Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 22.557 | codexmcp · ai-agents | Enables Grok Build to orchestrate the local Codex CLI for code reviews, adversarial reviews, task rescue, session transfer, and background job… | 1 star | No one-command install · Source | |
| 101 | 22.557 | fastmcp-python-boilerplatemcp · ai-agents | Provides a production-ready FastMCP Python server boilerplate with structured logging, rate limiting, and config validation for building MCP servers… | 1 star | No one-command install · Source | |
| 101 | 22.557 | chrome-dev-mcpmcp · ai-agents | An MCP server that connects AI agents to a running Chrome tab via the Chrome DevTools Protocol (CDP), enabling runtime debugging and page inspection. | 1 star | No one-command install · Source | |
| 101 | 22.557 | continuous-code-guardianmcp · ai-agents | AI-powered continuous code assistant for Cursor, VS Code, Antigravity, and Claude Code via MCP, providing tools for code review, testing… | 1 star | No one-command install · Source | |
| 101 | 22.557 | proxima-centaurimcp · ai-agents | A local development gateway that routes AI queries through browser sessions or API keys, enabling free and private access to frontier LLMs within code… | 1 star | No one-command install · Source | |
| 101 | 22.557 | linkagentmcp · ai-agents | LinkAgent is a Python MCP server that extracts structured data from any website via Chrome DevTools Protocol. It features a plugin architecture with… | 1 star | No one-command install · Source | |
| 101 | 22.557 | idameshmcp · ai-agents | An MCP server that exposes IDA Pro's disassembler and Hex-Rays decompiler as tools and resources, enabling parallel binary analysis with multiple… | 1 star | No one-command install · Source | |
| 101 | 22.557 | spector-agent-mcpmcp · ai-agents | AI-first WebGL 1/2 debugging MCP server that attaches to Chrome via CDP, enables frame capture and diagnostic analysis, and collaborates with Chrome… | 1 star | No one-command install · Source | |
| 101 | 22.557 | shareworker-code-review-mcpmcp · ai-agents | Deterministic code review MCP server that provides tools for file selection, rule matching, comment positioning, and reflection, ensuring stable… | 1 star | No one-command install · Source | |
| 101 | 22.557 | llama-bridgemcp · ai-agents | MCP server that enables cloud models (like Gemini/Claude) to delegate coding tasks to a local llama.cpp server, preserving cloud usage limits through… | 1 star | No one-command install · Source | |
| 101 | 22.557 | build-quality-mcpmcp · ai-agents | Enables Claude-powered pre-push code review, blocking bad commits by analyzing diffs with Anthropic's models. | 1 star | No one-command install · Source | |
| 101 | 22.557 | arena-mcp-servermcp · ai-agents | Enables running position-driven adversarial debates and code reviews between AI agents via MCP tools, supporting custom positions, multiple rounds… | 1 star | No one-command install · Source | |
| 101 | 22.557 | codex-bridgemcp · ai-agents | MCP server that lets Claude Code ask GPT Codex for adversarial planning, code review, debugging, research, and risk triage without leaving your… | 1 star | No one-command install · Source | |
| 101 | 22.557 | mcp-agent-reviewmcp · ai-agents | An MCP server that provides agentic code review powered by OpenAI-compatible models, designed for use with Claude Code. | 1 star | No one-command install · Source | |
| 101 | 22.557 | sean-sunagaku-promptlintmcp · ai-agents | Static linter for AI prompts detecting contradictions, redundancy, ambiguity, and filler text. | 1 star | No one-command install · Source | |
| 101 | 22.557 | smart-xdebug-mcpmcp · ai-agents | Connects AI assistants like Claude to PHP's XDebug debugger for runtime inspection, breakpoint control, and variable tracking, enabling natural… | 1 star | No one-command install · Source | |
| 101 | 22.557 | mcpbootmcp · ai-agents | Generates and serves an MCP server from a natural language prompt, without requiring SDK knowledge or boilerplate code. | 1 star | No one-command install · Source | |
| 101 | 22.557 | codex-cli-architect-mcpmcp · ai-agents | An MCP server that provides technical consultation, code review, and code explanation by integrating with OpenAI's Codex CLI, enabling AI-powered… | 1 star | No one-command install · Source | |
| 101 | 22.557 | memory-bank-mcp-mongodbmcp · ai-agents | MCP server for MongoDB-powered memory bank management with multi-project isolation, version control, and real-time statistics. | 1 star | No one-command install · Source | |
| 120 | Unranked | mutual-review-mcpmcp · ai-agents | An MCP server that enables code review by having two LLMs (Claude and GPT-4o) independently evaluate code and then synthesize their findings into a… | No signals yet | No one-command install · Source | |
| 121 | Unranked | mesen-for-aimcp · ai-agents | MCP server that launches Mesen/MesenCE headlessly and exposes the emulator's debugger-face Lua API over MCP JSON-RPC, enabling AI agents to load ROMs… | No signals yet | No one-command install · Source | |
| 122 | Unranked | roz-mcpmcp · ai-agents | Provides C# coding agents with compiler-accurate symbol analysis, including references, renames, and impact analysis for .NET solutions. | No signals yet | No one-command install · Source | |
| 123 | Unranked | ha-exception-debugmcp · ai-agents | A live post-mortem debugger MCP server for Home Assistant that lets AI agents list captured exceptions, walk traceback frames, read local variables… | No signals yet | No one-command install · Source | |
| 124 | Unranked | intent-engineeringmcp · ai-agents | An MCP server that exposes three tools for auditing, scaffolding, and triaging agent intent specs against a unified template, helping prevent intent… | No signals yet | No one-command install · Source | |
| 125 | Unranked | grok-build-mcp-servermcp · ai-agents | Exposes the Grok Build CLI as MCP tools for Claude Code and other clients, enabling headless AI agents to perform tasks like code reviews, web… | No signals yet | No one-command install · Source | |
| 126 | Unranked | peer-agents-mcpmcp · ai-agents | Enables AI coding tools to call Grok and Antigravity CLIs as peer reviewers for code review, planning, debugging, and collaborative sessions. | No signals yet | No one-command install · Source | |
| 127 | Unranked | astron-mcpmcp · ai-agents | An MCP server that wraps multiple vendors' Coding Plan services (iFlytek Spark, Volcengine) to provide code review, plan review, and multi-turn… | No signals yet | No one-command install · Source | |
| 128 | Unranked | archviewmcp · ai-agents | Provides agents with read-only access to local code architecture graphs (structure from tree-sitter, semantic summaries from LLMs), including… | No signals yet | No one-command install · Source | |
| 129 | Unranked | octopus-mcp-servermcp · ai-agents | MCP server that brings Octopus AI code review into editors, allowing review of code changes and asking questions about your codebase. Integrates with… | No signals yet | No one-command install · Source | |
| 130 | Unranked | enterprise-sdlc-mcpmcp · ai-agents | Serves reusable SDLC agent roles and review checklists over MCP, enabling AI coding agents to execute structured product analysis, solution… | No signals yet | No one-command install · Source | |
| 131 | Unranked | code-ast-mcpmcp · ai-agents | This MCP server enables AI models to analyze local Python codebases using abstract syntax trees, providing tools for file structure analysis, symbol… | No signals yet | No one-command install · Source | |
| 132 | Unranked | ts-review-graphmcp · ai-agents | Enables Claude Code to query a TypeScript dependency graph and retrieve the minimal set of files needed for code review, implementation, or debugging. | No signals yet | No one-command install · Source | |
| 133 | Unranked | exisjs-mcpmcp · ai-agents | MCP server that connects AI coding agents to ExisJS projects, enabling them to read local ExisJS documentation and scaffold idiomatic ExisJS… | No signals yet | No one-command install · Source | |
| 134 | Unranked | visionmcpmcp · ai-agents | A visual compiler and verifier for coding agents that turns rendered evidence into inspectable visual programs with tamper-evident receipts. | No signals yet | No one-command install · Source | |
| 135 | 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 | |
| 136 | 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 | |
| 137 | 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 | |
| 138 | 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 | |
| 139 | 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 | |
| 140 | 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 | |
| 141 | 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 | |
| 142 | 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 | |
| 143 | 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 | |
| 144 | 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 | |
| 145 | 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 | |
| 146 | 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 | |
| 147 | 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 | |
| 148 | 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 | |
| 149 | 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 | |
| 150 | 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 | |
| 151 | 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 | |
| 152 | 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 | |
| 153 | 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 | |
| 154 | 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 | |
| 155 | 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 | |
| 156 | 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 | |
| 157 | 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 | |
| 158 | Unranked | antigravity-claude-mcp-2mcp · ai-agents | Enables Claude Code to request independent code reviews and second opinions from other AI models (like Gemini, GPT-OSS) via the Antigravity CLI… | No signals yet | No one-command install · Source | |
| 159 | Unranked | mcp-cli-toolsmcp · ai-agents | MCP server that gives AI coding agents (Claude Code, Cursor, Cline, etc.) access to multiple AI models through Antigravity CLI and OpenAI Codex CLI… | No signals yet | No one-command install · Source | |
| 160 | Unranked | peer-cli-mcpmcp · ai-agents | MCP bridge for calling local coding-agent CLIs (Codex, Claude) from another agent, enabling bounded tasks like code review, verification, and bug… | No signals yet | No one-command install · Source | |
| 161 | Unranked | agent-replay-debugger-mcpmcp · ai-agents | Enables step-debugging, deterministic replay, and signed audit evidence for AI agents, compliant with EU AI Act. | No signals yet | No one-command install · Source | |
| 162 | Unranked | fix-my-comments-mcpmcp · ai-agents | MCP server that exposes code review tasks from the Fix My Comments VS Code extension to AI agents, enabling them to list, retrieve, reply to, and… | No signals yet | No one-command install · Source | |
| 163 | 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 | |
| 164 | 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 | |
| 165 | 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 | |
| 166 | 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 | |
| 167 | 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 | |
| 168 | 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 | |
| 169 | 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 | |
| 170 | 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 | |
| 171 | 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 | |
| 172 | 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 | |
| 173 | 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 | |
| 174 | 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 | |
| 175 | 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 | |
| 176 | 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 | |
| 177 | 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 | |
| 178 | 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 | |
| 179 | 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 | |
| 180 | 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 | |
| 181 | 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 | |
| 182 | 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 | |
| 183 | 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 | |
| 184 | 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 | |
| 185 | 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 | |
| 186 | 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 | |
| 187 | Unranked | ai-reviewworkflow · ai-agents | AI-Powered Code Review Specialist | No signals yet | No commit datelisted | armory install ai-review --cli claude |
| 188 | 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 |
| 189 | Unranked | anti-sycophancy-code-discipline-cursorrules-prompt-filerules · ai-agents | Anti-sycophancy directives for code review and generation. Blocks hallucinated APIs, false confidence, authority-driven validation, and softening of… | No signals yet | No commit datelisted | armory install anti-sycophancy-code-discipline-cursorrules-prompt-file --cli claude |
| 190 | Unranked | basic-memoryrules · ai-agents | Presents an innovative AI-human collaboration framework with Model Context Protocol for bidirectional LLM-markdown communication and flexible… | No signals yet | No commit datelisted | armory install basic-memory --cli claude |
| 191 | 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 |
| 192 | Unranked | c-sharp-prosubagent · ai-agents | Write idiomatic C# code with modern language features, async patterns, and LINQ. Masters .NET ecosystem, Entity Framework Core, and ASP.NET Core. Use… | No signals yet | No commit datelisted | armory install c-sharp-pro --cli claude |
| 193 | Unranked | code-refactoring-code-reviewersubagent · ai-agents | Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production… | No signals yet | No commit datelisted | armory install code-refactoring-code-reviewer --cli claude |
| 194 | Unranked | code-refactoring-legacy-modernizersubagent · ai-agents | Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward… | No signals yet | No commit datelisted | armory install code-refactoring-legacy-modernizer --cli claude |
| 195 | Unranked | codexskill · ai-agents | Use when the user asks to run Codex CLI (codex exec, codex resume) or references OpenAI Codex for code analysis, refactoring, or automated editing… | No signals yet | No commit datelisted | armory install codex --cli claude |
| 196 | Unranked | cpp-reviewersubagent · ai-agents | Expert C++ code reviewer specializing in memory safety, modern C++ idioms, concurrency, and performance. Use for all C++ code changes. MUST BE USED… | No signals yet | No commit datelisted | armory install cpp-reviewer --cli claude |
| 197 | Unranked | csharp-prosubagent · ai-agents | Write modern C# code with advanced features like records, pattern matching, and async/await. Optimizes .NET applications, implements enterprise… | No signals yet | No commit datelisted | armory install csharp-pro --cli claude |
| 198 | Unranked | debugging-toolkit-debuggersubagent · ai-agents | Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues. | No signals yet | No commit datelisted | armory install debugging-toolkit-debugger --cli claude |
| 199 | Unranked | error-debugging-debuggersubagent · ai-agents | Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues. | No signals yet | No commit datelisted | armory install error-debugging-debugger --cli claude |
| 200 | Unranked | error-diagnostics-debuggersubagent · ai-agents | Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues. | No signals yet | No commit datelisted | armory install error-diagnostics-debugger --cli claude |
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.