Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | Unranked | circleci-mcp-servermcp · back-end | Integrate CircleCI build and deployment pipeline management with your Claude Code workflow. Monitor builds, trigger deployments, and access project… | No signals yet | No commit datelisted | No one-command install · Source |
| 802 | Unranked | cocos4-mcp-server-aimcp · back-end | Enables AI agents to build games with the Cocos4 engine by providing high-level scaffolding tools and transparently proxying native MCP tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 803 | Unranked | cooneycw-second-opinionmcp · search | Provides code review and analysis using Google Gemini models with streaming responses, context caching, multi-turn sessions, and web search… | No signals yet | No commit datelisted | No one-command install · Source |
| 804 | Unranked | debugger-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 805 | Unranked | devboxmcp · back-end | This server enables natural language interactions for developer-focused operations like managing Dev Boxes, configurations, and pools. | No signals yet | No commit datelisted | No one-command install · Source |
| 806 | Unranked | devplanmcp · other | { | No signals yet | No commit datelisted | No one-command install · Source |
| 807 | Unranked | devtools-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 808 | Unranked | donovan-jasper-saplingmcp · github-vcs | Provides structured access to Sapling (sl) version control repositories with built-in safety guardrails. | No signals yet | No commit datelisted | No one-command install · Source |
| 809 | Unranked | dynatrace-mcp-servermcp · observability | Manage and interact with the Dynatrace Platform for real-time observability and monitoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 810 | Unranked | echo3dmcp · back-end | Enables 3D digital asset management through the echo3D API, featuring tools for 3D file viewing, file sharing, conversion to various 3D formats, 3D… | No signals yet | No commit datelisted | No one-command install · Source |
| 811 | Unranked | elasticsearch-mcp-servermcp · back-end | MCP server for connecting to Elasticsearch data and indices. Supports search queries, mappings, ES|QL, and shard information through natural language… | No signals yet | No commit datelisted | No one-command install · Source |
| 812 | Unranked | ezsinehan-chrome-devtoolsmcp · browser | Connects Claude Code to Chrome browser via Chrome DevTools Protocol for web debugging. | No signals yet | No commit datelisted | No one-command install · Source |
| 813 | Unranked | figma-dev-mode-mcpmcp · front-end | The Dev Mode MCP server brings Figma directly into your workflow by providing important design information and context to AI agents generating code… | No signals yet | No commit datelisted | No one-command install · Source |
| 814 | Unranked | fireflymcp · ai-agents | Connect to Firefly AI services for advanced AI-powered development assistance, code analysis, and intelligent suggestions directly in your Claude Code… | No signals yet | No commit datelisted | No one-command install · Source |
| 815 | Unranked | flutter-codermcp · back-end | Provides Flutter and Dart reference data, code generation, live API lookups, and a verified sample corpus for AI coding assistants, enabling efficient… | No signals yet | No commit datelisted | No one-command install · Source |
| 816 | Unranked | freegamestore-mcpmcp · devops | Enables building, publishing, and improving PWA games from your editor by scaffolding games, updating files, and auto-deploying to a live URL. | No signals yet | No commit datelisted | No one-command install · Source |
| 817 | Unranked | fusion-compiler-session-mcpmcp · other | Manages a persistent Fusion Compiler session via PTY, enabling Tcl command execution and common EDA queries through an MCP interface. | No signals yet | No commit datelisted | No one-command install · Source |
| 818 | Unranked | fusion-compiler-session-mcp-2mcp · other | Enables starting and managing named independent PTY sessions for Synopsys Fusion Compiler, sending arbitrary Tcl commands, and listing/interrupting… | No signals yet | No commit datelisted | No one-command install · Source |
| 819 | Unranked | genkit-coder-agentmcp · ai-agents | Code generation agent built with Genkit (demonstrates developer tools) | No signals yet | No commit datelisted | No one-command install · Source |
| 820 | Unranked | github-officialmcp · github-vcs | GitHub's official MCP Server. Interact with GitHub repositories, issues, pull requests, and more directly from Claude. | No signals yet | No commit datelisted | No one-command install · Source |
| 821 | Unranked | gitlabmcp · auth | Official hosted integration providing secure access to GitLab projects, issues, merge requests, and CI/CD pipelines through OAuth 2.0 | No signals yet | No commit datelisted | No one-command install · Source |
| 822 | Unranked | gitlab-ai-mcp-servermcp · github-vcs | Connects AI coding assistants to GitLab instances, enabling project and issue management, merge request reviews, CI/CD inspection, repository… | No signals yet | No commit datelisted | No one-command install · Source |
| 823 | Unranked | google-ai-studio-mcp-servermcp · back-end | Exposes Google AI Studio models (Gemini, Imagen, Veo) as MCP tools for text generation, image generation, and video generation, integrating with code… | No signals yet | No commit datelisted | No one-command install · Source |
| 824 | Unranked | graphite-climcp · ai-agents | Tool for managing code reviews in the age of AI: enable developers (and agents) to work with multiple dependent changes efficiently. | No signals yet | No commit datelisted | No one-command install · Source |
| 825 | Unranked | hyperdbg-mcpmcp · ai-agents | Exposes the HyperDbg hypervisor-assisted, ring-0 debugger to LLM agents, enabling low-level debugging operations with safety features like read-only… | No signals yet | No commit datelisted | No one-command install · Source |
| 826 | Unranked | imagesorcery-mcpmcp · back-end | An MCP server providing tools for image processing operations | No signals yet | No commit datelisted | No one-command install · Source |
| 827 | Unranked | ios-simulatormcp · browser | Control iOS Simulator directly from Claude Code. Launch apps, take screenshots, manage device states, and streamline mobile development workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 828 | Unranked | jupytermcp · back-end | Model Context Protocol server for Jupyter notebooks. Execute code, manage notebooks, and interact with Jupyter kernels directly from Claude. | No signals yet | No commit datelisted | No one-command install · Source |
| 829 | Unranked | just-mcpmcp · ai-agents | Execute Just commands and task runners seamlessly from Claude Code. Manage project tasks, run build scripts, and automate development workflows with… | No signals yet | No commit datelisted | No one-command install · Source |
| 830 | Unranked | leetcodemcp · back-end | A Model Context Protocol (MCP) server for LeetCode that enables AI assistants to access LeetCode problems, user information, and contest data. | No signals yet | No commit datelisted | No one-command install · Source |
| 831 | Unranked | logfiremcp · observability | Provides access to OpenTelemetry traces and metrics through Logfire. | No signals yet | No commit datelisted | No one-command install · Source |
| 832 | Unranked | mcp-cdp-scrapermcp · browser | Enables AI agents to scrape web pages, fill forms, take screenshots, and extract structured data via Chrome DevTools Protocol with zero external… | No signals yet | No commit datelisted | No one-command install · Source |
| 833 | Unranked | mcp-devtoolsmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 834 | Unranked | mcp-nodejs-debuggermcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 835 | Unranked | mcp-server-boxmcp · back-end | The Box MCP Server is a Python project that integrates with the Box API to perform various operations such as file search, text extraction, AI-based… | No signals yet | No commit datelisted | No one-command install · Source |
| 836 | Unranked | memlume-mcp-servermcp · ai-agents | Memlume is a local, structured-memory MCP server that records immutable events, stores scoped memories, enables full-text search, and resolves context… | No signals yet | No commit datelisted | No one-command install · Source |
| 837 | Unranked | mermaidmcp · other | Generate Mermaid diagrams and charts dynamically with AI. Create flowcharts, sequence diagrams, class diagrams, and more via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 838 | Unranked | microsoft-clarity-mcp-servermcp · back-end | { | No signals yet | No commit datelisted | No one-command install · Source |
| 839 | Unranked | motion-studiomcp · front-end | Integrates CSS spring generation and Motion documentation resources directly into code editors for AI-enhanced animation development workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 840 | Unranked | my-mcpservermcp · back-end | A production-ready template for developing Model Context Protocol (MCP) servers using Python and FastMCP, with example tools like a multiply… | No signals yet | No commit datelisted | No one-command install · Source |
| 841 | Unranked | nexgendata-developer-toolsmcp · back-end | Access developer tool data and integrations through Apify's web scraping platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 842 | Unranked | nousia-23mcp · other | Enables deterministic, neural-free compilation of natural language into typed intent and canonical receipts, with proof-gated synthesis and governed… | No signals yet | No commit datelisted | No one-command install · Source |
| 843 | Unranked | oozoofrog-swiftmcpmcp · back-end | Swift MCP runtime and package manager for running, installing, and discovering MCP servers written in Swift. | No signals yet | No commit datelisted | No one-command install · Source |
| 844 | Unranked | openfoam-mcp-2mcp · observability | Turns an AI assistant into an OpenFOAM setup and debugging co-pilot, enabling case scaffolding, dictionary edits, mesh sizing, turbulence… | No signals yet | No commit datelisted | No one-command install · Source |
| 845 | Unranked | phodal-remodern-javamcp · other | Provides Java legacy modernization tools including AST-based code generation, template-driven generation, source code parsing, JSP analysis, bytecode… | No signals yet | No commit datelisted | No one-command install · Source |
| 846 | Unranked | poly-git-mcpmcp · github-vcs | Unified MCP server for Git forge management across GitHub, GitLab, Gitea, and Bitbucket, enabling repository, issue, PR, and CI/CD operations via CLI… | No signals yet | No commit datelisted | No one-command install · Source |
| 847 | Unranked | postman-api-http-servermcp · ai-agents | Postman's MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman. Use natural language to prompt AI to automate work… | No signals yet | No commit datelisted | No one-command install · Source |
| 848 | Unranked | puppet-master-mcp-servermcp · back-end | Provides 26 tools for Puppet Master framework operations including initialization, development, database management, deployment, builds, linting… | No signals yet | No commit datelisted | No one-command install · Source |
| 849 | Unranked | q3ds-solidworks-mcpmcp · back-end | An MCP server enabling AI-driven CAD automation for SolidWorks at the feature level, converting intent into CAD-neutral IR and compiling it into… | No signals yet | No commit datelisted | No one-command install · Source |
| 850 | Unranked | re-llm-decompilemcp · ai-agents | MCP server that exposes an AI decompiler via an OpenAI-compatible API, enabling decompilation, explanation, and variable renaming of disassembly for… | No signals yet | No commit datelisted | No one-command install · Source |
| 851 | Unranked | scaffold-mcp-servermcp · front-end | Enables generating frontend project scaffolding for multiple frameworks (React, Vue, UmiJS, Electron) via natural language commands. | No signals yet | No commit datelisted | No one-command install · Source |
| 852 | Unranked | sentry-2mcp · back-end | This service implements the Model Context Protocol (MCP) for interacting with Sentry, focused on human-in-the-loop coding agents and developer… | No signals yet | No commit datelisted | No one-command install · Source |
| 853 | Unranked | serenamcp · search | Semantic code retrieval & editing tools for coding agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 854 | Unranked | serkan-ozal-browser-devtools-mcpmcp · back-end | An MCP Server enables AI assistants to autonomously test, debug, and validate web applications. | No signals yet | No commit datelisted | No one-command install · Source |
| 855 | Unranked | seunghui-mcp-servermcp · back-end | This is a TypeScript MCP server boilerplate for Vercel deployment, supporting Streamable HTTP and stdio transports, with tools for image generation… | No signals yet | No commit datelisted | No one-command install · Source |
| 856 | Unranked | terraform-2mcp · back-end | The Terraform MCP Server is a Model Context Protocol (MCP) server that provides seamless integration with Terraform Registry APIs, enabling advanced… | No signals yet | No commit datelisted | No one-command install · Source |
| 857 | Unranked | testspritemcp · other | TestSprite’s MCP reads your intent, tests your code, and tells you what to fix. | No signals yet | No commit datelisted | No one-command install · Source |
| 858 | Unranked | theonedev-todmcp · back-end | A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review | No signals yet | No commit datelisted | No one-command install · Source |
| 859 | Unranked | trace-mcpmcp · observability | Framework-aware code intelligence — semantic navigation, impact analysis, and refactoring across 60 framework integrations and 81 languages with up to… | No signals yet | No commit datelisted | No one-command install · Source |
| 860 | Unranked | useful-helpers-suitemcp · ai-agents | An MCP server that exposes a suite of developer tools and apps via a shared tool registry, enabling agents to list and call tools through the MCP… | No signals yet | No commit datelisted | No one-command install · Source |
| 861 | Unranked | vrittimcp · ai-agents | Enables AI agents to act as graphic designers by generating images and social-ready visuals, with brand DNA memory, genre-aware styles, 35+ platform… | No signals yet | No commit datelisted | No one-command install · Source |
| 862 | Unranked | vscode-devtoolsmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 863 | Unranked | vyuhamcp · ai-agents | Vyuha is an MCP server that enables coding agents to collaborate on a repository by providing tools for ticket creation, worktree management, code… | No signals yet | No commit datelisted | No one-command install · Source |
| 864 | Unranked | webforjmcp · search | Documentation search, project scaffolding, and theme generation for Java web applications | No signals yet | No commit datelisted | No one-command install · Source |
| 865 | Unranked | xule-mcpmcp · ai-agents | Provides reference and pre-flight linting for XBRL Query and Rules Language (XULE), helping LLMs write syntactically sound rules with tools for object… | No signals yet | No commit datelisted | No one-command install · Source |
| 866 | Unranked | zai-mcp-servermcp · ai-agents | Vision MCP Server - Z.AI capability implementation based on the Model Context Protocol (MCP), providing powerful Z.AI GLM-4.6V capabilities for… | No signals yet | No commit datelisted | 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.