Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | Unranked | lspsteermcp · ai-agents | Compiler-in-the-loop steering for coding agents - Cursor and Claude Code. It runs your workspace's real language server on each edit, extracts… | No signals yet | No one-command install · Source | |
| 702 | Unranked | spring-toolkit-mcpmcp · back-end | A secure-by-default MCP server and CLI for AI agents to inspect Spring Boot repositories and interact with runtime Actuator endpoints, enabling code… | No signals yet | No one-command install · Source | |
| 703 | Unranked | next-generation-mcp-servermcp · ai-agents | Enables sandboxed file operations via MCP tools, resources, and prompts, with a Claude CLI client and Groq-powered web UI for file CRUD, search, code… | No signals yet | No one-command install · Source | |
| 704 | Unranked | mcp-rules-servermcp · back-end | MCP server that provides code validation rules and analysis for various stacks/frameworks, enabling automated code reviews and reporting directly from… | No signals yet | No one-command install · Source | |
| 705 | Unranked | mcp-genmcp · ai-agents | Turn your typed TypeScript functions into an MCP server — tool, resource, and prompt schemas inferred from your types and JSDoc. No schema library, no… | No signals yet | No one-command install · Source | |
| 706 | Unranked | csoai-org-code-reviewer-ai-mcpmcp · other | AI-powered code review and quality analysis tools. | No signals yet | No one-command install · Source | |
| 707 | Unranked | csoai-org-ci-cd-generator-ai-mcpmcp · devops | AI-powered CI/CD pipeline generation and configuration tools. | No signals yet | No one-command install · Source | |
| 708 | Unranked | ropeymcp · ai-agents | Enables coding agents to perform safe, project-wide Python refactoring (rename, move, extract, inline, change signature, organize imports, etc.) with… | No signals yet | No one-command install · Source | |
| 709 | Unranked | chrome-course-mcp-2mcp · browser | Enables browsing and collecting course materials from Brightspace through Chrome DevTools Protocol, allowing snapshotting, downloading media, and… | No signals yet | No one-command install · Source | |
| 710 | Unranked | schedulerrx-constraint-debugger-agentmcp · ai-agents | A neuro-symbolic agent that turns cryptic CP-SAT INFEASIBLE errors into plain-English diagnoses and only proposes fixes it has re-verified by… | No signals yet | No one-command install · Source | |
| 711 | Unranked | claude-iac-mcp-servermcp · devops | Enables AI agents to query an approved Terraform module registry and generate compliant Azure infrastructure code. It provides tools for module… | No signals yet | No one-command install · Source | |
| 712 | Unranked | chrome-course-mcpmcp · back-end | A local MCP server that enables Codex to inspect and interact with Chrome tabs through the Chrome DevTools Protocol, primarily for collecting… | No signals yet | No one-command install · Source | |
| 713 | Unranked | cursor-mcp-servermcp · back-end | Turns Claude Desktop into a Cursor-like assistant for code browsing, editing, searching, linting, formatting, and version control. | No signals yet | No one-command install · Source | |
| 714 | Unranked | mcp-codemagicmcp · ai-agents | This MCP server enables users to manage Codemagic CI/CD builds directly from Claude Code, including listing apps, triggering builds, checking status… | No signals yet | No one-command install · Source | |
| 715 | Unranked | pr-reviewer-mcp-servermcp · github-vcs | Connects Claude to GitHub, enabling listing repositories, browsing open pull requests, and inspecting PR diffs for code review. | No signals yet | No one-command install · Source | |
| 716 | Unranked | gitlab-mcpmcp · back-end | Exposes the GitLab REST API to MCP clients for managing projects, issues, merge requests, repositories, and CI/CD pipelines. It is multi-tenant… | No signals yet | No one-command install · Source | |
| 717 | Unranked | small-mcpmcp · ai-agents | A minimal FastMCP server in Python demonstrating all four MCP primitives with tools for arithmetic, word counting, time, and logging, resources for… | No signals yet | No one-command install · Source | |
| 718 | Unranked | karpathy-guidelines-mcp-servermcp · back-end | Provides code review and guideline loading based on Andrej Karpathy's coding principles, helping LLMs avoid common pitfalls like over-engineering and… | No signals yet | No one-command install · Source | |
| 719 | Unranked | llm-skills-mcp-pocmcp · ai-agents | MCP server exposing a shared pr-review skill with tools to list, get, run, and evaluate skills, enabling AI assistants to perform code review tasks. | No signals yet | No one-command install · Source | |
| 720 | Unranked | code-review-mcpmcp · comms | Enables Codex-powered Git code review by collecting diffs and generating Chinese Markdown reviews with optional Feishu notifications. | No signals yet | No one-command install · Source | |
| 721 | Unranked | codereviewbuddymcp · ai-agents | MCP server that helps AI coding agents interact with AI code reviewers on GitHub PRs | No signals yet | No one-command install · Source | |
| 722 | Unranked | k8s-manifest-auditmcp · devops | Static audit of Kubernetes manifests via MCP, powered by kube-linter. Returns structured reports with severity, check ID, category, message, and… | No signals yet | No one-command install · Source | |
| 723 | Unranked | fictjs-mcpmcp · back-end | MCP server for retrieving Fict documentation, running compiler/ESLint/TypeScript diagnostics, and generating shareable Playground links. | No signals yet | No one-command install · Source | |
| 724 | Unranked | arianlopezc-trabucomcp · database | Generates and manages production-ready Java multi-module Maven projects with database, messaging, and CI/CD configurations. | No signals yet | No one-command install · Source | |
| 725 | Unranked | mcp-codexreviewmcp · github-vcs | Provides MCP tools to review git changes using OpenAI Codex CLI, enabling code review of unstaged, staged, or last-commit changes. | No signals yet | No one-command install · Source | |
| 726 | Unranked | typescript-mcp-server-boilerplate-2mcp · back-end | A boilerplate for building MCP servers using TypeScript, with example tools like calculator and greet, plus resource support. | No signals yet | No one-command install · Source | |
| 727 | Unranked | typescript-mcp-server-boilerplatemcp · devops | A boilerplate for building and deploying MCP servers on Vercel, featuring example tools like greeting, calculator, weather, and Hugging Face image… | No signals yet | No one-command install · Source | |
| 728 | Unranked | lix-agent-version-control-mcp-servermcp · back-end | Enables AI agents to manage version control for product assets with tools for creating change sets, comparing versions, approving merges, and… | No signals yet | No one-command install · Source | |
| 729 | Unranked | engineering-standardsmcp · front-end | Enforces team engineering standards across Git, code review, Rails, frontend, deployment, incidents, observability, API design, database, ADRs, and… | No signals yet | No one-command install · Source | |
| 730 | Unranked | zerolang-agent-compiler-mcpmcp · observability | Paid remote MCP for ZeroLang, providing tools to compile ZeroLang programs, run fixtures, explain compile errors, and export agent plans, with… | No signals yet | No one-command install · Source | |
| 731 | Unranked | chrome-devtools-session-mcpmcp · browser | Paid hosted MCP endpoint for AI agent browser DevTools. It exposes structured JSON tools for inspecting page state, reading console errors… | No signals yet | No one-command install · Source | |
| 732 | Unranked | boltwork-mcpmcp · ai-agents | Give your AI agent PDF summarization, code review, translation, web extraction, document comparison, and persistent memory — all paid autonomously via… | No signals yet | No one-command install · Source | |
| 733 | Unranked | squidboy30-boltworkmcp · other | Pay-per-call AI services including PDF summarization, code review, and translation via Bitcoin Lightning. | No signals yet | No one-command install · Source | |
| 734 | Unranked | tsconfig-inheritance-flattener-mcpmcp · ai-agents | Resolves TypeScript config inheritance chains to reveal effective compiler options, resolves path aliases to physical files, and validates project… | No signals yet | No one-command install · Source | |
| 735 | Unranked | vola-trebla-tsconfig-flattenermcp · other | Resolves TypeScript config inheritance chains and returns effective compiler options per file. | No signals yet | No one-command install · Source | |
| 736 | Unranked | vola-trebla-zod-mock-forgemcp · back-end | Generates deterministic mock data and API contract scaffolding from Zod schemas. | No signals yet | No one-command install · Source | |
| 737 | Unranked | chrome-devtools-mcpmcp · browser | Lets coding agents control and inspect a live Chrome browser via the Model-Context-Protocol, providing advanced browser debugging, performance… | No signals yet | No one-command install · Source | |
| 738 | Unranked | calvinling2021-star-synapse-geomcp · ai-agents | GEO linter that audits and auto-fixes how AI agents discover and recommend new products. | No signals yet | No one-command install · Source | |
| 739 | Unranked | bpe-mcp-servermcp · back-end | Enables querying consolidated Bitcoin pricing, ML signals, funding skew, and market briefings via the BPE API, without HTTP boilerplate. | No signals yet | No one-command install · Source | |
| 740 | Unranked | backend2mcpmcp · back-end | Automatically converts Python web backends (FastAPI, Flask, Django) into MCP servers by exposing API routes as MCP tools with near-zero boilerplate. | No signals yet | No one-command install · Source | |
| 741 | Unranked | pinionmcp · devops | AI-powered characterization test generator that reads Python functions or class methods, synthesizes inputs, captures behavior in a sandbox, and emits… | No signals yet | No one-command install · Source | |
| 742 | Unranked | crowvaultmcp · devops | 327 developer tools via MCP for generating Dockerfiles, schemas, Kubernetes configs, APIs, and more. | No signals yet | No one-command install · Source | |
| 743 | Unranked | mcp-llm-evalmcp · ai-agents | A local MCP server that packages LLM evaluation gates as reusable CI/CD primitives, enabling AI agents to run datasets against models, score… | No signals yet | No one-command install · Source | |
| 744 | Unranked | srotzin-hiveconsultmcp · other | Reasoning-as-a-service platform offering structured analysis, decision support, and code review via MCP tools. | No signals yet | No one-command install · Source | |
| 745 | Unranked | electric-cherrymcp · back-end | Electron debugging MCP server for both renderer (via Chrome DevTools Protocol) and main process (via V8 Inspector Protocol), enabling automation… | No signals yet | No one-command install · Source | |
| 746 | Unranked | convergentmethods-arezzomcp · search | Deterministic Google Docs compiler that handles UTF-16 index arithmetic so AI agents stop corrupting documents. | No signals yet | No one-command install · Source | |
| 747 | Unranked | claude-code-toolsmcp · ai-agents | MCP server providing code review, auto-fix, test running, linting, formatting, and refactor suggestions for Claude Code. | No signals yet | No one-command install · Source | |
| 748 | Unranked | a11y-expert-mcpmcp · back-end | An accessibility expert MCP server that provides AI coding assistants with real-time access to WAI-ARIA patterns, code review, contrast checking, and… | No signals yet | No one-command install · Source | |
| 749 | Unranked | mo5-mcp-servermcp · back-end | Enables AI agents to access Thomson MO5 technical documentation, perform semantic search, and use build tools for MO5 development. | No signals yet | No one-command install · Source | |
| 750 | Unranked | phpactor-mcp-servermcp · back-end | Provides project-wide semantic PHP refactoring tools (find references, rename classes/members, move class, class info) for AI assistants by wrapping… | No signals yet | No one-command install · Source | |
| 751 | Unranked | developer-tools-mcp-servermcp · back-end | Provides developer tools for searching PyPI packages, fetching GitHub repository info, searching Stack Overflow, and checking Python package… | No signals yet | No one-command install · Source | |
| 752 | Unranked | nimbus21-ai-chrome-devtools-mcpmcp · browser | Lets AI coding agents control and inspect a live Chrome browser via MCP, providing Chrome DevTools capabilities for automation, debugging, and… | No signals yet | No one-command install · Source | |
| 753 | Unranked | gh-kiwamust-electron-cdp-bridgemcp · browser | Bridge Chrome DevTools Protocol to MCP for controlling Electron applications. | No signals yet | No one-command install · Source | |
| 754 | Unranked | claude-code-codex-agentsmcp · ai-agents | Enables Claude Code to delegate tasks to OpenAI's Codex CLI (GPT-5.4) with structured execution traces, parallel execution, session persistence, and… | No signals yet | No one-command install · Source | |
| 755 | Unranked | arch-master-mcpmcp · back-end | Multi-stack scaffolding engine for generating production-ready module structures (NestJS, Java Spring, Python FastAPI) directly from an MCP-compatible… | No signals yet | No one-command install · Source | |
| 756 | Unranked | ceedling-mcp-servermcp · back-end | Bridges LLMs to the Ceedling C unit testing framework, enabling test execution, module-specific testing, and scaffolding of source/test file triplets. | No signals yet | No one-command install · Source | |
| 757 | Unranked | devkits-mcp-servermcp · back-end | Provides 12 local developer tools (JSON format, Base64, JWT decode, regex test, hash, UUID, etc.) for AI assistants like Claude Desktop and Cursor. | No signals yet | No one-command install · Source | |
| 758 | Unranked | ton-tolk-compiler-mcp-servermcp · back-end | Integrates Tolk compiler tools into AI assistants, enabling compilation of Tolk contracts, conversion from FunC, and version checks without manual… | No signals yet | No one-command install · Source | |
| 759 | Unranked | sbl-debuggermcp · ai-agents | Enables AI assistants to debug ARM Cortex-M targets via GDB and OpenOCD, supporting attach, breakpoints, stepping, register/memory inspection, and SVD… | No signals yet | No one-command install · Source | |
| 760 | Unranked | code-lensmcp · back-end | Gemini-powered MCP server for automated code review, analysis, and documentation. | No signals yet | No one-command install · Source | |
| 761 | Unranked | gh-j0hanz-code-review-analystmcp · other | Gemini-powered code review analysis for automated quality assessment. | No signals yet | No one-command install · Source | |
| 762 | Unranked | j0hanz-code-lensmcp · other | Gemini-powered code review, analysis, and documentation generation. | No signals yet | No one-command install · Source | |
| 763 | Unranked | pal-mcpmcp · back-end | A Model Context Protocol server that connects multiple AI models into a single workflow, enabling multi-model orchestration, conversation continuity… | No signals yet | No one-command install · Source | |
| 764 | Unranked | multi-agent-council-reviewmcp · ai-agents | Orchestrates multiple LLM agents to perform parallel code review, then synthesizes and votes on suggestions to rank improvements by consensus. | No signals yet | No one-command install · Source | |
| 765 | Unranked | mcp-review-prmcp · back-end | An MCP server for multi-language PR review with deterministic analysis, providing AI-powered code review tools that detect languages, apply review… | No signals yet | No one-command install · Source | |
| 766 | Unranked | mcp-dev-toolsmcp · back-end | Integrates AI into software development workflows by providing three MCP tools: code review checklists, conventional commit message generation, and… | No signals yet | No one-command install · Source | |
| 767 | Unranked | project-scaffoldmcp · devops | An MCP server that scaffolds full-stack projects with consistent structure, Docker setup, CI/CD pipelines, and database configuration. | No signals yet | No one-command install · Source | |
| 768 | Unranked | wsl-chrome-mcp-bridgemcp · browser | A bridge to launch Chrome on Windows from WSL2 and proxy Chrome DevTools MCP tools. It enables browser automation via Claude Code in WSL2 by managing… | No signals yet | No one-command install · Source | |
| 769 | Unranked | typescript-extractor-mcp-servermcp · back-end | Enables to extract TypeScript methods, functions, and their relevant imports and class properties for code analysis, refactoring, and documentation. | No signals yet | No one-command install · Source | |
| 770 | Unranked | multi-edit-mcp-servermcp · back-end | Enables atomic batch find-and-replace edits across single or multiple files, reducing tool calls and token usage for efficient code refactoring. | No signals yet | No one-command install · Source | |
| 771 | Unranked | multi-ai-collabmcp · ai-agents | Lets Claude Code query multiple AI models (Gemini, Grok, ChatGPT, DeepSeek) for diverse perspectives, code reviews, debates, and more. | No signals yet | No one-command install · Source | |
| 772 | Unranked | arch-expert-mcpmcp · front-end | Automates project scaffolding for Domain-Driven Design and Clean Architecture, providing professional naming, structure verification, and bilingual… | No signals yet | No one-command install · Source | |
| 773 | Unranked | mrt-fe-review-washermcp · ai-agents | A Korean-centric MCP server for storing code review results and managing tasks, integrating with LLMs like Claude for review generation. | No signals yet | No one-command install · Source | |
| 774 | Unranked | claude-memory-mcp-servermcp · ai-agents | Provides persistent storage for Claude's context by enabling saving, loading, searching, and managing memories across categories with version control… | No signals yet | No one-command install · Source | |
| 775 | Unranked | gitlab-mcp-glabmcp · devops | Provides GitLab issue and CI/CD management tools using the glab CLI, with reduced context token usage compared to the official GitLab MCP. | No signals yet | No one-command install · Source | |
| 776 | Unranked | mcp-code-agentmcp · ai-agents | An AI-powered code review agent that leverages Model Context Protocol (MCP) and Claude to provide intelligent, context-aware code reviews. | No signals yet | No one-command install · Source | |
| 777 | Unranked | jenkins-to-github-actions-mcp-servermcp · back-end | Converts Jenkins declarative pipelines into GitHub Actions workflow YAML files, facilitating migration from Jenkins to GitHub Actions CI/CD. | No signals yet | No one-command install · Source | |
| 778 | Unranked | xfactormcp · ai-agents | MCP server that connects AI agents to browser DevTools via CDP, enabling real-time access to console logs, network requests, and page state. | No signals yet | No one-command install · Source | |
| 779 | Unranked | github-actions-mcpmcp · devops | Analyzes GitHub Actions workflows and performance, helping identify bottlenecks, failures, and optimization opportunities in CI/CD pipelines. | No signals yet | No one-command install · Source | |
| 780 | Unranked | trite-code-analysismcp · other | Analyzes .NET solutions and projects using Roslyn to detect unreferenced code members including classes, methods, properties, and fields with… | No signals yet | No one-command install · Source | |
| 781 | Unranked | mcp-code-review-agentmcp · ai-agents | A multi-persona code review tool that leverages AI agents with distinct expertise (Codex, Toxic Architect, Accessibility Expert) to analyze code… | No signals yet | No one-command install · Source | |
| 782 | Unranked | ai-code-review-mcp-servermcp · back-end | A code review tool server based on Model Context Protocol (MCP) providing multi-dimensional code review and scoring. | No signals yet | No one-command install · Source | |
| 783 | Unranked | selenium-recorder-mcpmcp · browser | Records browser interactions (clicks, DOM mutations, console logs, JS errors) via Chrome DevTools Protocol while you manually navigate, and provides… | No signals yet | No one-command install · Source | |
| 784 | Unranked | teamcity-mcp-servermcp · back-end | Enables management of TeamCity CI/CD operations through natural language commands, including builds, projects, tests, artifacts, and more. | No signals yet | No one-command install · Source | |
| 785 | Unranked | greeting-utilitiesmcp · ai-agents | Send friendly greetings in multiple languages, run quick calculations, and get the current time for any timezone. Generate images from text prompts to… | No signals yet | No one-command install · Source | |
| 786 | Unranked | ast-grep-mcp-servermcp · back-end | Enables structural code search and refactoring across 20+ programming languages using ast-grep patterns, with safe dry-run mode and flexible… | No signals yet | No one-command install · Source | |
| 787 | Unranked | bitbucket-mcp-server-3mcp · back-end | An MCP server that provides tools for interacting with the Bitbucket API, supporting both Bitbucket Cloud and Bitbucket Server, enabling pull request… | No signals yet | No one-command install · Source | |
| 788 | Unranked | dev-tools-mcp-servermcp · search | A TypeScript MCP server example providing basic developer tools: hello world greeting, arithmetic calculator, and file information retrieval. | No signals yet | No one-command install · Source | |
| 789 | Unranked | azure-devops-mcp-server-3mcp · back-end | Enables interaction with Azure DevOps services including work items, builds, releases, test plans, repositories, and search via natural language… | No signals yet | No one-command install · Source | |
| 790 | Unranked | mcp-server-boilerplate-2mcp · back-end | A basic MCP server that provides an addition tool and an API key retrieval tool, designed as a boilerplate for integration with Cursor AI. | No signals yet | No one-command install · Source | |
| 791 | Unranked | a11ydriver-mcpmcp · browser | MCP server that enables AI agents to control Chrome via DevTools CDP and accessibility trees, providing 21 tools for browser automation including tab… | No signals yet | No commit datelisted | No one-command install · Source |
| 792 | Unranked | adcritter-buildersmcp · back-end | AdCritter ads platform: docs, API reference, app scaffolding, and white-label integration. | No signals yet | No commit datelisted | No one-command install · Source |
| 793 | Unranked | ai-devtool-mcp-servermcp · back-end | MCP server for AI DevTool workflow, exposing tools and resources for code review, repository chat, and repository operations. | No signals yet | No commit datelisted | No one-command install · Source |
| 794 | Unranked | aksmcp · back-end | The AKS-MCP is a Model Context Protocol (MCP) server that enables AI assistants to interact with Azure Kubernetes Service (AKS) clusters. It serves as… | No signals yet | No commit datelisted | No one-command install · Source |
| 795 | Unranked | android-mcpmcp · ai-agents | MCP Server for interacting with Android devices. Control, inspect, and automate Android devices via ADB through Claude. | No signals yet | No commit datelisted | No one-command install · Source |
| 796 | Unranked | atomadic-fusemcp · observability | Polyglot compiler for the agent economy that harvests logic atoms from codebases and discovers product chains. | No signals yet | No commit datelisted | No one-command install · Source |
| 797 | Unranked | boilerplate-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 798 | Unranked | bomberjs-mcp-servermcp · ai-agents | MCP server that exposes the atomic-bomb tool for generating project scaffolding based on templates. Allows agents to run atomic-bomb commands by… | No signals yet | No commit datelisted | No one-command install · Source |
| 799 | Unranked | bwb-browser-termuxmcp · browser | A lightweight browser automation MCP server using raw Chrome DevTools Protocol, enabling web navigation, screenshots, and DOM interaction without… | No signals yet | No commit datelisted | No one-command install · Source |
| 800 | Unranked | chrome-devtools-mcp-2mcp · browser | MCP server that lets coding agents control and inspect live Chrome browsers, providing full Chrome DevTools capabilities for automation, debugging… | 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.