Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 87.5408 | crazyrabbitltc-code-reviewmcp · ai-agents | Enables automated code reviews through multiple LLM providers by analyzing repository structures and evaluating code for security, performance… | 34 stars · 22 forks | No one-command install · Source | |
| 602 | 87.5382 | iron-manus-mcpmcp · ai-agents | Enables AI workflow orchestration with an 8-phase process, task delegation via Todos, and role-based agent specialization for complex multi-step… | 64 stars · 10 forks | No one-command install · Source | |
| 603 | 87.5297 | monsterxx03-gospymcp · ai-agents | Inspects and analyzes running Go processes by directly reading memory on Linux and macOS systems, providing deep visibility into goroutine states… | 97 stars · 6 forks | No one-command install · Source | |
| 604 | 87.4704 | minimax-search-mcp-servermcp · ai-agents | MCP server enabling parallel web search and batch browsing with intelligent content understanding via MiniMax LLM. | 58 stars · 12 forks | No one-command install · Source | |
| 605 | 87.4617 | token-enhancermcp · ai-agents | A local MCP proxy that strips web pages to clean text, reducing token usage for AI agents by up to 99.6%. | 68 stars · 9 forks | No one-command install · Source | |
| 606 | 87.4367 | wenxiaowendy-whereaboutsmcp · ai-agents | Provides spatial location awareness to AI agents by processing GPS and battery data from iOS Shortcuts into stays and movements. | 60 stars · 11 forks | No one-command install · Source | |
| 607 | 87.4009 | openrouter-deep-researchmcp · ai-agents | Orchestrates multi-agent research by breaking complex queries into specialized sub-questions, distributing them across different models, and… | 55 stars · 13 forks | No one-command install · Source | |
| 608 | 87.3464 | yepcode-secure-executionmcp · ai-agents | Enables secure execution of LLM-generated scripts and processes in isolated environments with environment variable management for teams needing to run… | 45 stars · 20 forks | No one-command install · Source | |
| 609 | 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 | |
| 610 | 87.2232 | memtomemmcp · ai-agents | Markdown-first long-term memory for AI coding agents, enabling hybrid search over local files via MCP tools. | 13 stars · 29 forks | No one-command install · Source | |
| 611 | 87.1601 | dtkmn-zapmcp · ai-agents | Exposes OWASP ZAP web security scanning capabilities to AI agents via MCP for guided security assessments. | 64 stars · 9 forks | No one-command install · Source | |
| 612 | 87.1389 | gdal-mcpmcp · ai-agents | Exposes GDAL/Rasterio operations to AI agents with a reflection middleware that requires structured justification before executing operations whose… | 76 stars · 7 forks | No one-command install · Source | |
| 613 | 87.1289 | ppt-mcpmcp · ai-agents | An MCP server that provides real-time control of Microsoft PowerPoint via COM automation, enabling AI agents to create and edit presentations with 155… | 57 stars · 11 forks | No one-command install · Source | |
| 614 | 87.1101 | soulmcp · ai-agents | Gives AI agents persistent memory, handoffs, and shared context across sessions, enabling seamless continuity and multi-agent collaboration. | 69 stars · 8 forks | No one-command install · Source | |
| 615 | 87.1055 | ros2-mcpmcp · ai-agents | MCP server for AI agents to inspect and control ROS2 graphs, enabling topic listing, node info, service calls, parameter management, and pub/echo… | 11 stars · 31 forks | No one-command install · Source | |
| 616 | 87.0907 | train-in-silencemcp · ai-agents | Enables users to describe their LLM fine-tuning job once and get the cheapest, fastest, and most balanced GPU options across a dozen cloud providers… | 104 stars · 5 forks | No one-command install · Source | |
| 617 | 87.0377 | bh-rat-context-awesomemcp · ai-agents | MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent. | 59 stars · 10 forks | No one-command install · Source | |
| 618 | 86.9545 | taislymcp · ai-agents | AI agent social media posting for short-form video. Taisly Agent Kit is a JSON-first SDK, CLI, Agent Skill, and MCP server that lets AI agents… | 219 stars · 3 forks | No one-command install · Source | |
| 619 | 86.9413 | peta-coremcp · ai-agents | A production-ready MCP gateway and control plane that provides credential vault, policy engine, audit logging, and managed runtime for routing tool… | 58 stars · 10 forks | No one-command install · Source | |
| 619 | 86.9413 | trend-pulsemcp · ai-agents | MCP server for trend-pulse, an agentic trend intelligence platform that fetches and analyzes trending topics from 37 sources, provides search… | 58 stars · 10 forks | No one-command install · Source | |
| 619 | 86.9413 | thirdstrandstudio-tool-chainermcp · ai-agents | Chains multiple MCP tools together in sequence, passing results between tools without sending large intermediate data back to the LLM, reducing token… | 58 stars · 10 forks | No one-command install · Source | |
| 622 | 86.9339 | simmermcp · ai-agents | Trade prediction markets with AI agents — skill discovery, automated research, and order execution on Simmer.markets. | 48 stars · 15 forks | No one-command install · Source | |
| 622 | 86.9339 | mcp-boemcp · ai-agents | Enables LLMs like Claude to query the official Spanish BOE API for consolidated legislation, daily summaries, and auxiliary government tables. | 48 stars · 15 forks | No one-command install · Source | |
| 624 | 86.9244 | teolex2020-aurasdkmcp · ai-agents | Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted. | 73 stars · 7 forks | No one-command install · Source | |
| 625 | 86.8948 | aai-gatewaymcp · ai-agents | Unified MCP and skill management gateway for AI agents, enabling tool discovery, installation, and sharing with 99% context token savings. | 99 stars · 5 forks | No one-command install · Source | |
| 625 | 86.8948 | log-mcpmcp · ai-agents | MCP server for log file analysis. Gives LLMs the ability to efficiently analyze large log files without loading them into context. | 99 stars · 5 forks | No one-command install · Source | |
| 627 | 86.8797 | pixverse-mcpmcp · ai-agents | Enables video generation from text, images, and more through MCP-compatible apps like Claude and Cursor. | 52 stars · 12 forks | No one-command install · Source | |
| 627 | 86.8797 | t1nker-1220-memories-with-lessonsmcp · ai-agents | Enables persistent memory and error tracking for assistants using a local knowledge graph structure with transactional operations, file management… | 52 stars · 12 forks | No one-command install · Source | |
| 629 | 86.8586 | hope1026-weppy-roblox-mcpmcp · ai-agents | MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session — create scripts… | 61 stars · 9 forks | No one-command install · Source | |
| 630 | 86.8294 | promptexecution-justmcp · ai-agents | Execute Justfile recipes safely through curated command automation | 57 stars · 10 forks | No one-command install · Source | |
| 630 | 86.8294 | audio-visualizer-rsmcp · ai-agents | Enables Claude to analyze audio files locally, extracting musical features like key, tempo, dynamics, timbre, stereo field, and structural sections… | 57 stars · 10 forks | No one-command install · Source | |
| 632 | 86.8178 | ldclabs-kipmcp · ai-agents | Knowledge graphs for memory persistence, knowledge evolution, and explainable AI agent interactions. | 81 stars · 6 forks | No one-command install · Source | |
| 633 | 86.8086 | 82ch-mcp-dandanmcp · ai-agents | Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across… | 65 stars · 8 forks | No one-command install · Source | |
| 634 | 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 | |
| 635 | 86.7534 | visionpowermcp · ai-agents | A portable image-understanding MCP server that lets agents analyze local images, URLs, or base64 images via an OpenAI-compatible vision model. | 71 stars · 7 forks | No one-command install · Source | |
| 636 | 86.7221 | abhaybabbar-retellai-voicemcp · ai-agents | Integrates with RetellAI's voice services for creating and managing phone conversations, enabling call initiation, agent configuration, and voice… | 40 stars · 19 forks | No one-command install · Source | |
| 637 | 86.7120 | awareness-localmcp · ai-agents | A local-first MCP memory server that gives AI coding agents persistent memory with hybrid semantic and keyword retrieval, working fully offline. | 200 stars · 3 forks | No one-command install · Source | |
| 638 | 86.6750 | ss-reading-nestmcp · ai-agents | An MCP server that enables a private mobile-first reading experience in ChatGPT, managing multi-book shelves, reading progress, highlights, thoughts… | 22 stars · 22 forks | No one-command install · Source | |
| 639 | 86.6716 | paper-format-agentmcp · ai-agents | A local DOCX formatter for theses and papers that also provides an optional MCP server with tools for formatting, extracting rules, and scoring… | 79 stars · 6 forks | No one-command install · Source | |
| 640 | 86.6596 | cli-anything-arcgis-promcp · ai-agents | Drive Esri's ArcGIS Pro from an AI agent — the ArcGIS Pro counterpart to QGIS MCP. A headless ArcPy CLI plus an in-process .NET 8 add-in that exposes… | 59 stars · 9 forks | No one-command install · Source | |
| 641 | 86.6478 | alleybo55-gocodemcp · ai-agents | Claude Code reimplemented in Go as a fast AI coding agent runtime with MCP server support. | 45 stars · 16 forks | No one-command install · Source | |
| 642 | 86.6460 | cuttermcp-plusmcp · ai-agents | Enables LLMs to automate reverse engineering tasks using Cutter, including function analysis, decompilation, disassembly, and more. | 55 stars · 10 forks | No one-command install · Source | |
| 643 | 86.6135 | telamcp · ai-agents | Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text +… | 69 stars · 7 forks | No one-command install · Source | |
| 643 | 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 | |
| 645 | 86.5871 | clarilayermcp · ai-agents | The individual-analyst context layer, delivered over MCP, that gives your AI coding agent durable, reconciled memory of your data context to stop… | 92 stars · 5 forks | No one-command install · Source | |
| 646 | 86.5560 | teemuxmcp · ai-agents | Aggregates logs from multiple processes and provides an MCP server for AI agents to access, search, and manage logs in real-time. | 91 stars · 5 forks | No one-command install · Source | |
| 647 | 86.5101 | viwo-clicli · ai-agents | Run Claude Code in a Docker container with git worktrees as volume mounts to enable safer usage of `--dangerously-skip-permissions` for frictionless… | 62 stars · 8 forks | No one-command install · Source | |
| 648 | 86.5040 | idassistmcpmcp · ai-agents | Enables LLM clients like Claude to interact with IDA Pro for binary analysis, decompilation, cross-references, patching, and more via 41 MCP tools, 8… | 51 stars · 11 forks | No one-command install · Source | |
| 649 | 86.5017 | michsob-powerplatform-dataversemcp · ai-agents | Integrates with Microsoft PowerPlatform/Dataverse to enable intelligent access to entity metadata, attributes, relationships, and records with support… | 44 stars · 16 forks | No one-command install · Source | |
| 650 | 86.4577 | wattcoinmcp · ai-agents | Earn WATT tokens on Solana by completing tasks in an AI agent marketplace with skills, bounties, and AI inference. | 5 stars · 47 forks | No one-command install · Source | |
| 651 | 86.4513 | rfunix-tengumcp · ai-agents | Orchestrates 80 penetration testing tools from Nmap to Metasploit with built-in safety controls, audit logging, PTES methodology, and autonomous agent… | 57 stars · 9 forks | No one-command install · Source | |
| 652 | 86.3612 | arthas-mcp-servermcp · ai-agents | Java diagnostics MCP server for LLM integration with Alibaba Arthas, enabling analysis and diagnosis of Java applications. | 56 stars · 9 forks | No one-command install · Source | |
| 653 | 86.3495 | securityronin-docx-mcpmcp · ai-agents | Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del… | 44 stars · 15 forks | No one-command install · Source | |
| 654 | 86.3389 | mario-andreschak-veo2mcp · ai-agents | Enables video generation from text prompts or images with configurable options like aspect ratio and duration, storing results locally for easy access… | 32 stars · 19 forks | No one-command install · Source | |
| 655 | 86.3384 | gdb-mcp-servermcp · ai-agents | Enables AI agents to interact with GDB for debugging via the MCP protocol. Supports setting breakpoints, stepping through code, inspecting memory and… | 86 stars · 5 forks | No one-command install · Source | |
| 656 | 86.2679 | a2a-netmcp · ai-agents | .NET implementation of the A2A protocol to enable secure, interoperable communication | 55 stars · 9 forks | No one-command install · Source | |
| 656 | 86.2679 | martinbowling-thoughtful-claudemcp · ai-agents | Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, analysis, and decision-making capabilities. | 55 stars · 9 forks | No one-command install · Source | |
| 658 | 86.2210 | claude-code-toolkitmcp · ai-agents | Maintenance, recovery, and observability for Claude Code. CLI + MCP server + dashboard. | 108 stars · 4 forks | No one-command install · Source | |
| 659 | 86.2118 | gh-rafsilva85-manus-credit-optimizermcp · ai-agents | Reduces Manus AI credit consumption through intelligent model routing, prompt decomposition, and context hygiene. | 49 stars · 11 forks | No one-command install · Source | |
| 660 | 86.1254 | mycomcp · ai-agents | Filesystem-based cognitive substrate for AI agents with 18 knowledge management verbs and self-validating graphs. | 63 stars · 7 forks | No one-command install · Source | |
| 660 | 86.1254 | health-auto-export-mcp-servermcp · ai-agents | Enables querying health data from the Health Auto Export app on iPhone/iPad via MCP, allowing LLMs like Claude to access and analyze personal health… | 63 stars · 7 forks | No one-command install · Source | |
| 662 | 86.1245 | krusch-contextmcp · ai-agents | Gives IDE agents semantic codebase search, episodic project memory, and steering nuggets across sessions. | 71 stars · 6 forks | No one-command install · Source | |
| 663 | 86.1216 | yoelbassin-gnuradiomcpmcp · ai-agents | An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF `.grc` flowcharts. | 48 stars · 11 forks | No one-command install · Source | |
| 664 | 86.1215 | rolandpg-zettelforgemcp · ai-agents | Agentic memory system for cyber threat intelligence that extracts CVEs, threat actors, and IOCs from analyst notes into a structured knowledge base. | 58 stars · 8 forks | No one-command install · Source | |
| 664 | 86.1215 | carbeneai-talonmcp · ai-agents | Connects Claude Code to a Kali Linux VM via SSH for AI-assisted penetration testing with automated recon and OSCP-style reporting. | 58 stars · 8 forks | No one-command install · Source | |
| 666 | 86.0801 | the-agent-timesmcp · ai-agents | AI agent economy news MCP providing real-time sourced articles with citations and Ethics Engine ratings. | 28 stars · 19 forks | No one-command install · Source | |
| 667 | 86.0465 | tuna1999-dnspymcp · ai-agents | Exposes dnSpy .NET decompilation and analysis capabilities to AI agents via 28 MCP tools. | 46 stars · 12 forks | No one-command install · Source | |
| 668 | 86.0275 | brightbeamai-chap-coordinator-mcpmcp · ai-agents | Auditable records of human decisions over AI agent work. Approvals, edits, overrides, escalations. | 80 stars · 5 forks | No one-command install · Source | |
| 669 | 85.9926 | procreations-official-second-opinionmcp · ai-agents | Enables getting second opinions from multiple AI models across OpenAI, Google Gemini, xAI Grok, and Anthropic Claude platforms with conversation… | 44 stars · 13 forks | No one-command install · Source | |
| 670 | 85.8264 | mac-developer-bridgemcp · ai-agents | Local macOS MCP bridge that gives ChatGPT shell, unrestricted filesystem access, real PTY sessions, background jobs, and read-only stored Codex… | 51 stars · 9 forks | No one-command install · Source | |
| 670 | 85.8264 | priyankark-a11ymcp · ai-agents | Perform accessibility audits on webpages using axe-core. Use the results in an agentic loop with your favorite AI assistants (Cline/Cursor/GH Copilot)… | 51 stars · 9 forks | No one-command install · Source | |
| 670 | 85.8264 | illegal-instruction-co-processhackermcp · ai-agents | Windows runtime process analysis and memory inspection with plugin-based architecture for process enumeration, memory operations, and thread control. | 51 stars · 9 forks | No one-command install · Source | |
| 673 | 85.8262 | roam-mcpmcp · ai-agents | MCP server for Roam Research that enables AI assistants like Claude and Cursor to read, write, search, and query your Roam graph with full write… | 55 stars · 8 forks | No one-command install · Source | |
| 674 | 85.8154 | gh-wizarck-paperclipmcp · ai-agents | Manage Paperclip AI agent orchestration platform resources — issues, agents, goals, approvals, and costs — through natural language. | 43 stars · 13 forks | No one-command install · Source | |
| 675 | 85.7667 | zebbern-kali-mcpmcp · ai-agents | A Docker-based MCP server that grants AI agents direct access to a comprehensive Kali Linux penetration testing toolkit through an isolated container… | 44 stars · 12 forks | No one-command install · Source | |
| 676 | 85.7358 | imprvhub-mcp-browser-agentmcp · ai-agents | A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. | 41 stars · 14 forks | No one-command install · Source | |
| 677 | 85.6865 | codebase-mcpmcp · ai-agents | An open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted… | 50 stars · 9 forks | No one-command install · Source | |
| 678 | 85.6249 | pondmcp · ai-agents | Lossless archive and search for AI agent sessions (Claude Code, Codex, opencode, pi and others), exposed to agents over MCP. Local-first, written in… | 58 stars · 7 forks | No one-command install · Source | |
| 679 | 85.5629 | houbb-github-iomcp · ai-agents | 🧀 The blog for GitHub pages | 39 stars · 15 forks | No one-command install · Source | |
| 679 | 85.5629 | andybrandt-simple-openai-assistantmcp · ai-agents | Create and manage conversations with OpenAI assistants. | 39 stars · 15 forks | No one-command install · Source | |
| 681 | 85.5574 | kwin-mcpmcp · ai-agents | Enables AI agents to automate Linux desktop GUI by launching and interacting with Wayland applications in isolated virtual KWin sessions, or… | 41 stars · 13 forks | No one-command install · Source | |
| 682 | 85.5308 | prd-generatorworkflow · ai-agents | A Claude Code plugin that generates comprehensive Product Requirements Documents (PRDs) from conversation context. Invoke `/create-prd` after… | 52 stars · 8 forks | No one-command install · Source | |
| 683 | 85.5175 | agy-bridgemcp · ai-agents | MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI (agy) — purpose-built tools, model routing with fallback, session… | 46 stars · 10 forks | No one-command install · Source | |
| 684 | 85.5130 | gigaxity-deep-researchmcp · ai-agents | An open-source deep research MCP server that provides multi-source web search and synthesis with citations, enabling agents to perform citation-backed… | 57 stars · 7 forks | No one-command install · Source | |
| 685 | 85.4228 | yuchen-memory-plusmcp · ai-agents | Lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions. | 56 stars · 7 forks | No one-command install · Source | |
| 686 | 85.3846 | io-github-amanhij-zikkaronmcp · ai-agents | A persistent memory engine for Claude Code that provides MCP tools for storing, retrieving, and reconstructing project context, with features like… | 62 stars · 6 forks | No one-command install · Source | |
| 687 | 85.3795 | pallaprolus-mendeley-mcpmcp · ai-agents | MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to… | 38 stars · 15 forks | No one-command install · Source | |
| 688 | 85.3584 | jules-mcp-servermcp · ai-agents | An MCP server that exposes Google Jules Agent operations, enabling MCP-compatible clients to list sources, manage sessions, and inspect activities via… | 40 stars · 13 forks | No one-command install · Source | |
| 689 | 85.2824 | unreal-mcpmcp · ai-agents | Enables Claude Desktop to interact with Unreal Engine 5.3 via Remote Control API, creating and manipulating 3D objects from text prompts for scene… | 47 stars · 9 forks | No one-command install · Source | |
| 690 | 85.2448 | dragon-brainmcp · ai-agents | Open-source MCP server that gives any LLM long-term memory using a knowledge graph and vector search hybrid. It stores entities, observations, and… | 50 stars · 8 forks | No one-command install · Source | |
| 690 | 85.2448 | sharedcontextmcp · ai-agents | Provides encrypted, portable memory for AI agents via MCP, allowing fact storage, conversation recall, and cross-machine sync using Arweave. | 50 stars · 8 forks | No one-command install · Source | |
| 690 | 85.2448 | n8n-nodes-agent2agentmcp · ai-agents | Adds nodes to n8n for interacting with AI agents using A2A protocol | 50 stars · 8 forks | No one-command install · Source | |
| 693 | 85.2418 | danmas0n-langgraph-coding-teammcp · ai-agents | Create coding agents to generate implementation options. | 42 stars · 11 forks | No one-command install · Source | |
| 694 | 85.2377 | mcp-excelmcp · ai-agents | Enables AI agents to analyze Excel files through atomic operations like filtering, aggregation, and grouping without loading raw data into context. | 44 stars · 10 forks | No one-command install · Source | |
| 695 | 85.2269 | psu3d0-spreadsheet-kitmcp · ai-agents | Agent-safe Excel workbook analysis, editing, formula recalculation, and verification tools with dry-run previews and stateful sessions. | 54 stars · 7 forks | No one-command install · Source | |
| 696 | 85.2011 | tvcontrolmcp · ai-agents | MCP server that enables AI agents to control TradingView Desktop locally, performing actions like chart analysis, Pine Script development, and… | 38 stars · 14 forks | No one-command install · Source | |
| 697 | 85.1394 | hyperweavemcp · ai-agents | HyperWeave gives agents a visual output surface: structured data in, branded SVG out. No JavaScript, no runtime. Works anywhere an image can be… | 46 stars · 9 forks | No one-command install · Source | |
| 697 | 85.1394 | memory-palacemcp · ai-agents | Persistent semantic memory for AI agents, enabling storage, semantic search, knowledge graph connections, and inter-instance messaging across… | 46 stars · 9 forks | No one-command install · Source | |
| 699 | 85.1019 | streamdeck-mcpmcp · ai-agents | Enables AI to generate fully authored Elgato Stream Deck profiles with buttons, icons, colors, dials, and shell scripts from natural language prompts. | 41 stars · 11 forks | No one-command install · Source | |
| 699 | 85.1019 | eyalzh-kanbanmcp · ai-agents | Task management system for complex multi-session workflows, structured as kanban boards with columns and tasks that maintain state between AI agent… | 41 stars · 11 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.