Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4901 | 81.040 | gemini-cli-orchestratormcp · ai-agents | Provides strategic metaprompting guidance for Google's Gemini CLI through intelligent frameworks that teach agents sequential analysis workflows… | 29 stars · 7 forks | No one-command install · Source | |
| 4902 | 81.040 | agentpmmcp · ai-agents | A planning and orchestration system for AI-driven software development that integrates as an MCP server, enabling developers to plan, prioritize, and… | 29 stars · 7 forks | No one-command install · Source | |
| 4903 | 81.059 | argotmcp · ai-agents | A local guardrail MCP server that checks agent-written code against a repo's own patterns — learned statistically from its git history, no LLM. | 50 stars · 3 forks | No one-command install · Source | |
| 4904 | 81.076 | pwndbg-mcpmcp · ai-agents | An MCP tool that enables AI agents to debug ELF binaries, particularly for CTF pwn challenges. | 35 stars · 5 forks | No one-command install · Source | |
| 4905 | 81.076 | docslicermcp · ai-agents | Enables vectorless RAG by letting LLM clients like Claude and Cursor parse documents, inspect outlines, and retrieve specific sections with heading… | 35 stars · 5 forks | No one-command install · Source | |
| 4906 | 81.085 | cpf-validadormcp · ai-agents | Valida CPFs, confirma titularidade, descobre CPF completo a partir de dígitos parciais e resolve CAPTCHA automaticamente, integrando com agentes AI… | 21 stars · 12 forks | No one-command install · Source | |
| 4907 | 81.118 | a2a-4kmcp · ai-agents | Kotlin Implementation of the A2A Protocol | 41 stars · 4 forks | No one-command install · Source | |
| 4908 | 81.118 | 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 | |
| 4909 | 81.140 | wolido-openaaasmcp · ai-agents | Python MCP adapter connecting Claude/Cursor/Cline to the OpenAaaS scientific agent network. Submit tasks to remote research agents (literature… | 26 stars · 9 forks | armory install wolido-openaaas --cli claude | |
| 4910 | 81.149 | universal-netlist-mcp-servermcp · ai-agents | This MCP server enables AI agents to understand and analyze electrical schematics from Cadence and Altium for comprehensive design reviews through… | 32 stars · 6 forks | No one-command install · Source | |
| 4911 | 81.165 | incentivai-quickchat-ai-mcpmcp · ai-agents | Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities. | 24 stars · 11 forks | No one-command install · Source | |
| 4912 | 81.171 | surajadsul-salesforcemcp · ai-agents | Integrates Claude with Salesforce, enabling natural language interactions for object management, schema exploration, data querying, and manipulation… | 15 stars · 13 forks | No one-command install · Source | |
| 4913 | 81.171 | p2pclaw-mcp-servermcp · ai-agents | A backend MCP server that enables AI agents to publish, validate, and search research papers, submit swarm-compute jobs, and invoke formal proof… | 15 stars · 13 forks | No one-command install · Source | |
| 4914 | 81.171 | gpu-mcp-servermcp · ai-agents | An MCP server that enables AI agents to query real-time NVIDIA GPU metrics like utilization, memory, temperature, and power without external… | 15 stars · 13 forks | No one-command install · Source | |
| 4915 | 81.198 | modular-mcpmcp · ai-agents | A proxy MCP server that manages multiple upstream MCP servers by grouping them and loading tool schemas on-demand, reducing LLM context usage. | 51 stars · 3 forks | No one-command install · Source | |
| 4916 | 81.227 | zspace-nas-mcpmcp · ai-agents | Enables AI agents like Claude Code to directly control a ZSpace NAS with 90 tools for file management, media, notes, cloud disks, and more. | 25 stars · 10 forks | No one-command install · Source | |
| 4917 | 81.256 | codetreemcp · ai-agents | Gives coding agents structured code understanding via tree-sitter with 23 tools and 10 languages, enabling precise queries instead of reading entire… | 28 stars · 8 forks | No one-command install · Source | |
| 4918 | 81.277 | smailsmcp · ai-agents | Disposable email for humans and AI agents. Enables AI agents to create mailboxes and receive verification emails through an MCP server. | 36 stars · 5 forks | No one-command install · Source | |
| 4919 | 81.321 | dockashellmcp · ai-agents | DockaShell is an MCP server that provides AI agents with isolated Docker containers for persistent shell access, file operations, and full audit… | 30 stars · 7 forks | No one-command install · Source | |
| 4920 | 81.321 | rsdouglas-janeemcp · ai-agents | Secure secrets proxy for AI agents. | 30 stars · 7 forks | No one-command install · Source | |
| 4921 | 81.381 | 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 | |
| 4922 | 81.384 | git-courermcp · ai-agents | An MCP server that gives AI agents a full, safe interface to Git with automatic backups, isolated worktrees, and structured JSON outputs. | 43 stars · 4 forks | No one-command install · Source | |
| 4923 | 81.418 | rviz-mcpmcp · ai-agents | MCP server enabling AI agents to control RViz2 displays, fixed frames, and views, with offline mock support for CI and demos. | 6 stars · 18 forks | No one-command install · Source | |
| 4924 | 81.463 | askuserquestionplusmcp · ai-agents | An MCP server that enables LLMs to ask users questions through a web interface with keyboard shortcuts, supporting single/multiple choice and custom… | 37 stars · 5 forks | No one-command install · Source | |
| 4925 | 81.463 | toolfunnelmcp · ai-agents | A zero-dependency MCP gateway: host your own tools, forward and curate tools from other MCP servers, expose them leanly to cut agent token cost, and… | 37 stars · 5 forks | No one-command install · Source | |
| 4926 | 81.521 | fused-udfmcp · ai-agents | Python-based framework for connecting Claude and other LLMs to executable Python code through User Defined Functions, enabling data scientists to… | 26 stars · 10 forks | No one-command install · Source | |
| 4927 | 81.521 | rhinomcpmcp · ai-agents | Connects Rhino and Grasshopper to Claude AI via the Model Context Protocol, enabling prompt-assisted 3D modeling, scene manipulation, and control… | 26 stars · 10 forks | No one-command install · Source | |
| 4928 | 81.560 | agent-skills-mcpmcp · ai-agents | Loads Agent Skills from markdown files, exposing them as MCP tools or system prompts for AI agents. | 31 stars · 7 forks | No one-command install · Source | |
| 4929 | 81.601 | itential-mcp-servermcp · ai-agents | MCP server for connecting LLMs to Itential Platform, enabling network automation, workflow orchestration, and platform monitoring. | 34 stars · 6 forks | No one-command install · Source | |
| 4930 | 81.609 | auggie-context-mcpmcp · ai-agents | Enables AI agents like Claude and Cursor to query codebases using Augment's context engine via the Auggie CLI. | 38 stars · 5 forks | No one-command install · Source | |
| 4931 | 81.641 | cloakbrowser-mcpmcp · ai-agents | CloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwarding, Docker support, and multi-session HTTP transport. | 55 stars · 3 forks | No one-command install · Source | |
| 4932 | 81.685 | mcp-a2amcp · ai-agents | Experimental MCP and A2A integration | 28 stars · 9 forks | No one-command install · Source | |
| 4933 | 81.685 | pubmed-search-mcpmcp · ai-agents | An intelligent research assistant MCP server for AI agents, providing task-oriented literature search and analysis across multiple academic databases. | 28 stars · 9 forks | No one-command install · Source | |
| 4934 | 81.721 | awesome-claude-code-output-styles-that-i-really-likeworkflow · ai-agents | A fun and moderately amusing collection of experimental output styles. | 78 stars · 2 forks | No one-command install · Source | |
| 4935 | 81.761 | danielpeter-99-calcom-mcpmcp · ai-agents | MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs. | 19 stars · 13 forks | No one-command install · Source | |
| 4936 | 81.791 | librecrawl-technical-seo-audit-mcpmcp · ai-agents | Open-source technical SEO crawler MCP server built on LibreCrawl. Runs full audits inside Claude, Cursor, or Codex — 50+ checks (hreflang, schema.org… | 39 stars · 5 forks | No one-command install · Source | |
| 4937 | 81.791 | vault-as-mcpmcp · ai-agents | An Obsidian plugin that runs an MCP server, enabling external LLM tools to read, search, create, and modify notes in your vault via HTTP or stdio… | 39 stars · 5 forks | No one-command install · Source | |
| 4938 | 81.820 | novyxlabs-novyx-memorymcp · ai-agents | Persistent memory system for AI agents with knowledge graph, context spaces, replay, and multi-agent collaboration. | 30 stars · 8 forks | No one-command install · Source | |
| 4939 | 81.824 | mkxultra-ai-climcp · ai-agents | Run Claude, Codex, and Gemini CLI tools as background processes with parallel execution and session management. | 27 stars · 10 forks | No one-command install · Source | |
| 4940 | 81.824 | ai-cli-mcpmcp · ai-agents | Enables running multiple AI CLI tools (Claude, Codex, Gemini, Forge, OpenCode) as background processes with automatic permission handling, allowing… | 27 stars · 10 forks | No one-command install · Source | |
| 4941 | 81.967 | spark-mcp-optimizermcp · ai-agents | An MCP server that optimizes Apache Spark code using Claude AI, providing intelligent code optimization suggestions and performance analysis. | 29 stars · 9 forks | No one-command install · Source | |
| 4942 | 82.015 | 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 | |
| 4943 | 82.015 | mnemosmcp · ai-agents | MCP server providing persistent memory, semantic search, versioned storage, webhook fanout, and unified LLM routing for AI agents via FastAPI runtime… | 33 stars · 7 forks | No one-command install · Source | |
| 4944 | 82.040 | dolphin-mcp-pilotmcp · ai-agents | Production-ready MCP server for Apache DolphinScheduler. Enables AI agents to operate data workflows end-to-end with 58 tools covering DAG creation… | 12 stars · 15 forks | No one-command install · Source | |
| 4945 | 82.121 | ghidramcpmcp · ai-agents | MCP server that allows LLMs to autonomously reverse engineer applications using Ghidra, exposing tools like decompilation, renaming, and listing… | 27 stars · 11 forks | No one-command install · Source | |
| 4946 | 82.121 | resonant-mindmcp · ai-agents | MCP server providing persistent cognitive infrastructure including semantic memory, emotional processing, identity continuity, and a subconscious… | 27 stars · 11 forks | No one-command install · Source | |
| 4947 | 82.144 | roddutra-agent-gatewaymcp · ai-agents | Aggregates multiple MCP servers behind single interface with on-demand tool discovery and per-agent access control | 41 stars · 5 forks | No one-command install · Source | |
| 4948 | 82.195 | fl-studio-piano-roll-mcpmcp · ai-agents | An MCP server that enables AI assistants like Claude to interact with FL Studio's piano roll, allowing users to create melodies, chord progressions… | 37 stars · 6 forks | No one-command install · Source | |
| 4949 | 82.234 | kunihiros-claude-codemcp · ai-agents | Use Claude Code with less capable LLMs. | 34 stars · 7 forks | No one-command install · Source | |
| 4950 | 82.248 | pschina-deepseek-as-subagentmcp · ai-agents | Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit)… | 30 stars · 9 forks | No one-command install · Source | |
| 4951 | 82.248 | healthclawguardrailsmcp · ai-agents | Open-source guardrails between AI agents and FHIR clinical data — PHI redaction, immutable audit, step-up auth, tenant isolation. MCP server +… | 30 stars · 9 forks | No one-command install · Source | |
| 4952 | 82.281 | chemlintmcp · ai-agents | An MCP server that gives LLMs native access to cheminformatics and molecular ML tools, enabling molecular structure manipulation, descriptor… | 32 stars · 8 forks | No one-command install · Source | |
| 4953 | 82.289 | autolearn-mcp-servermcp · ai-agents | An MCP server that enables AI agents to dynamically create and reuse executable skills (Python functions) from natural language descriptions, with… | 42 stars · 5 forks | No one-command install · Source | |
| 4954 | 82.341 | codex-agent-memmcp · ai-agents | Portable, auditable, local-first MCP memory for MCP-compatible AI agents and coding workflows. It keeps durable project memory outside the model… | 38 stars · 6 forks | No one-command install · Source | |
| 4955 | 82.410 | bigquery-mcp-server-2mcp · ai-agents | An MCP server for BigQuery that lets Claude answer questions about your search and analytics data, providing real analysis with verdicts and… | 43 stars · 5 forks | No one-command install · Source | |
| 4956 | 82.513 | abhishekbhakat-airflowmcp · ai-agents | Bridges Claude with Apache Airflow, enabling direct interaction with workflow orchestration through read-only or full-access modes for listing… | 33 stars · 8 forks | No one-command install · Source | |
| 4957 | 82.513 | kestra-workflow-orchestrationmcp · ai-agents | Integrates with Kestra workflow orchestration platform to enable natural language control of data pipelines, execution management, namespace… | 33 stars · 8 forks | No one-command install · Source | |
| 4958 | 82.517 | mcp-sdd-servermcp · ai-agents | An MCP server implementing Spec-Driven Development workflows for AI-agent CLIs and IDEs like Claude Code and Cursor, enabling spec-first development… | 51 stars · 4 forks | No one-command install · Source | |
| 4959 | 82.517 | drhalto-agentmakomcp · ai-agents | Local-first codebase intelligence MCP server for AI coding agents with structured project context discovery. | 51 stars · 4 forks | No one-command install · Source | |
| 4960 | 82.523 | gemini-superclaude-mcp-servermcp · ai-agents | Enhances Gemini CLI with SuperClaude Framework v4.0.9, providing 22 specialized commands, 14 domain-expert agents, and integration with 6 MCP servers… | 39 stars · 6 forks | No one-command install · Source | |
| 4961 | 82.541 | pr-agent-mentoringcli · ai-agents | Pull request agent for code reviews and mentoring | 4 stars · 26 forks | No one-command install · Source | |
| 4962 | 82.575 | kyros-aimemory · ai-agents | Use when the agent's memory needs to resolve its own contradictions and forget on a schedule. | 96 stars · 2 forks | No one-command install · Source | |
| 4963 | 82.629 | yunaga224-obsidian-memorymcp · ai-agents | Stores conversation memories as Obsidian-compatible Markdown files with YAML frontmatter and [[link]] syntax, enabling knowledge graph visualization… | 30 stars · 10 forks | No one-command install · Source | |
| 4964 | 82.643 | i-am-bee-acp-mcpmcp · ai-agents | 💬 - An MCP server acting as an adapter into the [ACP](https://agentcommunicationprotocol.dev) ecosystem. Seamlessly exposes ACP agents to MCP… | 36 stars · 7 forks | No one-command install · Source | |
| 4965 | 82.643 | acp-to-mcp-adaptermcp · ai-agents | Bridges Agent Communication Protocol (ACP) agents with Model Context Protocol (MCP) applications, allowing MCP clients such as Claude Desktop to… | 36 stars · 7 forks | No one-command install · Source | |
| 4966 | 82.643 | simplemindedbot-mnemexmcp · ai-agents | Human-like temporal memory for AI assistants that naturally fades over time unless reinforced through use, mimicking the Ebbinghaus forgetting curve | 36 stars · 7 forks | No one-command install · Source | |
| 4967 | 82.668 | codex-mcp-gomcp · ai-agents | Wraps OpenAI's Codex CLI as an MCP server, enabling AI clients like KiloCode, Roo Code, and Cline to leverage Codex for code generation, debugging… | 52 stars · 4 forks | No one-command install · Source | |
| 4968 | 82.668 | ai-mocksworkflow · ai-agents | Mock HTTP/SSE and LLM servers, inspired by wiremock, with response streaming and SSE | 52 stars · 4 forks | No one-command install · Source | |
| 4969 | 82.684 | superbased-observermcp · ai-agents | Local MCP server that lets your AI coding agent query its own cross-tool project history - file/command freshness, past test failures, cost & token… | 40 stars · 6 forks | No one-command install · Source | |
| 4970 | 82.707 | vinvaimcp · ai-agents | Runs, tests, and finds issues in your Python services with zero code changes, then helps your AI agent fix what breaks and proves it with acceptance… | 45 stars · 5 forks | No one-command install · Source | |
| 4971 | 82.811 | mcp-typescript-startermcp · ai-agents | A feature-complete MCP server template in TypeScript demonstrating tools, resources, prompts, and both stdio and HTTP transports. | 8 stars · 19 forks | No one-command install · Source | |
| 4972 | 82.822 | tstockham96-engrammcp · ai-agents | Intelligent agent memory with semantic recall, automatic consolidation, contradiction detection, and bi-temporal knowledge graph. 80% on LOCOMO… | 46 stars · 5 forks | No one-command install · Source | |
| 4973 | 82.867 | gh-mcp-servermcp · ai-agents | An MCP server that enables designers to interact with Rhino and Grasshopper via LLMs, analyze .3dm files, perform 3D modeling, and automatically… | 31 stars · 10 forks | No one-command install · Source | |
| 4974 | 82.922 | mcpspendmcp · ai-agents | Track MCP tool call costs, latency, and errors across AI agent sessions with budget alerts and attribution. | 104 stars · 2 forks | No one-command install · Source | |
| 4975 | 82.942 | claude-code-agent-teams-exercisesworkflow · ai-agents | Practical exercises for Claude Code Agent Teams - 6 exercises + 2 capstones covering team creation, task coordination, quality hooks, and parallel… | 33 stars · 9 forks | No one-command install · Source | |
| 4976 | 82.942 | cove-book-forge-mcpmcp · ai-agents | Turns PDF or EPUB books into reusable AI analysis, Obsidian notes, and agent Skills that can be installed into Codex, Claude Code, or other MCP… | 33 stars · 9 forks | No one-command install · Source | |
| 4977 | 83.022 | napari-mcp-servermcp · ai-agents | MCP server for remote control of napari viewers via Model Context Protocol, enabling AI-assisted microscopy analysis with Claude Desktop and other LLM… | 42 stars · 6 forks | No one-command install · Source | |
| 4978 | 83.046 | ccoutputstylescli · ai-agents | CLI tool and template gallery for customizing Claude Code output styles with pre-built templates. Features over 15 templates at the time of writing! | 56 stars · 4 forks | No one-command install · Source | |
| 4979 | 83.141 | 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 | |
| 4980 | 83.156 | omniseekmcp · ai-agents | Your agent seeks what search can't find. A self-hosted perception MCP server that transcribes speech, reads behind logins, sees images and video… | 48 stars · 5 forks | No one-command install · Source | |
| 4981 | 83.157 | bornpresident-volatilitymcp · ai-agents | Integrates the Volatility 3 memory forensics framework with Claude and other MCP-compatible LLMs. | 39 stars · 7 forks | No one-command install · Source | |
| 4982 | 83.157 | local-skills-mcpmcp · ai-agents | A universal MCP server that enables any LLM or AI agent to access expert skills from your local filesystem. | 39 stars · 7 forks | No one-command install · Source | |
| 4983 | 83.161 | un4ckn0wl3z-memmcpmcp · ai-agents | Memory scanning and modification tool that enables Cheat Engine-like functionality for manipulating application memory in Python | 34 stars · 9 forks | No one-command install · Source | |
| 4984 | 83.161 | tisu19021997-meta-promptingmcp · ai-agents | Transforms language models into dynamic multi-agent systems where the model alternates between a Conductor role that breaks down complex problems into… | 34 stars · 9 forks | No one-command install · Source | |
| 4985 | 83.161 | gabrielmaialva33-winx-code-agentmcp · ai-agents | A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via… | 34 stars · 9 forks | No one-command install · Source | |
| 4986 | 83.161 | ninihen1-flow-studiomcp · ai-agents | Debug, build, and manage Microsoft Power Automate cloud flows via AI agents. | 34 stars · 9 forks | No one-command install · Source | |
| 4987 | 83.221 | mcp-arenamcp · ai-agents | A production-ready Python library for building MCP servers with agent orchestration and domain-specific presets for platforms like GitHub, Slack, and… | 9 stars · 19 forks | No one-command install · Source | |
| 4988 | 83.249 | automobilemcp · ai-agents | An MCP server that enables AI agents to control Android and iOS devices via natural language, using platform tools like adb and simctl. | 49 stars · 5 forks | No one-command install · Source | |
| 4989 | 83.316 | codex-mcp-asyncmcp · ai-agents | Enables Claude Code to run OpenAI Codex (GPT-5) tasks asynchronously in the background, filtering out thinking logs to save 95% context tokens and… | 44 stars · 6 forks | No one-command install · Source | |
| 4990 | 83.316 | yiwenlu66-pilotymcp · ai-agents | AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process… | 44 stars · 6 forks | No one-command install · Source | |
| 4991 | 83.316 | octsshmcp · ai-agents | Provides LLMs with safe, controllable, and stateful SSH access to shell environments, enabling remote command execution and file transfers with async… | 44 stars · 6 forks | No one-command install · Source | |
| 4992 | 83.318 | laplaceyoung-ansys-aedtmcp · ai-agents | Controls Ansys Electronics Desktop electromagnetic simulation tools via Claude. | 40 stars · 7 forks | No one-command install · Source | |
| 4993 | 83.318 | ansys-aedt-mcpmcp · ai-agents | Enables AI agents to control Ansys Electronics Desktop (HFSS, Maxwell, Q3D, etc.) using MCP tools for simulation automation. | 40 stars · 7 forks | No one-command install · Source | |
| 4994 | 83.322 | ocean-zhc-apache-seatunnelmcp · ai-agents | Interact with SeaTunnel through LLM interfaces like Claude. | 33 stars · 10 forks | No one-command install · Source | |
| 4995 | 83.375 | v0v1kkk-dotnetmetadatamcpservermcp · ai-agents | Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet… | 30 stars · 13 forks | No one-command install · Source | |
| 4996 | 83.387 | mcp-from-scratch-servermcp · ai-agents | A fully working MCP server built from scratch in plain Node.js, implementing tools, resources, prompts, notifications, and sampling according to the… | 32 stars · 11 forks | No one-command install · Source | |
| 4997 | 83.387 | pywinauto-mcpmcp · ai-agents | A Windows computer use agent — FastMCP server that gives AI assistants hands on the real desktop: windows, UI elements, mouse, keyboard, screenshots… | 32 stars · 11 forks | No one-command install · Source | |
| 4998 | 83.404 | cc-toolscli · ai-agents | High-performance Go implementation of Claude Code hooks and utilities. Provides smart linting, testing, and statusline generation with minimal… | 50 stars · 5 forks | No one-command install · Source | |
| 4999 | 83.414 | agentic-swmmmcp · ai-agents | Eleven local stdio MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation with run manifests and… | 29 stars · 14 forks | No one-command install · Source | |
| 5000 | 83.449 | vsphere-mcp-servermcp · ai-agents | A comprehensive MCP server for VMware vSphere management, enabling AI agents to perform VM operations, monitoring, snapshots, and reporting through a… | 21 stars · 15 forks | 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.