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

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

248 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
122.557memory-bank-mcp-mongodbmcp · ai-agentsMCP server for MongoDB-powered memory bank management with multi-project isolation, version control, and real-time statistics.1 starNo one-command install · Source
222.557codex-cli-architect-mcpmcp · ai-agentsAn MCP server that provides technical consultation, code review, and code explanation by integrating with OpenAI's Codex CLI, enabling AI-powered…1 starNo one-command install · Source
322.557mcpbootmcp · ai-agentsGenerates and serves an MCP server from a natural language prompt, without requiring SDK knowledge or boilerplate code.1 starNo one-command install · Source
422.557smart-xdebug-mcpmcp · ai-agentsConnects AI assistants like Claude to PHP's XDebug debugger for runtime inspection, breakpoint control, and variable tracking, enabling natural…1 starNo one-command install · Source
522.557sean-sunagaku-promptlintmcp · ai-agentsStatic linter for AI prompts detecting contradictions, redundancy, ambiguity, and filler text.1 starNo one-command install · Source
622.557mcp-agent-reviewmcp · ai-agentsAn MCP server that provides agentic code review powered by OpenAI-compatible models, designed for use with Claude Code.1 starNo one-command install · Source
722.557codex-bridgemcp · ai-agentsMCP server that lets Claude Code ask GPT Codex for adversarial planning, code review, debugging, research, and risk triage without leaving your…1 starNo one-command install · Source
822.557arena-mcp-servermcp · ai-agentsEnables running position-driven adversarial debates and code reviews between AI agents via MCP tools, supporting custom positions, multiple rounds…1 starNo one-command install · Source
922.557build-quality-mcpmcp · ai-agentsEnables Claude-powered pre-push code review, blocking bad commits by analyzing diffs with Anthropic's models.1 starNo one-command install · Source
1022.557llama-bridgemcp · ai-agentsMCP server that enables cloud models (like Gemini/Claude) to delegate coding tasks to a local llama.cpp server, preserving cloud usage limits through…1 starNo one-command install · Source
1122.557shareworker-code-review-mcpmcp · ai-agentsDeterministic code review MCP server that provides tools for file selection, rule matching, comment positioning, and reflection, ensuring stable…1 starNo one-command install · Source
1222.557spector-agent-mcpmcp · ai-agentsAI-first WebGL 1/2 debugging MCP server that attaches to Chrome via CDP, enables frame capture and diagnostic analysis, and collaborates with Chrome…1 starNo one-command install · Source
1322.557idameshmcp · ai-agentsAn MCP server that exposes IDA Pro's disassembler and Hex-Rays decompiler as tools and resources, enabling parallel binary analysis with multiple…1 starNo one-command install · Source
1422.557linkagentmcp · ai-agentsLinkAgent is a Python MCP server that extracts structured data from any website via Chrome DevTools Protocol. It features a plugin architecture with…1 starNo one-command install · Source
1522.557proxima-centaurimcp · ai-agentsA local development gateway that routes AI queries through browser sessions or API keys, enabling free and private access to frontier LLMs within code…1 starNo one-command install · Source
1622.557continuous-code-guardianmcp · ai-agentsAI-powered continuous code assistant for Cursor, VS Code, Antigravity, and Claude Code via MCP, providing tools for code review, testing…1 starNo one-command install · Source
1722.557chrome-dev-mcpmcp · ai-agentsAn MCP server that connects AI agents to a running Chrome tab via the Chrome DevTools Protocol (CDP), enabling runtime debugging and page inspection.1 starNo one-command install · Source
1822.557fastmcp-python-boilerplatemcp · ai-agentsProvides a production-ready FastMCP Python server boilerplate with structured logging, rate limiting, and config validation for building MCP servers…1 starNo one-command install · Source
1922.557codexmcp · ai-agentsEnables Grok Build to orchestrate the local Codex CLI for code reviews, adversarial reviews, task rescue, session transfer, and background job…1 starNo one-command install · Source
2022.557clonstmcp · 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
2122.557antigravity-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
2222.557gitlmcp · 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
2322.557harness-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
2422.557decisionssearchmcp · 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
2523.374mcp-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
2623.374gitlab-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
2723.374dawnmcpmcp · 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
2823.374pcsx2-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
2923.374agent-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
3029.013ghidra-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
3129.013stackguide-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
3229.013dosbox-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
3329.013opencode-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
3432.223miki-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
3532.223ferdiangunawan-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
3632.223mnemographmcp · 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
3732.223yynps737-x64dbgmcp · ai-agentsAI control of x64dbg debugger via 92 tools for disassembly, memory, breakpoints, and symbol analysis.2 starsNo one-command install · Source
3832.223zero-core-toolsmcp · ai-agentsAgent utility tools for web scraping, code review, content generation, and sentiment analysis.2 starsNo one-command install · Source
3932.223abap-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
4035.443ollama-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
4138.066shellsage-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
4238.066michaelcecil-kimi-code-reviewmcp · ai-agentsConsults Kimi AI as an adversarial code reviewer within Claude Code sessions.2 stars · 1 forkNo one-command install · Source
4338.066antigravity-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
4438.066mcp-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
4538.412mantrakp04-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
4638.412parasxos-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
4738.412fastmcp-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
4838.412rizin-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
4938.412lachesis-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
5038.412mogacode-ma-elementor-agentmcp · ai-agentsAgency-grade multi-site WordPress Elementor management with safe edits, templates, and version control.3 starsNo one-command install · Source
5143.275silkyland-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
5243.275juspay-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
5343.275jvmsrcmcp · 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
5444.256toolpipe-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
5544.256multi-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
5644.256pingpongmcp · 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
5744.256local-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
5846.654konduktmcp · 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
5946.654diffgatemcp · 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
6049.118smart-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
6149.118master-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
6249.118agenthelmmcp · 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
6349.325randygaul-windows-debuggermcp · ai-agentsMCP server for Windows application debugging with breakpoints, memory inspection, and process control.6 starsNo one-command install · Source
6451.401go-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
6552.135vivado-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
6652.443jacklandis29-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
6752.443codex-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
6852.498code-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
6952.498edb-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
7053.985captaincrouton89-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
7153.985kernel-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
7255.168mcp-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
7355.515mcp-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
7457.245debugforgemcp · 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
7557.364mcp-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
7660.035code-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
7762.026x32dbg-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
7864.883fatmike-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
7967.151kivo360-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
8068.715all-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
8168.847dep-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
8269.255mcp-servermanmcp · ai-agentsEnables LLMs to manage MCP server configurations, including listing, enabling, disabling, and version control.10 stars · 5 forksNo one-command install · Source
8369.255jalehman-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
8470.564paranoia-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
8570.990hermesmcp · 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
8671.394gh-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
8773.713brendancopley-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
8874.139pyslang-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
8976.618fusemcp · 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
9079.113topos-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
9179.313vertexstudio-developermcp · ai-agentsComprehensive developer tools for file editing, shell command execution, and screen capture capabilities21 stars · 9 forksNo one-command install · Source
9281.091gossipcatmcp · 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
9381.343jlink-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
9481.972praneybehl-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
9582.518pr-agent-mentoringcli · ai-agentsPull request agent for code reviews and mentoring4 stars · 26 forksNo one-command install · Source
9682.692claude-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
9783.105gh-selvage-lab-selvagemcp · ai-agentsLLM-based code review with AST-powered smart context extraction.36 stars · 8 forksNo one-command install · Source
9886.613gh-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
9986.778agent-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
10087.298zen-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

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