Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 95.3063 | open-image-debuggermcp · ai-agents | Gives 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 forks | No one-command install · Source | |
| 2 | 95.1641 | raiansar-claude-gemini-collaborationmcp · ai-agents | Enables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model… | 250 stars · 43 forks | No one-command install · Source | |
| 3 | 93.6581 | adancurusul-embedded-debuggermcp · ai-agents | Provides hardware debugging capabilities for ARM Cortex-M and RISC-V microcontrollers through probe-rs integration, supporting popular debug probes… | 171 stars · 28 forks | No one-command install · Source | |
| 4 | 93.6309 | memovmcp · ai-agents | Provides a memory layer for AI coding agents with Git-powered version control, enabling automatic tracking of prompts, context, and code diffs. | 192 stars · 23 forks | No one-command install · Source | |
| 5 | 92.7499 | bromoket-x64dbgmcp · ai-agents | AI-powered reverse engineering and debugging interface for the x64dbg debugger with breakpoints, memory analysis, and tracing. | 125 stars · 29 forks | No one-command install · Source | |
| 6 | 92.5889 | cexll-codex-climcp · ai-agents | Bridges OpenAI's Codex CLI with structured command execution, brainstorming sessions, and chunked response delivery for code analysis, automated… | 179 stars · 15 forks | No one-command install · Source | |
| 7 | 92.0057 | sparesparrow-prompt-managermcp · ai-agents | Manages and serves customizable prompt templates with variable substitution and tag-based organization for streamlined LLM interactions in development… | 117 stars · 21 forks | No one-command install · Source | |
| 8 | 91.6874 | ruishu-mcpmcp · ai-agents | An MCP server that bridges LLMs with dynamic real-world data by leveraging Chrome DevTools Protocol to intercept and reconstruct network traffic… | 88 stars · 34 forks | No one-command install · Source | |
| 9 | 91.2107 | rust-codermcp · ai-agents | Enables AI agents to generate, compile, and fix Rust projects from natural language descriptions using LLMs and the Rust compiler. | 97 stars · 20 forks | No one-command install · Source | |
| 10 | 91.2103 | paremcp · ai-agents | Provides MCP servers that wrap common developer tools (git, npm, docker, etc.) returning structured JSON output, enabling AI agents to reliably… | 138 stars · 12 forks | No one-command install · Source | |
| 11 | 89.6965 | vs-claude-codemcp · ai-agents | A 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 forks | No one-command install · Source | |
| 12 | 89.0912 | swiftlensmcp · ai-agents | MCP 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 forks | No one-command install · Source | |
| 13 | 88.8177 | elyin-codex-bridgemcp · ai-agents | Bridges Claude with OpenAI's Codex through the official CLI, enabling direct consultation, stdin-piped execution for CI/CD workflows, and batch… | 115 stars · 7 forks | No one-command install · Source | |
| 14 | 88.7301 | threejs-devtools-mcpmcp · ai-agents | MCP server for inspecting and modifying Three.js scenes in real time — 59 tools for objects, materials, shaders, textures, animations, performance… | 88 stars · 9 forks | No one-command install · Source | |
| 15 | 87.2983 | zen-mcp-server-npx-wrappermcp · ai-agents | Gives Claude access to multiple AI models (Gemini, OpenAI, OpenRouter, Ollama) for enhanced development capabilities like code review, debugging, and… | 54 stars · 13 forks | No one-command install · Source | |
| 16 | 86.7788 | agent-roommcp · ai-agents | A multi-agent collaboration layer for AI coding agents enabling real-time communication, code review, and task handoff across distributed development… | 45 stars · 17 forks | No one-command install · Source | |
| 17 | 86.6135 | gh-spranab-brainstormmcp · ai-agents | Multi-model orchestration for debates and code reviews across GPT, Gemini, DeepSeek, and Claude with synthesis. | 69 stars · 7 forks | No one-command install · Source | |
| 18 | 83.1059 | gh-selvage-lab-selvagemcp · ai-agents | LLM-based code review with AST-powered smart context extraction. | 36 stars · 8 forks | No one-command install · Source | |
| 19 | 81.9720 | praneybehl-claude-code-reviewmcp · ai-agents | Provides a server for obtaining structured and freeform code reviews from OpenAI, Google, and Anthropic models with support for project context… | 33 stars · 7 forks | No one-command install · Source | |
| 20 | 81.3431 | jlink-mcp-servermcp · ai-agents | An MCP server that provides comprehensive debugging capabilities for J-Link debuggers, enabling memory, flash, register, and RTT operations through AI… | 33 stars · 6 forks | No one-command install · Source | |
| 21 | 81.0914 | gossipcatmcp · ai-agents | Enables multi-agent code review with cross-verification of findings against source code, catching hallucinations and improving agent accuracy over… | 41 stars · 4 forks | No one-command install · Source | |
| 22 | 79.3134 | vertexstudio-developermcp · ai-agents | Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities | 21 stars · 9 forks | No one-command install · Source | |
| 23 | 79.1134 | topos-mcpmcp · ai-agents | Topos scores code quality by analyzing the geometric and topological structure of program graphs, surfacing structural debt that conventional linters… | 27 stars · 5 forks | No one-command install · Source | |
| 24 | 76.6181 | fusemcp · ai-agents | A local .NET MCP server for coding agents, providing persistent semantic indexing, typed-graph DI wiring resolution, reduced context, and… | 34 stars · 2 forks | No one-command install · Source | |
| 25 | 74.1398 | pyslang-mcpmcp · ai-agents | Provides AI agents with compiler-backed, read-only context for Verilog and SystemVerilog projects using pyslang. | 20 stars · 3 forks | No one-command install · Source | |
| 26 | 73.7139 | brendancopley-chain-of-draft-prompt-toolmcp · ai-agents | Organizes prompts into structured, multi-step workflows through a chain execution system where outputs from one step become inputs for subsequent… | 19 stars · 3 forks | No one-command install · Source | |
| 27 | 71.3947 | gh-magna-nz-aspnetcore-debuggermcp · ai-agents | Give AI agents interactive .NET and ASP.NET Core debugging capabilities via MCP. | 15 stars · 3 forks | No one-command install · Source | |
| 28 | 70.9906 | hermesmcp · ai-agents | Hermes 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 stars | No one-command install · Source | |
| 29 | 70.5647 | paranoia-localmcp · ai-agents | A 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 forks | No one-command install · Source | |
| 30 | 69.2552 | jalehman-sagemcp · ai-agents | Provides 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 forks | No one-command install · Source | |
| 30 | 69.2552 | mcp-servermanmcp · ai-agents | Enables LLMs to manage MCP server configurations, including listing, enabling, disabling, and version control. | 10 stars · 5 forks | No one-command install · Source | |
| 32 | 68.8474 | dep-scopemcp · ai-agents | Provides symbol-level dependency analysis and LLM-ready migration prompts for TypeScript/JavaScript projects, enabling AI editors to scan projects… | 19 stars · 1 fork | No one-command install · Source | |
| 33 | 68.7154 | all-agents-mcpmcp · ai-agents | Enables orchestrating multiple AI CLI agents (Claude Code, Codex, Gemini CLI, Copilot CLI) through a unified MCP interface for task delegation… | 14 stars · 2 forks | No one-command install · Source | |
| 34 | 67.1517 | kivo360-anthropic-code-analyzermcp · ai-agents | Integrates with open source projects to analyze codebases, detect patterns, and generate intelligent merge strategies for streamlined integration and… | 12 stars · 2 forks | No one-command install · Source | |
| 35 | 64.8837 | fatmike-gh-windows-debuggermcp · ai-agents | Native Windows debugger with breakpoint management, memory inspection, disassembly analysis, and PE file examination for reverse engineering workflows | 13 stars · 1 fork | No one-command install · Source | |
| 36 | 62.0266 | x32dbg-mcp-servermcp · ai-agents | Connects the x32dbg debugger to Claude AI through the Model Context Protocol, enabling natural language control of 48+ debugging operations such as… | 10 stars · 1 fork | No one-command install · Source | |
| 37 | 60.0350 | code-guardian-studiomcp · ai-agents | An MCP server that transforms Claude Code into an intelligent refactoring assistant, enabling code scanning, hotspot detection, optimization reports… | 6 stars · 3 forks | No one-command install · Source | |
| 38 | 57.3645 | mcp-prompt-managermcp · ai-agents | Enables AI models like Claude to manage local prompt files with CRUD operations, fuzzy search, categorization, templates, version control, and… | 5 stars · 3 forks | No one-command install · Source | |
| 39 | 57.2452 | debugforgemcp · ai-agents | MCP server bridging Lauterbach TRACE32 debuggers to AI agents for autonomous debugging, providing 47 tools for execution control, breakpoints, memory… | 7 stars · 1 fork | No one-command install · Source | |
| 40 | 55.5152 | mcp-devtools-servermcp · ai-agents | An MCP server that standardizes and binds development tool patterns, enabling AI assistants like Claude Code to generate code more efficiently with… | 5 stars · 2 forks | No one-command install · Source | |
| 41 | 55.1685 | mcp-prompt-optimizermcp · ai-agents | MCP server for professional prompt engineering and agentic scaffolding, with cloud and local optimization. | 6 stars · 1 fork | No one-command install · Source | |
| 42 | 53.9852 | kernel-lore-mcpmcp · ai-agents | MCP server enabling structured search and querying over Linux kernel mailing list archives (lore.kernel.org) for LLM-powered developer tools. | 4 stars · 3 forks | No one-command install · Source | |
| 42 | 53.9852 | captaincrouton89-mcp-makermcp · ai-agents | Streamlines MCP server development with TypeScript-based scaffolding tools for generating boilerplate code, tool definitions, resource templates, and… | 4 stars · 3 forks | No one-command install · Source | |
| 44 | 52.4980 | edb-debugger-mcpmcp · ai-agents | Exposes Evan's Debugger (EDB) features as MCP tools, enabling AI-driven debugging, reverse engineering, and exploit development with 147 tools… | 5 stars · 1 fork | No one-command install · Source | |
| 44 | 52.4980 | code-review-assistantmcp · ai-agents | An MCP server that automates code review by providing syntax checking, code explanation, and improvement suggestions using a multi-agent system. | 5 stars · 1 fork | No one-command install · Source | |
| 46 | 52.4433 | codex-in-claudemcp · ai-agents | Call OpenAI Codex from Claude Code for independent second opinions, structured code review, and delegated coding tasks through a FastMCP plugin that… | 3 stars · 3 forks | No one-command install · Source | |
| 46 | 52.4433 | jacklandis29-codecheckermcp · ai-agents | Integrates with Cursor IDE to provide real-time code review capabilities, leveraging GPT models for intelligent analysis and specific improvement… | 3 stars · 3 forks | No one-command install · Source | |
| 48 | 52.1359 | vivado-mcp-agentmcp · ai-agents | MCP server for deterministic Vivado FPGA automation including project scaffolding, simulation, synthesis, implementation, and gated bitstream… | 4 stars · 2 forks | No one-command install · Source | |
| 49 | 51.4017 | go-gerrit-mcpmcp · ai-agents | An MCP server that exposes Gerrit code review operations as capability-gated tools, enabling AI agents to search and read changes, publish comments… | 7 stars | No one-command install · Source | |
| 50 | 49.3250 | randygaul-windows-debuggermcp · ai-agents | MCP server for Windows application debugging with breakpoints, memory inspection, and process control. | 6 stars | No one-command install · Source | |
| 51 | 49.1187 | agenthelmmcp · ai-agents | Shared, versioned memory and governance control plane for AI coding agents. Compiler pipeline resolves architectural decision conflicts across Claude… | 4 stars · 1 fork | No one-command install · Source | |
| 51 | 49.1187 | master-workflowmcp · ai-agents | Enables multi-agent code review and iterative improvement loop using different LLM backends, with deterministic scoring and audit trail. | 4 stars · 1 fork | No one-command install · Source | |
| 51 | 49.1187 | smart-context-mcpmcp · ai-agents | MCP server that reduces AI agent token usage by up to 90% through intelligent context compression. Enables efficient code exploration, multi-file… | 4 stars · 1 fork | No one-command install · Source | |
| 54 | 46.6545 | diffgatemcp · ai-agents | Diffgate MCP server acts as a code review engine, enabling AI coding agents to analyze and validate code diffs before application. It enhances AI… | 5 stars | No one-command install · Source | |
| 54 | 46.6545 | konduktmcp · ai-agents | A developer toolkit for MCP servers that enables testing, validation, debugging, and scaffolding, and can be used as an MCP server for AI agents. | 5 stars | No one-command install · Source | |
| 56 | 44.2565 | local-llm-mcpmcp · ai-agents | Enables coding agents like Claude Code and Codex to offload boilerplate generation, summarization, and other bounded text tasks to local or cheap… | 3 stars · 1 fork | No one-command install · Source | |
| 56 | 44.2565 | pingpongmcp · ai-agents | Pingpong 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 fork | No one-command install · Source | |
| 56 | 44.2565 | multi-agent-mcpmcp · ai-agents | Transforms your IDE into an autonomous multi-agent coding assistant that orchestrates complex codebase refactoring using LangGraph and LiteLLM. | 3 stars · 1 fork | No one-command install · Source | |
| 56 | 44.2565 | toolpipe-mcp-servermcp · ai-agents | MCP server providing 35 developer utility APIs (JSON formatting, code review, password generation, etc.) for AI agents like Claude. | 3 stars · 1 fork | No one-command install · Source | |
| 60 | 43.2752 | jvmsrcmcp · ai-agents | An MCP server that gives coding agents IDE-like access to JVM classpaths by querying the actual build tool, providing precise source code, signatures… | 4 stars | No one-command install · Source | |
| 60 | 43.2752 | juspay-nix-chrome-devtoolsmcp · ai-agents | Nix-based launcher that auto-wires the Chrome DevTools MCP server into Claude Code, Codex, and other AI coding environments. | 4 stars | No one-command install · Source | |
| 60 | 43.2752 | silkyland-senior-consultmcp · ai-agents | Enables consultation with senior-level AI models (Claude, GPT, Gemini, DeepSeek, Z.ai) for expert technical guidance, code reviews, and architecture… | 4 stars | No one-command install · Source | |
| 63 | 38.4129 | mogacode-ma-elementor-agentmcp · ai-agents | Agency-grade multi-site WordPress Elementor management with safe edits, templates, and version control. | 3 stars | No one-command install · Source | |
| 63 | 38.4129 | lachesis-mcpmcp · ai-agents | Exposes Lachesis's code navigation tools over MCP, letting LLM agents ask precise compiler-level questions about dataflow, taint, callers, and guards… | 3 stars | No one-command install · Source | |
| 63 | 38.4129 | rizin-mcpmcp · ai-agents | MCP server integrating Rizin reverse engineering, RzGhidra decompiler, and capa for binary analysis, enabling LLMs to open binaries, identify… | 3 stars | No one-command install · Source | |
| 63 | 38.4129 | fastmcp-prompts-examplemcp · ai-agents | A tutorial demonstrating how to build reusable, parameterized MCP prompt templates using FastMCP, including patterns for research, summarization, and… | 3 stars | No one-command install · Source | |
| 63 | 38.4129 | parasxos-cpp26-adaptermcp · ai-agents | C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_paper`, fuzzy `search`, `compiler_status` over a 216-paper ISO/IEC… | 3 stars | No one-command install · Source | |
| 63 | 38.4129 | mantrakp04-tanstack-start-dev-toolmcp · ai-agents | Bridge TanStack Devtools with MCP-capable coding agents via WebSocket for local development inspection and debugging. | 3 stars | No one-command install · Source | |
| 69 | 38.0667 | mcp-super-appmcp · ai-agents | MCP server for Claude Code that consolidates routine setup actions like project scaffolding, skills, landing page builds, guard hooks, images, and… | 2 stars · 1 fork | No one-command install · Source | |
| 69 | 38.0667 | antigravity-claude-mcpmcp · ai-agents | Allows 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 fork | No one-command install · Source | |
| 69 | 38.0667 | michaelcecil-kimi-code-reviewmcp · ai-agents | Consults Kimi AI as an adversarial code reviewer within Claude Code sessions. | 2 stars · 1 fork | No one-command install · Source | |
| 69 | 38.0667 | shellsage-ai-mcp-server-boilerplatemcp · ai-agents | Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration… | 2 stars · 1 fork | No one-command install · Source | |
| 73 | 35.4430 | ollama-code-mcpmcp · ai-agents | An MCP server that lets Claude Code delegate coding tasks such as code generation, review, refactoring, and test writing to a local Ollama instance… | 2 forks | No one-command install · Source | |
| 74 | 32.2232 | abap-mcpmcp · ai-agents | An offline MCP server for SAP ABAP that provides static analysis, ABAP Cloud readiness checks, and RAP scaffolding using abaplint, enabling AI agents… | 2 stars | No one-command install · Source | |
| 74 | 32.2232 | zero-core-toolsmcp · ai-agents | Agent utility tools for web scraping, code review, content generation, and sentiment analysis. | 2 stars | No one-command install · Source | |
| 74 | 32.2232 | yynps737-x64dbgmcp · ai-agents | AI control of x64dbg debugger via 92 tools for disassembly, memory, breakpoints, and symbol analysis. | 2 stars | No one-command install · Source | |
| 74 | 32.2232 | mnemographmcp · ai-agents | A persistent, event-sourced knowledge graph MCP server for AI coding agents that enables semantic search, tiered context retrieval, and git-based… | 2 stars | No one-command install · Source | |
| 74 | 32.2232 | ferdiangunawan-debate-agentmcp · ai-agents | Orchestrates competitive code review debates between CLI-based language models with deterministic scoring to generate merged recommendations and… | 2 stars | No one-command install · Source | |
| 74 | 32.2232 | miki-hoshizaki-magi-code-reviewmcp · ai-agents | Orchestrates code reviews through a distributed framework of three specialized agents (Melchior, Balthasar, and Casper) that evaluate submissions and… | 2 stars | No one-command install · Source | |
| 80 | 29.0135 | opencode-memorymcp · ai-agents | An MCP server providing semantic vector search, dual memory engines, and Git version control for AI clients, enabling persistent memory with recall… | 1 star · 1 fork | No one-command install · Source | |
| 80 | 29.0135 | dosbox-x-mcp-debuggermcp · ai-agents | This MCP server enables AI agents to inspect and control the native DOSBox-X debugger through bounded MCP tools, including breakpoint management… | 1 star · 1 fork | No one-command install · Source | |
| 80 | 29.0135 | stackguide-mcpmcp · ai-agents | Dynamic context and active engineering workflow for AI coding assistants, enabling project-aware rules, code review, TDD, and delivery orchestration. | 1 star · 1 fork | No one-command install · Source | |
| 80 | 29.0135 | ghidra-mcp-bridgemcp · ai-agents | A PyGhidra-based MCP server that exposes Ghidra's reverse engineering capabilities to AI agents, enabling binary analysis via tools like overview… | 1 star · 1 fork | No one-command install · Source | |
| 84 | 23.3741 | agent-mcp-hubmcp · ai-agents | Bridges multiple CLI coding agents (Codex, Cursor, OpenCode, Claude, Antigravity) into any MCP client, enabling delegation of prompts, parallel… | 1 fork | No one-command install · Source | |
| 84 | 23.3741 | pcsx2-mcpmcp · ai-agents | A Windows-focused MCP server for controlling and debugging PCSX2 via GDB, offering emulator control, memory inspection, debugger operations… | 1 fork | No one-command install · Source | |
| 84 | 23.3741 | dawnmcpmcp · ai-agents | A fully local, privacy-first MCP server that gives AI coding assistants deep repository intelligence with file-and-line-cited answers, persistent… | 1 fork | No one-command install · Source | |
| 84 | 23.3741 | gitlab-duo-mcp-bridgemcp · ai-agents | Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get structured Duo reviews via duo_review. | 1 fork | No one-command install · Source | |
| 84 | 23.3741 | mcp-code-reviewermcp · ai-agents | Enables AI-powered code review and improvement, including analysis, refactoring suggestions, and automatic test generation, with an optional agentic… | 1 fork | No one-command install · Source | |
| 89 | 22.5578 | decisionssearchmcp · ai-agents | Provides persistent hybrid memory (Neo4j + Qdrant) for AI agents, enabling durable recall of decisions, business rules, and code patterns across… | 1 star | No one-command install · Source | |
| 89 | 22.5578 | harness-bridgemcp · ai-agents | Bridges Claude Code and OpenAI Codex through MCP, allowing cross-harness querying, code review, explanation, and implementation delegation. | 1 star | No one-command install · Source | |
| 89 | 22.5578 | gitlmcp · ai-agents | AI code reviews and git activity digests with machine-readable risk scoring, available as an MCP server for use within an agent session. | 1 star | No one-command install · Source | |
| 89 | 22.5578 | antigravity-mcpmcp · ai-agents | An MCP server that leverages Google Antigravity SDK and Gemini Enterprise Agent Platform to provide AI-driven code review and task execution via… | 1 star | No one-command install · Source | |
| 89 | 22.5578 | clonstmcp · ai-agents | Enables adversarial code review by connecting Claude Code to OpenAI Codex, iterating until consensus is reached between the two AI models. | 1 star | No one-command install · Source | |
| 89 | 22.5578 | 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 | |
| 89 | 22.5578 | 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 | |
| 89 | 22.5578 | 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 | |
| 89 | 22.5578 | 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 | |
| 89 | 22.5578 | 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 | |
| 89 | 22.5578 | 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 | |
| 89 | 22.5578 | 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 |
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.