unranked | rkorablin-gitlab-http-apimcp · back-end | GitLab integration covering projects, issues, merge requests, and CI/CD pipelines via HTTP API with npm distribution. | No signals yet | No one-command install · Source | |
| 617 | Unranked | beamng-moddingmcp · back-end | A local MCP server for BeamNG.drive mod development that provides official documentation search, mod scaffolding, validation, and packaging tools. | No signals yet | No one-command install · Source | |
| 618 | Unranked | alex-apps-ng-token-savermcp · ai-agents | An MCP server that gives AI agents Angular template awareness via compiler-backed tools, providing component contracts, diagnostics, and… | No signals yet | No one-command install · Source | |
| 619 | Unranked | androidbuilder-mcp-servermcp · front-end | Enables LLMs to interact with MIT App Inventor, AndroidBuilder, Kodular, or Niotron IDEs in real-time, controlling the Designer and Blocks workspace… | No signals yet | No one-command install · Source | |
| 620 | Unranked | br0ski777-web-scrapermcp · browser | Extract clean Markdown from any URL, removing boilerplate for use in RAG pipelines. | No signals yet | No one-command install · Source | |
| 621 | Unranked | taranis-mcp-servermcp · back-end | Read-oriented MCP server for Taranis AI, exposing the list_stories tool over stdio or Streamable HTTP for desktop AI assistants and developer tools. | No signals yet | No one-command install · Source | |
| 622 | Unranked | alire-mcpmcp · back-end | MCP server for the Alire Ada package manager, enabling crate search, project dependency inspection, building, and dependency management through… | No signals yet | No one-command install · Source | |
| 623 | Unranked | cdt-smart-snapshotmcp · browser | A token-efficient MCP server for Chrome DevTools Protocol that provides smart snapshots, diffing, and screenshot-to-disk tools, reducing token usage… | No signals yet | No one-command install · Source | |
| 624 | Unranked | agent-rackmcp · ai-agents | An MCP server that bridges CLI coding agents like Claude Code, Codex, opencode, and Antigravity into any MCP client, enabling synchronous and… | No signals yet | No one-command install · Source | |
| 625 | Unranked | exileapi-plugin-dev-mcpmcp · ai-agents | An MCP server that provides a bounded development workflow for ExileAPI plugins, enabling agents to detect compiler references, create linked Git… | No signals yet | No one-command install · Source | |
| 626 | Unranked | promptengine-ai-mcpmcp · ai-agents | Enables prompt evaluation and refactoring via MCP protocol, allowing clients like OpenWebUI, Claude Desktop, and Cursor to access the Eliezer prompt… | No signals yet | No one-command install · Source | |
| 627 | Unranked | minh-gkgmcp · ai-agents | Compiler-exact TypeScript code graph MCP server exposing find-references, change impact analysis, and repo map tools for AI agents, powered by the… | No signals yet | No one-command install · Source | |
| 628 | Unranked | stl-transitmcp · back-end | MCP server for St. Louis transit developer tooling, providing 45 tools for GTFS and GTFS-Realtime inspection, feed surveillance, schedule and arrival… | No signals yet | No one-command install · Source | |
| 629 | Unranked | flint-chart-connectormcp · ai-agents | A deployable remote MCP server that packages Microsoft's Flint chart compiler for chat hosts, enabling users to render, compile, and explore charts… | No signals yet | No one-command install · Source | |
| 630 | Unranked | pega-code-reviewmcp · back-end | MCP server for exploring Pega branches and fetching full rule XML for LSA-style code reviews. | No signals yet | No one-command install · Source | |
| 631 | Unranked | devtools-br-mcp-servermcp · back-end | MCP server for generating and validating Brazilian documents (CPF, CNPJ, CNH, RG, PIS/PASEP, RENAVAM), encoding/decoding data (Base64, MD5, SHA1… | No signals yet | No one-command install · Source | |
| 632 | Unranked | mcp-latexmcp · back-end | An MCP server for LaTeX that enables AI assistants to check documents for errors, parse compiler logs, and compile LaTeX files, helping them fix… | No signals yet | No one-command install · Source | |
| 633 | Unranked | unity-debugger-pure-mcpmcp · other | Provides MCP tools to manage and interact with Unity debug sessions in VS Code, including breakpoints, snapshots, evaluation, and stepping, via a… | No signals yet | No one-command install · Source | |
| 634 | Unranked | typescript-ast-mcp-servermcp · back-end | Provides deep structural analysis of TypeScript and JavaScript code via the TypeScript Compiler API, offering 20 tools for functions, types, call… | No signals yet | No one-command install · Source | |
| 635 | Unranked | mcp-software-designmcp · front-end | Provides software design guidance via MCP, including SOLID principles, design patterns, pattern scaffolding, and heuristic code-smell detection to… | No signals yet | No one-command install · Source | |
| 636 | Unranked | style-agentmcp · front-end | Enables style verification and CSS inspection through Chrome DevTools Protocol, using JSON specs to check computed styles, find elements, and interact… | No signals yet | No one-command install · Source | |
| 637 | Unranked | codex-claude-subagentmcp · ai-agents | Enables Codex to delegate tasks to interactive Claude Code sessions as role-controlled subagents for exploration, code review, and implementation… | No signals yet | No one-command install · Source | |
| 638 | Unranked | nebula-agents-electron-mcpmcp · browser | Embedded MCP server for Electron apps that exposes BrowserWindow surfaces and lets MCP clients drive renderers through Chrome DevTools Protocol. | No signals yet | No one-command install · Source | |
| 639 | Unranked | fattamcp · back-end | MCP server for code comprehension indices and test maps. It answers what must be known to change a function and which tests pin its behavior, using… | No signals yet | No one-command install · Source | |
| 640 | Unranked | debuggermcp · back-end | MCP server for remote debugging of Apps in Toss mini-apps, providing CDP relay and test runner capabilities. | No signals yet | No one-command install · Source | |
| 641 | Unranked | brave-mcpmcp · browser | Wraps chrome-devtools-mcp to control Brave/Chrome/Edge browsers with real user profiles, supporting multi-browser management, hot switching, and… | No signals yet | No one-command install · Source | |
| 642 | Unranked | stm32c0-mcpmcp · back-end | MCP server for scaffolding, building, and flashing bare-metal STM32C011 firmware using the STM32CubeCLT toolchain. Exposes tools for project scaffold… | No signals yet | No one-command install · Source | |
| 643 | Unranked | python-patterns-mcpmcp · front-end | Exposes the 23 Gang of Four design patterns to AI coding agents for generation, canonical examples, AST-based detection, validation, and anti-pattern… | No signals yet | No one-command install · Source | |
| 644 | Unranked | chrome-devtools-mcp-wrappermcp · browser | A multi-browser wrapper for chrome-devtools-mcp that lets AI agents connect to and switch between multiple Chrome instances at runtime, proxying all… | No signals yet | No one-command install · Source | |
| 645 | Unranked | chrome-devtools-mcp-wrapper-2mcp · browser | A wrapper around chrome-devtools-mcp that adds dynamic multi-browser routing, allowing connection to and switching between multiple Chrome instances… | No signals yet | No one-command install · Source | |
| 646 | Unranked | chromeplaymcpmcp · browser | A policy-aware Meta-MCP server that orchestrates Playwright and Chrome DevTools for secure, high-level browser automation with origin whitelists and… | No signals yet | No one-command install · Source | |
| 647 | Unranked | stackguide-mcp-servermcp · back-end | Helps teams standardize implementation quality with project-aware rules, code review, health scoring, and an active agent workflow for intake… | No signals yet | No one-command install · Source | |
| 648 | Unranked | devreview-mcp-server-2mcp · back-end | Enables AI-assisted code review by integrating with the DevReview platform to analyze pull requests and provide feedback. | No signals yet | No one-command install · Source | |
| 649 | Unranked | my-mcp-server-5mcp · devops | A TypeScript MCP server boilerplate that provides tools like calculator, weather, geocoding, and image generation via HuggingFace, supporting both… | No signals yet | No one-command install · Source | |
| 650 | Unranked | mcp-maccleanmcp · other | Local multi-package manager cache cleaning MCP service that safely discovers, previews, and cleans caches for Maven, pnpm, npm, yarn, pip, uv, and Go. | No signals yet | No one-command install · Source | |
| 651 | Unranked | nit-mcp-servermcp · ai-agents | Exposes nit's code review agent as tools for Claude, enabling local path and GitHub PR/commit/URL review over Streamable HTTP. | No signals yet | No one-command install · Source | |
| 652 | Unranked | sql-sop-mcpmcp · ai-agents | MCP server that integrates sql-sop SQL linter into LLM clients, enabling linting SQL queries and listing lint rules via chat tools. | No signals yet | No one-command install · Source | |
| 653 | Unranked | ai-mosaicmcp · back-end | MCP server for Angular 19+ development, providing PR review, code scaffolding, modernization audits, and Storybook guidance. | No signals yet | No one-command install · Source | |
| 654 | Unranked | jestay-bitbucket-mcpmcp · back-end | MCP server for code review of Bitbucket Cloud pull requests: list PRs, read diffs, file contents and comments, and post review comments. | No signals yet | No one-command install · Source | |
| 655 | Unranked | coderocket-mcpmcp · devops | MCP server for CodeRocket Deploy providing AI-generated CI/CD workflows and AI code review as tools inside Claude Code. | No signals yet | No one-command install · Source | |
| 656 | Unranked | srotzin-agent-abtestmcp · ai-agents | A/B testing framework for autonomous agents with sticky variant assignment, conversion tracking, and statistical significance testing. | No signals yet | No one-command install · Source | |
| 657 | Unranked | azure-devops-pr-reviewer-mcp-servermcp · back-end | An MCP server for automated code reviews on Azure DevOps pull requests, enabling AI assistants to fetch PR details, validate requirements, post inline… | No signals yet | No one-command install · Source | |
| 658 | Unranked | react-ts-dev-toolsmcp · front-end | An MCP server that provides tools for React and TypeScript development, including generating typed form components, explaining TypeScript compiler… | No signals yet | No one-command install · Source | |
| 659 | Unranked | bamboo-mcp-servermcp · devops | Enables management of Atlassian Bamboo CI/CD pipelines, projects, plans, builds, and deployments through natural language commands. | No signals yet | No one-command install · Source | |
| 660 | Unranked | any2mcpmcp · back-end | Convert plain Python modules into MCP servers without decorators or boilerplate, automatically exposing functions as schematized tools. | No signals yet | No one-command install · Source | |
| 661 | Unranked | devkit-mcpmcp · back-end | A developer toolkit MCP server offering seven utilities: HTTP requests, JWT decoding, hashing, UUID generation, regex testing, cron explanation, and… | No signals yet | No one-command install · Source | |
| 662 | Unranked | mcp-code-shrinkermcp · search | A semantic context compiler MCP server that provides stratified L0-L3 code context with exact-source escalation, enabling project analysis, symbol… | No signals yet | No one-command install · Source | |
| 663 | Unranked | wmpf-mcpmcp · comms | Connects to WMPFDebugger's CDP WebSocket to enable AI-assisted debugging of Windows WeChat Mini Programs, providing tools for JavaScript evaluation… | No signals yet | No one-command install · Source | |
| 664 | Unranked | mcp-agent-systemmcp · ai-agents | A production-grade MCP server with 6 sandboxed tools and an agent orchestration engine for autonomous task completion, featuring an evaluation suite… | No signals yet | No one-command install · Source | |
| 665 | Unranked | clockify-mcp-servermcp · back-end | A scoped MCP server for managing Clockify workspaces, offering read/write tools for clients, projects, tasks, tags, and time entries, with idempotent… | No signals yet | No one-command install · Source | |
| 666 | Unranked | pvc-mcp-servermcp · github-vcs | A Git-like version control system for AI agent decision tracking, enabling plan commits, diffs, branches, and history. | No signals yet | No one-command install · Source | |
| 667 | Unranked | rn-devtools-mcpmcp · front-end | Enables AI assistants to inspect React Native app performance including memory, rendering, frames, and network requests, providing plain-language… | No signals yet | No one-command install · Source | |
| 668 | Unranked | debugtron-mcpmcp · browser | MCP server for debugging Electron apps: discover, launch, and control apps via Chrome DevTools Protocol and Node inspector, enabling JavaScript… | No signals yet | No one-command install · Source | |
| 669 | Unranked | mcp-ai-slop-checkermcp · front-end | Three deterministic MCP tools that score text for AI-writing tells (em-dash density, hedge words, tricolons, boilerplate openers) and grade… | No signals yet | No one-command install · Source | |
| 670 | Unranked | sonos-mcpmcp · back-end | MCP server for controlling Sonos speakers. Currently early scaffolding with a temporary discover tool. | No signals yet | No one-command install · Source | |
| 671 | Unranked | code-review-workflow-mcp-servermcp · back-end | Enables automated code review by reading code files, checking for style issues like console.log and TODOs, and generating formatted reports. | No signals yet | No one-command install · Source | |
| 672 | Unranked | fyipedia-mcpmcp · back-end | Unified MCP server providing AI assistants with 53 tools from 10 developer tool packages, including color conversion, emoji metadata, symbol encoding… | No signals yet | No one-command install · Source | |
| 673 | Unranked | slac-mcpmcp · ai-agents | MCP server exposing SLAC (Simple Logic & Arithmetic Compiler) as tools for LLM agents, enabling evaluation of expressions and retrieval of syntax… | No signals yet | No one-command install · Source | |
| 674 | Unranked | devtools-lens-mcpmcp · front-end | Enables AI agents to inspect and control a live Chromium browser for frontend debugging, providing console logs, network requests, DOM snapshots, and… | No signals yet | No one-command install · Source | |
| 675 | Unranked | chrome-remote-debugging-mcpmcp · browser | Controls a running Chrome/Chromium browser via the Chrome DevTools Protocol, enabling navigation, JavaScript evaluation, tab management, and raw CDP… | No signals yet | No one-command install · Source | |
| 676 | Unranked | pal-mcp-servermcp · back-end | A Model Context Protocol server that connects AI CLI tools to multiple models for multi-model orchestration, conversation continuity, and… | No signals yet | No one-command install · Source | |
| 677 | Unranked | machineprofile-mcpmcp · other | Enables AI assistants to retrieve structured information about the local Windows machine, including system specifications, resource health, developer… | No signals yet | No one-command install · Source | |
| 678 | Unranked | pbi-webview2mcp · browser | Enables AI agents to interact with live Power BI Desktop report canvas via Chrome DevTools Protocol, performing actions like page navigation, clicking… | No signals yet | No one-command install · Source | |
| 679 | Unranked | greencodemcpmcp · back-end | An MCP server that detects energy anti-patterns in Python code, retrieves optimization examples, suggests refactoring, validates correctness, and… | No signals yet | No one-command install · Source | |
| 680 | Unranked | mcp-typescript-boilerplatemcp · back-end | A TypeScript boilerplate for building MCP servers using the official SDK, with a layered architecture for easy adaptation to different APIs. | No signals yet | No one-command install · Source | |
| 681 | Unranked | mopmcp · ai-agents | A multi-agent orchestrator MCP server that enables LLM agents to collaborate on complex tasks by automating role assignment, inter-agent… | No signals yet | No one-command install · Source | |
| 682 | Unranked | wow-vanilla-mcpmcp · back-end | Enables AI assistants to search and retrieve documentation for Vanilla World of Warcraft Lua APIs, including function signatures, categories… | No signals yet | No one-command install · Source | |
| 683 | Unranked | poke-mcp-gemini-frontend-toolsmcp · front-end | Provides AI-powered tools for UX/UI review, web component generation, and code refactoring using Google Gemini. | No signals yet | No one-command install · Source | |
| 684 | Unranked | devtoolmcp · back-end | A unified developer toolbox MCP server providing utilities for base64, JWT, timestamps, UUID, JSON formatting, hashing, URL handling, case conversion… | No signals yet | No one-command install · Source | |
| 685 | Unranked | devhub-mcpmcp · ai-agents | MCP server for OpenDev Gitea and Gerrit APIs, enabling repository browsing, code review, and change management for LLM agents. | No signals yet | No one-command install · Source | |
| 686 | Unranked | secureops-mcpmcp · back-end | A secure, modular MCP server for file operations and code review using Gemini. | No signals yet | No one-command install · Source | |
| 687 | Unranked | codex-dobby-mcpmcp · ai-agents | A local MCP server that lets Claude delegate scoped work to Codex with structured results and guardrails, supporting planning, code review, build… | No signals yet | No one-command install · Source | |
| 688 | Unranked | runkeep-mcpmcp · back-end | Enables management of long-running development processes (such as dev servers, compilers, and watchers) from MCP hosts. Provides tools to start, stop… | No signals yet | No one-command install · Source | |
| 689 | Unranked | abap-mcp-adtmcp · back-end | MCP server for SAP ABAP development that enables AI assistants and code editors to interact with SAP systems via ABAP Developer Toolkit (ADT) APIs… | No signals yet | No one-command install · Source | |
| 690 | Unranked | n8n-flow-bridge-mcpmcp · auth | Enables git-based version control for n8n workflows with automatic credential remapping, allowing AI tools to pull, push, and manage workflows across… | No signals yet | No one-command install · Source | |
| 691 | Unranked | xai-grok-mcp-bridgemcp · ai-agents | Enables using the xAI Grok CLI as an MCP sub-agent for code review, asking questions, and continuing conversations within MCP hosts like Claude Code. | No signals yet | No one-command install · Source | |
| 692 | Unranked | rxjs-spy-mcpmcp · browser | Enables AI agents to debug RxJS 7 streams in the browser through Chrome DevTools MCP by tagging observables and querying subscription graphs, live… | No signals yet | No one-command install · Source | |
| 693 | Unranked | chrome-console-log-mcp-servermcp · browser | Captures browser console logs via Chrome DevTools Protocol and exposes them to MCP clients over SSE, enabling log retrieval with the getConsoleLogs… | No signals yet | No one-command install · Source | |
| 694 | Unranked | pixlmcp · front-end | Turns AI coding hosts into a guided mobile-UI design tool with design interviews, token contracts, linters, and local browser preview. | No signals yet | No one-command install · Source | |
| 695 | Unranked | cellc-mcpmcp · ai-agents | Wraps the cellc CellScript compiler so that an AI can write, check, explain, and inspect CKB Cell contracts in a local agentic loop. | No signals yet | No one-command install · Source | |
| 696 | Unranked | chatgpt-review-mcpmcp · ai-agents | An MCP server that lets Claude Code send prompts to a logged-in ChatGPT web session via Chrome DevTools Protocol, enabling a second opinion from GPT… | No signals yet | No one-command install · Source | |
| 697 | Unranked | cursor-agent-mcpmcp · ai-agents | MCP bridge from OpenCode to Cursor agent CLI, enabling code review, debugging, and planning via Cursor cloud. | No signals yet | No one-command install · Source | |
| 698 | Unranked | chrome-devtools-for-agents-chrome-devtools-mcpmcp · browser | Lets AI coding assistants control and inspect a live Chrome browser through MCP, enabling reliable automation, debugging, and performance analysis… | No signals yet | No one-command install · Source | |
| 699 | Unranked | chrome-cookies-mcpmcp · back-end | An MCP server that reads decrypted cookies from a running Chrome instance via the Chrome DevTools Protocol, returning them in various formats. | No signals yet | No one-command install · Source | |
| 700 | Unranked | android-devtools-mcpmcp · front-end | Enables an agent to inspect and interact with Android emulators or physical devices via ADB, capturing UI snapshots, tapping nodes, typing text, and… | No signals yet | 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.