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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
198.7768claude-devtoolscli · ai-agentsA desktop app that shows your Claude Code sessions by reading their logs: context use per turn across categories, compaction, sub-agent execution…3,893 stars · 298 forksNo one-command install · Source
297.6615agentsysskill · ai-agentsWorkflow automation system for Claude with a group of useful plugins, agents, and skills. Automates task-to-production workflows, PR management, code…981 stars · 113 forksNo one-command install · Source
397.4253claudekitcli · ai-agentsA CLI toolkit for Claude Code with auto-save checkpoints, code quality hooks, specification generation and execution, and 20+ specialised sub-agents…763 stars · 118 forksNo one-command install · Source
496.1799gemini-cli-extensions-julescli · ai-agentsContributed by SentinelA Gemini CLI extension that allows you to use the Gemini CLI to orchestrate the Jules asynchronous agent to perform coding tasks like bug fixing…414 stars · 50 forks · 5 mentionsNo one-command install · Source
595.5673agnixcli · ai-agentsA comprehensive linter for Claude Code agent files. Validate CLAUDE.md, AGENTS.md, SKILL.md, hooks, MCP, and more. Plugin for all major IDEs included…401 stars · 30 forksNo one-command install · Source
695.3063open-image-debuggermcp · ai-agentsGives AI agents eyes on in-memory image buffers in live gdb/lldb C/C++ debug sessions: list observable symbols at a breakpoint, view renderings, read…250 stars · 50 forksNo one-command install · Source
795.1641raiansar-claude-gemini-collaborationmcp · ai-agentsEnables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model…250 stars · 43 forksNo one-command install · Source
893.6581adancurusul-embedded-debuggermcp · ai-agentsProvides hardware debugging capabilities for ARM Cortex-M and RISC-V microcontrollers through probe-rs integration, supporting popular debug probes…171 stars · 28 forksNo one-command install · Source
993.6309memovmcp · ai-agentsProvides a memory layer for AI coding agents with Git-powered version control, enabling automatic tracking of prompts, context, and code diffs.192 stars · 23 forksNo one-command install · Source
1092.7499bromoket-x64dbgmcp · ai-agentsAI-powered reverse engineering and debugging interface for the x64dbg debugger with breakpoints, memory analysis, and tracing.125 stars · 29 forksNo one-command install · Source
1192.5889cexll-codex-climcp · ai-agentsBridges OpenAI's Codex CLI with structured command execution, brainstorming sessions, and chunked response delivery for code analysis, automated…179 stars · 15 forksNo one-command install · Source
1292.0057sparesparrow-prompt-managermcp · ai-agentsManages and serves customizable prompt templates with variable substitution and tag-based organization for streamlined LLM interactions in development…117 stars · 21 forksNo one-command install · Source
1391.6874ruishu-mcpmcp · ai-agentsAn MCP server that bridges LLMs with dynamic real-world data by leveraging Chrome DevTools Protocol to intercept and reconstruct network traffic…88 stars · 34 forksNo one-command install · Source
1491.2107rust-codermcp · ai-agentsEnables AI agents to generate, compile, and fix Rust projects from natural language descriptions using LLMs and the Rust compiler.97 stars · 20 forksNo one-command install · Source
1591.2103paremcp · ai-agentsProvides MCP servers that wrap common developer tools (git, npm, docker, etc.) returning structured JSON output, enabling AI agents to reliably…138 stars · 12 forksNo one-command install · Source
1689.6965vs-claude-codemcp · ai-agentsA native Visual Studio 2026 extension implementing Claude Code's IDE integration protocol: agent edits open in VS's diff viewer for accept/reject, and…81 stars · 14 forksNo one-command install · Source
1789.0912swiftlensmcp · ai-agentsMCP server that provides semantic-level analysis of Swift codebases to AI agents by integrating with Apple's SourceKit-LSP, enabling compiler-grade…126 stars · 7 forksNo one-command install · Source
1888.8177elyin-codex-bridgemcp · ai-agentsBridges Claude with OpenAI's Codex through the official CLI, enabling direct consultation, stdin-piped execution for CI/CD workflows, and batch…115 stars · 7 forksNo one-command install · Source
1988.7301threejs-devtools-mcpmcp · ai-agentsMCP server for inspecting and modifying Three.js scenes in real time — 59 tools for objects, materials, shaders, textures, animations, performance…88 stars · 9 forksNo one-command install · Source
2087.2983zen-mcp-server-npx-wrappermcp · ai-agentsGives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) for enhanced development capabilities like code review, debugging, and…54 stars · 13 forksNo one-command install · Source
2186.7788agent-roommcp · ai-agentsA multi-agent collaboration layer for AI coding agents enabling real-time communication, code review, and task handoff across distributed development…45 stars · 17 forksNo one-command install · Source
2286.6135gh-spranab-brainstormmcp · ai-agentsMulti-model orchestration for debates and code reviews across GPT, Gemini, DeepSeek, and Claude with synthesis.69 stars · 7 forksNo one-command install · Source
2383.1059gh-selvage-lab-selvagemcp · ai-agentsLLM-based code review with AST-powered smart context extraction.36 stars · 8 forksNo one-command install · Source
2482.6927claude-code-agent-teams-exercisesworkflow · ai-agentsPractical exercises for Claude Code Agent Teams - 6 exercises + 2 capstones covering team creation, task coordination, quality hooks, and parallel…32 stars · 9 forksNo one-command install · Source
2582.5183pr-agent-mentoringcli · ai-agentsPull request agent for code reviews and mentoring4 stars · 26 forksNo one-command install · Source
2681.9720praneybehl-claude-code-reviewmcp · ai-agentsProvides a server for obtaining structured and freeform code reviews from OpenAI, Google, and Anthropic models with support for project context…33 stars · 7 forksNo one-command install · Source
2781.3431jlink-mcp-servermcp · ai-agentsAn MCP server that provides comprehensive debugging capabilities for J-Link debuggers, enabling memory, flash, register, and RTT operations through AI…33 stars · 6 forksNo one-command install · Source
2881.0914gossipcatmcp · ai-agentsEnables multi-agent code review with cross-verification of findings against source code, catching hallucinations and improving agent accuracy over…41 stars · 4 forksNo one-command install · Source
2979.3134vertexstudio-developermcp · ai-agentsComprehensive developer tools for file editing, shell command execution, and screen capture capabilities21 stars · 9 forksNo one-command install · Source
3079.1134topos-mcpmcp · ai-agentsTopos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters…27 stars · 5 forksNo one-command install · Source
3176.6181fusemcp · ai-agentsA local .NET MCP server for coding agents, providing persistent semantic indexing, typed-graph DI wiring resolution, reduced context, and…34 stars · 2 forksNo one-command install · Source
3274.1398pyslang-mcpmcp · ai-agentsProvides AI agents with compiler-backed, read-only context for Verilog and SystemVerilog projects using pyslang.20 stars · 3 forksNo one-command install · Source
3373.7139brendancopley-chain-of-draft-prompt-toolmcp · ai-agentsOrganizes prompts into structured, multi-step workflows through a chain execution system where outputs from one step become inputs for subsequent…19 stars · 3 forksNo one-command install · Source
3471.3947gh-magna-nz-aspnetcore-debuggermcp · ai-agentsGive AI agents interactive .NET and ASP.NET Core debugging capabilities via MCP.15 stars · 3 forksNo one-command install · Source
3570.9906hermesmcp · ai-agentsHermes is a boilerplate for building agent-ready tools with a shared TypeScript core, enabling a single operation to be used as a CLI command, local…56 starsNo one-command install · Source
3670.5647paranoia-localmcp · ai-agentsA local MCP server that provides adversarial code review by having one frontier agent (Claude Code or Codex) critique code changes using the other…14 stars · 3 forksNo one-command install · Source
3769.2552jalehman-sagemcp · ai-agentsProvides tools for sending prompts to Gemini 2.5 Pro with full file context, enabling second opinions and expert code reviews with gitignore-aware…10 stars · 5 forksNo one-command install · Source
3769.2552mcp-servermanmcp · ai-agentsEnables LLMs to manage MCP server configurations, including listing, enabling, disabling, and version control.10 stars · 5 forksNo one-command install · Source
3968.8474dep-scopemcp · ai-agentsProvides symbol-level dependency analysis and LLM-ready migration prompts for TypeScript/JavaScript projects, enabling AI editors to scan projects…19 stars · 1 forkNo one-command install · Source
4068.7154all-agents-mcpmcp · ai-agentsEnables orchestrating multiple AI CLI agents (Claude Code, Codex, Gemini CLI, Copilot CLI) through a unified MCP interface for task delegation…14 stars · 2 forksNo one-command install · Source
4167.1517kivo360-anthropic-code-analyzermcp · ai-agentsIntegrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and…12 stars · 2 forksNo one-command install · Source
4264.8837fatmike-gh-windows-debuggermcp · ai-agentsNative Windows debugger with breakpoint management, memory inspection, disassembly analysis, and PE file examination for reverse engineering workflows13 stars · 1 forkNo one-command install · Source
4362.0266x32dbg-mcp-servermcp · ai-agentsConnects the x32dbg debugger to Claude AI through the Model Context Protocol, enabling natural language control of 48+ debugging operations such as…10 stars · 1 forkNo one-command install · Source
4460.0350code-guardian-studiomcp · ai-agentsAn MCP server that transforms Claude Code into an intelligent refactoring assistant, enabling code scanning, hotspot detection, optimization reports…6 stars · 3 forksNo one-command install · Source
4557.3645mcp-prompt-managermcp · ai-agentsEnables AI models like Claude to manage local prompt files with CRUD operations, fuzzy search, categorization, templates, version control, and…5 stars · 3 forksNo one-command install · Source
4657.2452debugforgemcp · ai-agentsMCP server bridging Lauterbach TRACE32 debuggers to AI agents for autonomous debugging, providing 47 tools for execution control, breakpoints, memory…7 stars · 1 forkNo one-command install · Source
4755.5152mcp-devtools-servermcp · ai-agentsAn MCP server that standardizes and binds development tool patterns, enabling AI assistants like Claude Code to generate code more efficiently with…5 stars · 2 forksNo one-command install · Source
4855.1685mcp-prompt-optimizermcp · ai-agentsMCP server for professional prompt engineering and agentic scaffolding, with cloud and local optimization.6 stars · 1 forkNo one-command install · Source
4953.9852kernel-lore-mcpmcp · ai-agentsMCP server enabling structured search and querying over Linux kernel mailing list archives (lore.kernel.org) for LLM-powered developer tools.4 stars · 3 forksNo one-command install · Source
4953.9852captaincrouton89-mcp-makermcp · ai-agentsStreamlines MCP server development with TypeScript-based scaffolding tools for generating boilerplate code, tool definitions, resource templates, and…4 stars · 3 forksNo one-command install · Source
5152.4980edb-debugger-mcpmcp · ai-agentsExposes Evan's Debugger (EDB) features as MCP tools, enabling AI-driven debugging, reverse engineering, and exploit development with 147 tools…5 stars · 1 forkNo one-command install · Source
5152.4980code-review-assistantmcp · ai-agentsAn MCP server that automates code review by providing syntax checking, code explanation, and improvement suggestions using a multi-agent system.5 stars · 1 forkNo one-command install · Source
5352.4433codex-in-claudemcp · ai-agentsCall OpenAI Codex from Claude Code for independent second opinions, structured code review, and delegated coding tasks through a FastMCP plugin that…3 stars · 3 forksNo one-command install · Source
5352.4433jacklandis29-codecheckermcp · ai-agentsIntegrates with Cursor IDE to provide real-time code review capabilities, leveraging GPT models for intelligent analysis and specific improvement…3 stars · 3 forksNo one-command install · Source
5552.1359vivado-mcp-agentmcp · ai-agentsMCP server for deterministic Vivado FPGA automation including project scaffolding, simulation, synthesis, implementation, and gated bitstream…4 stars · 2 forksNo one-command install · Source
5651.4017go-gerrit-mcpmcp · ai-agentsAn MCP server that exposes Gerrit code review operations as capability-gated tools, enabling AI agents to search and read changes, publish comments…7 starsNo one-command install · Source
5749.3250randygaul-windows-debuggermcp · ai-agentsMCP server for Windows application debugging with breakpoints, memory inspection, and process control.6 starsNo one-command install · Source
5849.1187agenthelmmcp · ai-agentsShared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts across Claude…4 stars · 1 forkNo one-command install · Source
5849.1187master-workflowmcp · ai-agentsEnables multi-agent code review and iterative improvement loop using different LLM backends, with deterministic scoring and audit trail.4 stars · 1 forkNo one-command install · Source
5849.1187smart-context-mcpmcp · ai-agentsMCP server that reduces AI agent token usage by up to 90% through intelligent context compression. Enables efficient code exploration, multi-file…4 stars · 1 forkNo one-command install · Source
6146.6545diffgatemcp · ai-agentsDiffgate MCP server acts as a code review engine, enabling AI coding agents to analyze and validate code diffs before application. It enhances AI…5 starsNo one-command install · Source
6146.6545konduktmcp · ai-agentsA developer toolkit for MCP servers that enables testing, validation, debugging, and scaffolding, and can be used as an MCP server for AI agents.5 starsNo one-command install · Source
6344.2565local-llm-mcpmcp · ai-agentsEnables coding agents like Claude Code and Codex to offload boilerplate generation, summarization, and other bounded text tasks to local or cheap…3 stars · 1 forkNo one-command install · Source
6344.2565pingpongmcp · ai-agentsPingpong is an MCP server for oh-my-pi that gives your AI agent a local code reviewer using a local LLM (llama.cpp) for automated code reviews after…3 stars · 1 forkNo one-command install · Source
6344.2565multi-agent-mcpmcp · ai-agentsTransforms your IDE into an autonomous multi-agent coding assistant that orchestrates complex codebase refactoring using LangGraph and LiteLLM.3 stars · 1 forkNo one-command install · Source
6344.2565toolpipe-mcp-servermcp · ai-agentsMCP server providing 35 developer utility APIs (JSON formatting, code review, password generation, etc.) for AI agents like Claude.3 stars · 1 forkNo one-command install · Source
6743.2752jvmsrcmcp · ai-agentsAn MCP server that gives coding agents IDE-like access to JVM classpaths by querying the actual build tool, providing precise source code, signatures…4 starsNo one-command install · Source
6743.2752juspay-nix-chrome-devtoolsmcp · ai-agentsNix-based launcher that auto-wires the Chrome DevTools MCP server into Claude Code, Codex, and other AI coding environments.4 starsNo one-command install · Source
6743.2752silkyland-senior-consultmcp · ai-agentsEnables consultation with senior-level AI models (Claude, GPT, Gemini, DeepSeek, Z.ai) for expert technical guidance, code reviews, and architecture…4 starsNo one-command install · Source
7038.4129mogacode-ma-elementor-agentmcp · ai-agentsAgency-grade multi-site WordPress Elementor management with safe edits, templates, and version control.3 starsNo one-command install · Source
7038.4129lachesis-mcpmcp · ai-agentsExposes Lachesis's code navigation tools over MCP, letting LLM agents ask precise compiler-level questions about dataflow, taint, callers, and guards…3 starsNo one-command install · Source
7038.4129rizin-mcpmcp · ai-agentsMCP server integrating Rizin reverse engineering, RzGhidra decompiler, and capa for binary analysis, enabling LLMs to open binaries, identify…3 starsNo one-command install · Source
7038.4129fastmcp-prompts-examplemcp · ai-agentsA tutorial demonstrating how to build reusable, parameterized MCP prompt templates using FastMCP, including patterns for research, summarization, and…3 starsNo one-command install · Source
7038.4129parasxos-cpp26-adaptermcp · ai-agentsC++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC…3 starsNo one-command install · Source
7038.4129mantrakp04-tanstack-start-dev-toolmcp · ai-agentsBridge TanStack Devtools with MCP-capable coding agents via WebSocket for local development inspection and debugging.3 starsNo one-command install · Source
7638.0667mcp-super-appmcp · ai-agentsMCP server for Claude Code that consolidates routine setup actions like project scaffolding, skills, landing page builds, guard hooks, images, and…2 stars · 1 forkNo one-command install · Source
7638.0667antigravity-claude-mcpmcp · ai-agentsAllows Claude Code to request an independent code review from Google Antigravity (Gemini, Claude, or GPT-OSS) via the Antigravity CLI, providing a…2 stars · 1 forkNo one-command install · Source
7638.0667michaelcecil-kimi-code-reviewmcp · ai-agentsConsults Kimi AI as an adversarial code reviewer within Claude Code sessions.2 stars · 1 forkNo one-command install · Source
7638.0667shellsage-ai-mcp-server-boilerplatemcp · ai-agentsProduction-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration…2 stars · 1 forkNo one-command install · Source
8035.4430ollama-code-mcpmcp · ai-agentsAn MCP server that lets Claude Code delegate coding tasks such as code generation, review, refactoring, and test writing to a local Ollama instance…2 forksNo one-command install · Source
8132.2232abap-mcpmcp · ai-agentsAn offline MCP server for SAP ABAP that provides static analysis, ABAP Cloud readiness checks, and RAP scaffolding using abaplint, enabling AI agents…2 starsNo one-command install · Source
8132.2232zero-core-toolsmcp · ai-agentsAgent utility tools for web scraping, code review, content generation, and sentiment analysis.2 starsNo one-command install · Source
8132.2232yynps737-x64dbgmcp · ai-agentsAI control of x64dbg debugger via 92 tools for disassembly, memory, breakpoints, and symbol analysis.2 starsNo one-command install · Source
8132.2232mnemographmcp · ai-agentsA persistent, event-sourced knowledge graph MCP server for AI coding agents that enables semantic search, tiered context retrieval, and git-based…2 starsNo one-command install · Source
8132.2232ferdiangunawan-debate-agentmcp · ai-agentsOrchestrates competitive code review debates between CLI-based language models with deterministic scoring to generate merged recommendations and…2 starsNo one-command install · Source
8132.2232miki-hoshizaki-magi-code-reviewmcp · ai-agentsOrchestrates code reviews through a distributed framework of three specialized agents (Melchior, Balthasar, and Casper) that evaluate submissions and…2 starsNo one-command install · Source
8729.0135opencode-memorymcp · ai-agentsAn MCP server providing semantic vector search, dual memory engines, and Git version control for AI clients, enabling persistent memory with recall…1 star · 1 forkNo one-command install · Source
8729.0135dosbox-x-mcp-debuggermcp · ai-agentsThis MCP server enables AI agents to inspect and control the native DOSBox-X debugger through bounded MCP tools, including breakpoint management…1 star · 1 forkNo one-command install · Source
8729.0135stackguide-mcpmcp · ai-agentsDynamic context and active engineering workflow for AI coding assistants, enabling project-aware rules, code review, TDD, and delivery orchestration.1 star · 1 forkNo one-command install · Source
8729.0135ghidra-mcp-bridgemcp · ai-agentsA PyGhidra-based MCP server that exposes Ghidra's reverse engineering capabilities to AI agents, enabling binary analysis via tools like overview…1 star · 1 forkNo one-command install · Source
9123.3741agent-mcp-hubmcp · ai-agentsBridges multiple CLI coding agents (Codex, Cursor, OpenCode, Claude, Antigravity) into any MCP client, enabling delegation of prompts, parallel…1 forkNo one-command install · Source
9123.3741pcsx2-mcpmcp · ai-agentsA Windows-focused MCP server for controlling and debugging PCSX2 via GDB, offering emulator control, memory inspection, debugger operations…1 forkNo one-command install · Source
9123.3741dawnmcpmcp · ai-agentsA fully local, privacy-first MCP server that gives AI coding assistants deep repository intelligence with file-and-line-cited answers, persistent…1 forkNo one-command install · Source
9123.3741gitlab-duo-mcp-bridgemcp · ai-agentsWraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get structured Duo reviews via duo_review.1 forkNo one-command install · Source
9123.3741mcp-code-reviewermcp · ai-agentsEnables AI-powered code review and improvement, including analysis, refactoring suggestions, and automatic test generation, with an optional agentic…1 forkNo one-command install · Source
9622.5578decisionssearchmcp · ai-agentsProvides persistent hybrid memory (Neo4j + Qdrant) for AI agents, enabling durable recall of decisions, business rules, and code patterns across…1 starNo one-command install · Source
9622.5578harness-bridgemcp · ai-agentsBridges Claude Code and OpenAI Codex through MCP, allowing cross-harness querying, code review, explanation, and implementation delegation.1 starNo one-command install · Source
9622.5578gitlmcp · ai-agentsAI code reviews and git activity digests with machine-readable risk scoring, available as an MCP server for use within an agent session.1 starNo one-command install · Source
9622.5578antigravity-mcpmcp · ai-agentsAn MCP server that leverages Google Antigravity SDK and Gemini Enterprise Agent Platform to provide AI-driven code review and task execution via…1 starNo one-command install · Source
9622.5578clonstmcp · ai-agentsEnables adversarial code review by connecting Claude Code to OpenAI Codex, iterating until consensus is reached between the two AI models.1 starNo 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.

Leaderboard · Armory