Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 29.013 | templonix-lite-mcp-servermcp · ai-agents | A local-first personal AI agent infrastructure that extends Claude Desktop with tools for Google services, web scraping, local memory, knowledge… | 1 star · 1 fork | No one-command install · Source | |
| 1702 | 29.013 | 0xcjt-templonix-litemcp · ai-agents | Local AI agent infrastructure with FAISS-based vector memory, document ingestion, workflow templates, and integrations with Gmail, Google Calendar… | 1 star · 1 fork | No one-command install · Source | |
| 1703 | 29.013 | doctor-claudemcp · ai-agents | Provides Claude Code with access to peer-reviewed medical information from MedlinePlus and StatPearls, and acts as an unlicensed diagnostic medical… | 1 star · 1 fork | No one-command install · Source | |
| 1704 | 29.013 | lockstep-mcpmcp · ai-agents | Enables multiple AI agents like Claude and Codex to coordinate on the same project through shared tasks, file locks, and a real-time dashboard… | 1 star · 1 fork | No one-command install · Source | |
| 1705 | 29.013 | tetradmcp · ai-agents | Orchestrates three AI code evaluation tools to validate and approve code via a quadruple consensus protocol, ensuring high-quality code generation. | 1 star · 1 fork | No one-command install · Source | |
| 1706 | 29.013 | atlassian-mcp-servermcp · ai-agents | Enterprise-grade MCP server providing 102 production-ready tools for Jira, Confluence, and Bitbucket, enabling AI agents to manage issues, pages… | 1 star · 1 fork | No one-command install · Source | |
| 1707 | 29.013 | dssat-mcpmcp · ai-agents | Enables natural language interaction with the DSSAT crop model for simulation, calibration, and sensitivity analysis through LLM agents. | 1 star · 1 fork | No one-command install · Source | |
| 1708 | 29.013 | moltbook-mcpmcp · ai-agents | Interact with MoltBook social network for AI agents including posts, comments, upvotes, DMs, and community management. | 1 star · 1 fork | No one-command install · Source | |
| 1709 | 29.013 | helmmcp · ai-agents | Semantic browser automation MCP server that lets AI agents control a browser using natural language, handling navigation, form filling, data… | 1 star · 1 fork | No one-command install · Source | |
| 1710 | 29.013 | chartpanemcp · ai-agents | MCP server that renders interactive Chart.js charts (bar, line, pie, doughnut, etc.) inline in Claude's UI. | 1 star · 1 fork | No one-command install · Source | |
| 1711 | 29.013 | prompeteermcp · ai-agents | AI prompt engineering with expert-level generation, quality scoring, and prompt library management. | 1 star · 1 fork | No one-command install · Source | |
| 1712 | 29.013 | base-wallet-toolkit-mcpmcp · ai-agents | Enables AI agents to interact with Base chain wallets, providing tools for checking balances, estimating gas, inspecting tokens, verifying allowances… | 1 star · 1 fork | No one-command install · Source | |
| 1713 | 29.013 | super-subagentsmcp · ai-agents | Spawn parallel autonomous AI agent sessions from a single MCP client. Each agent gets its own workspace, tools, and execution context. | 1 star · 1 fork | No one-command install · Source | |
| 1714 | 29.013 | rr-mcpmcp · ai-agents | MCP server for orchestrating multi-process rr debugging sessions with reverse execution, breakpoints, and dynamic session state. | 1 star · 1 fork | No one-command install · Source | |
| 1715 | 29.013 | mcp-memumcp · ai-agents | AI-powered Android emulator control via Model Context Protocol, enabling agents to manage VMs, install apps, automate UI, and more. | 1 star · 1 fork | No one-command install · Source | |
| 1716 | 29.013 | agentbase1-openclawmcp · ai-agents | Search and retrieve agent instruction files including system prompts, skills, and workflows. | 1 star · 1 fork | No one-command install · Source | |
| 1717 | 29.013 | oci-kafka-mcp-servermcp · ai-agents | An AI-native control interface for OCI Streaming with Apache Kafka that enables LLM agents to securely manage Kafka clusters through structured tool… | 1 star · 1 fork | No one-command install · Source | |
| 1718 | 29.013 | filed-mcp-servermcp · ai-agents | An MCP server that gives AI agents access to US business entity data, enabling searches across 9 state registries, SEC EDGAR filings, federal… | 1 star · 1 fork | No one-command install · Source | |
| 1719 | 29.013 | ai-scanner-mcpmcp · ai-agents | MCP server for ai-scanner that enables AI agents to scan codebases for LLM usage, AI frameworks, and exposed secrets. | 1 star · 1 fork | No one-command install · Source | |
| 1720 | 29.013 | remember-mcpmcp · ai-agents | Multi-tenant memory system MCP server with vector search, relationships, and trust-based access control for AI assistants. | 1 star · 1 fork | No one-command install · Source | |
| 1721 | 29.013 | erodenn-fetch-guardmcp · ai-agents | URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and… | 1 star · 1 fork | No one-command install · Source | |
| 1722 | 29.013 | toio-mcpmcp · ai-agents | Controls toio robot cubes via natural language through BLE, enabling movement, LED control, and sound playback from MCP-compatible clients like Claude… | 1 star · 1 fork | No one-command install · Source | |
| 1723 | 29.013 | mcp-pii-guard-aumcp · ai-agents | Australian and New Zealand PII detection and sanitisation for AI agents, using Microsoft Presidio with custom recognizers for TFN, Medicare, ABN, and… | 1 star · 1 fork | No one-command install · Source | |
| 1724 | 29.013 | petro-mcpmcp · ai-agents | MCP server that gives LLMs access to 70 petroleum engineering tools for well logs, decline curves, PVT, drilling, economics, and more. | 1 star · 1 fork | No one-command install · Source | |
| 1725 | 29.013 | agenttrustmcp · ai-agents | Trust layer for autonomous agents with A2A communication, cryptographic identity, and prompt injection detection. | 1 star · 1 fork | No one-command install · Source | |
| 1726 | 29.013 | woling-dev-promptthriftmcp · ai-agents | Reduces LLM API costs by 70-90% through intelligent conversation history compression and model optimization. | 1 star · 1 fork | No one-command install · Source | |
| 1727 | 29.013 | amplifyrmcpmcp · ai-agents | AmplifyrMCP is an MCP server that enables Claude Desktop to manage LinkedIn, Medium, and Telegram accounts through natural language, allowing users to… | 1 star · 1 fork | No one-command install · Source | |
| 1728 | 29.013 | mcp-seomcp · ai-agents | Enables AI agents to perform comprehensive SEO audits on web pages, including meta tags, headings, links, images, performance, and more, via a CLI or… | 1 star · 1 fork | No one-command install · Source | |
| 1729 | 29.013 | theaisingularity-agentic-research-enginemcp · ai-agents | Local research agent that retrieves, synthesizes, and self-verifies answers at zero per-query cost. | 1 star · 1 fork | No one-command install · Source | |
| 1730 | 29.013 | ivanantigravity-lgtm-model-councilmcp · ai-agents | Run a prompt through three AI models in parallel and return all responses for comparison. | 1 star · 1 fork | No one-command install · Source | |
| 1731 | 29.013 | proxyclaw-mcp-pymcp · ai-agents | MCP server giving AI agents controlled residential-proxy web access with optional browser rendering and structured extraction from 60+ sites. | 1 star · 1 fork | No one-command install · Source | |
| 1732 | 29.013 | whipscribe-mcpmcp · ai-agents | MCP server for Whipscribe — transcribe audio and video from a URL or local file via Claude Desktop, Claude Code, Cursor, Windsurf, or any… | 1 star · 1 fork | No one-command install · Source | |
| 1733 | 29.013 | clawmemory-mcpmcp · ai-agents | Enables claude.ai to append durable memory entries to an Obsidian vault on GitHub via tools for listing, reading, and appending markdown files. | 1 star · 1 fork | No one-command install · Source | |
| 1734 | 29.013 | path402mcp · ai-agents | AI agent toolkit for discovering and acquiring tokenised web content via the $402 protocol. | 1 star · 1 fork | No one-command install · Source | |
| 1735 | 29.013 | swarmskillsmcp · ai-agents | A CLI and MCP server for managing skills across ~45 code CLI agents, with 18 tools for discovering, installing, enabling, and syncing skills in… | 1 star · 1 fork | No one-command install · Source | |
| 1736 | 29.013 | obsidian-wiki-mcpmcp · ai-agents | MCP server that implements Karpathy's LLM Wiki pattern for Obsidian vaults, enabling persistent knowledge storage and BM25 search across AI sessions. | 1 star · 1 fork | No one-command install · Source | |
| 1737 | 29.013 | robert19001-cmyk-lintmcp · ai-agents | Lints MCP tool schemas for cross-client compatibility and agent preflight safety. | 1 star · 1 fork | No one-command install · Source | |
| 1738 | 29.013 | cartoonitunes-inlaymcp · ai-agents | Makes any website discoverable by AI agents via hosted endpoints, llms.txt generation, and structured data optimization. | 1 star · 1 fork | No one-command install · Source | |
| 1739 | 29.013 | claude-max-mcpmcp · ai-agents | An MCP server that enables any AI agent to call Claude using your existing Max/Pro subscription via OAuth, avoiding additional API billing. | 1 star · 1 fork | No one-command install · Source | |
| 1740 | 29.013 | redteam-mcpmcp · ai-agents | Autonomous penetration testing powered by a local LLM, automating tool chaining for recon, vulnerability scanning, exploit research, and reporting. | 1 star · 1 fork | No one-command install · Source | |
| 1741 | 29.013 | 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 | |
| 1742 | 29.013 | telemetryflow-python-mcp-servermcp · ai-agents | Enterprise-grade MCP server integrating Claude AI capabilities, enabling AI-powered conversations, file operations, and system tools via the Model… | 1 star · 1 fork | No one-command install · Source | |
| 1743 | 29.013 | social-fetch-mcpmcp · ai-agents | Lets coding agents fetch real social media and web data from platforms like TikTok, Instagram, YouTube, and more, directly inside editors like Cursor… | 1 star · 1 fork | No one-command install · Source | |
| 1744 | 29.013 | ahmedeid1-thothmcp · ai-agents | Run AI-assisted systematic literature reviews with per-claim citation verification over an agentic SLR workspace. | 1 star · 1 fork | No one-command install · Source | |
| 1745 | 29.013 | lfwin-payment-mcpmcp · ai-agents | LFWin Payment MCP Server is a payment capability service for AI Agents. Adhering to the standard MCP protocol, it exposes capabilities including… | 1 star · 1 fork | No one-command install · Source | |
| 1746 | 29.013 | agy-mcp-servermcp · ai-agents | Enables Claude to drive the Antigravity agent by running prompts through the agy CLI non-interactively, supporting session management and optional… | 1 star · 1 fork | No one-command install · Source | |
| 1747 | 29.013 | tldraw-mcp-servermcp · ai-agents | An MCP server that gives AI agents programmatic control over a live tldraw canvas, enabling diagram creation through natural language. | 1 star · 1 fork | No one-command install · Source | |
| 1748 | 29.013 | ipykernel-mcpmcp · ai-agents | An MCP server that manages an IPython kernel, allowing LLMs to execute Python code in a project's virtual environment. | 1 star · 1 fork | No one-command install · Source | |
| 1749 | 29.013 | cleo-compliance-skills-mcpmcp · ai-agents | Cleo Skills MCP turns 45 production-grade product-compliance skills into a native MCP server. Cosmetics, food, electronics, toys, textiles… | 1 star · 1 fork | No one-command install · Source | |
| 1750 | 29.013 | viewmax-studio-mcpmcp · ai-agents | Enables Claude to generate AI videos using ViewMax Studio's video generation tools, including prompt and script creation, smart model selection, cost… | 1 star · 1 fork | No one-command install · Source | |
| 1751 | 29.013 | comsol-mcp-servermcp · ai-agents | MCP Server for COMSOL Multiphysics simulation automation via AI agents. | 1 star · 1 fork | No one-command install · Source | |
| 1752 | 29.013 | india-reg-mcpmcp · ai-agents | An MCP server that gives Claude searchable, cited access to RBI and SEBI regulatory documents — circulars, master directions, notifications, and… | 1 star · 1 fork | No one-command install · Source | |
| 1753 | 29.013 | midi-composer-mcpmcp · ai-agents | Provides atomic music-theory and MIDI tools for composing, enabling LLMs to chain deterministic steps like scale/chord lookups, degree resolution… | 1 star · 1 fork | No one-command install · Source | |
| 1754 | 29.013 | fastcontext-exploremcp · ai-agents | An MCP server that wraps Microsoft's FastContext as a read-only repository exploration subagent, enabling coding agents to delegate broad code… | 1 star · 1 fork | No one-command install · Source | |
| 1755 | 29.013 | camofox-browser-mcp-server-stage2mcp · ai-agents | Provides persistent browser tabs with tools to read, click, type, and interact with web pages, enabling local LLM agents to perform multi-step web… | 1 star · 1 fork | No one-command install · Source | |
| 1756 | 29.013 | chatgpt-codex-claude-bridgemcp · ai-agents | Enables ChatGPT to remotely orchestrate local Codex and Claude Code agents for file editing and command execution via a secure Cloudflare tunnel… | 1 star · 1 fork | No one-command install · Source | |
| 1757 | 29.013 | hermes-oh-my-pi-mcpmcp · ai-agents | A tiny Hermes-friendly bridge that exposes oh-my-pi's CLI as MCP tools (prompt and doctor) for code generation and environment verification. | 1 star · 1 fork | No one-command install · Source | |
| 1758 | 29.013 | wisdom-storemcp · ai-agents | An MCP server that gives AI coding assistants persistent memory, context control, and anti-hallucination tools via flat-file knowledge storage… | 1 star · 1 fork | No one-command install · Source | |
| 1759 | 29.013 | claude-engineering-coachmcp · ai-agents | An MCP server plugin for Claude Code that analyzes local AI session logs to provide coaching on coding patterns, tool usage, and productivity insights… | 1 star · 1 fork | No one-command install · Source | |
| 1760 | 29.013 | poe2-build-mcpmcp · ai-agents | An MCP server for Path of Exile 2: a queryable game corpus plus Path-of-Building-faithful calculations, so an LLM can import your build, answer… | 1 star · 1 fork | No one-command install · Source | |
| 1761 | 29.013 | androir-mcpmcp · ai-agents | An MCP server that allows AI agents to drive real Android devices via adb, capturing screenshots, reading the live UI tree, and performing actions… | 1 star · 1 fork | No one-command install · Source | |
| 1762 | 29.013 | vicon-datastream-mcp-servermcp · ai-agents | Enables AI agents and LLMs to interact with Vicon motion capture systems for real-time streaming of kinematic data, markers, force plates, eye… | 1 star · 1 fork | No one-command install · Source | |
| 1763 | 29.013 | brick-bacnet-mcpmcp · ai-agents | A read-only BACnet/IP gateway that exposes building automation point databases to LLM agents via MCP, with Brick + Project Haystack semantic tagging… | 1 star · 1 fork | No one-command install · Source | |
| 1764 | 29.013 | opds-mcpmcp · ai-agents | An MCP server that lets an LLM browse, search, and download books from OPDS catalogs (e.g., Project Gutenberg, Standard Ebooks) using tools for feed… | 1 star · 1 fork | No one-command install · Source | |
| 1765 | 29.013 | chrbailey-promptspeakmcp · ai-agents | Pre-execution governance for AI agents with 9-stage validation, drift detection, human approval queues, and circuit breakers. | 1 star · 1 fork | No one-command install · Source | |
| 1766 | 29.013 | holographic-memorymcp · ai-agents | Provides AI agents with associative long-term memory using Sparse Distributed Memory, enabling recall from vague cues and interference detection. | 1 star · 1 fork | No one-command install · Source | |
| 1767 | 29.013 | pop-paymcp · ai-agents | Local MCP server for secure AI agent payments — prevents card leaks and hallucinated purchases with configurable guardrails. | 1 star · 1 fork | No one-command install · Source | |
| 1768 | 29.013 | chathookmcp · ai-agents | Enables AI agents to prompt users for input directly within the chat UI using MCP's elicitation capabilities, allowing for interactive multi-turn… | 1 star · 1 fork | No one-command install · Source | |
| 1769 | 29.013 | ble-toy-mcpmcp · ai-agents | Enables AI agents to control MuSe/LoveSpouse/Leten Bluetooth toys via MCP by sending BLE advertisements from a Windows PC. | 1 star · 1 fork | No one-command install · Source | |
| 1770 | 29.013 | telegram-ads-mcpmcp · ai-agents | An MCP server that lets AI agents read and manage Telegram Ads campaigns, including listing accounts and ads, reading stats and budgets, and… | 1 star · 1 fork | No one-command install · Source | |
| 1771 | 29.013 | mcp-shellcheckmcp · ai-agents | MCP server that provides shell script linting via ShellCheck. Allows AI agents to analyze shell scripts for common errors, stylistic issues, and… | 1 star · 1 fork | No one-command install · Source | |
| 1772 | 29.013 | agentluxmcp · ai-agents | MCP toolkit for the AgentLux AI agent marketplace — access marketplace listings, avatar inventory, creator workflows, and social features across 33… | 1 star · 1 fork | No one-command install · Source | |
| 1773 | 29.013 | vee3mcp · ai-agents | Vee3 connects coding agents to a hosted catalog of live data and action tools through one MCP server at https://mcp.vee3.io/mcp. Use it for market… | 1 star · 1 fork | No one-command install · Source | |
| 1774 | 29.013 | joergmichno-clawguard-mcpmcp · ai-agents | Security scanner for AI agents that detects prompt injections using 42+ regex patterns | 1 star · 1 fork | No one-command install · Source | |
| 1775 | 29.013 | pddiktimcp · ai-agents | Enables AI agents to query structured Indonesia higher-education data, including universities, study programs, lecturers, students, and aggregate… | 1 star · 1 fork | No one-command install · Source | |
| 1776 | 29.013 | omni-kit-mcpmcp · ai-agents | Enables driving Omniverse Kit apps (Isaac Sim, Isaac Lab) over MCP, allowing agents to control simulations, run Python, and call namespace-scoped… | 1 star · 1 fork | No one-command install · Source | |
| 1777 | 29.013 | bob-rossmcp · ai-agents | Enables AI agents to manage a Canonical Landscape estate, including inventory, alerts, patching, and script execution, with built-in safety layers to… | 1 star · 1 fork | No one-command install · Source | |
| 1778 | 29.013 | mcp-cairn-file-systemmcp · ai-agents | A local-first, open-source harness for organizing your files with an AI agent. | 1 star · 1 fork | No one-command install · Source | |
| 1779 | 29.013 | curatedmcpmcp · ai-agents | A CLI agent that acts as an MCP hub, enabling discovery, auditing, and governance of MCP servers across AI tools like Claude and Cursor. | 1 star · 1 fork | No one-command install · Source | |
| 1780 | 29.013 | 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 | |
| 1781 | 29.013 | gitcadmcp · ai-agents | Enables agents to create and manipulate 3D CAD models using natural language via MCP, with git-based versioning and manufacturing output generation. | 1 star · 1 fork | No one-command install · Source | |
| 1782 | 29.013 | coreldraw-live-mcpmcp · ai-agents | Enables control of an already open CorelDRAW document via MCP, with live editing, atomic undo, and safe coordinate-based operations. Supports… | 1 star · 1 fork | No one-command install · Source | |
| 1783 | 29.013 | claude-multi-peermcp · ai-agents | Lets Claude Code instances discover each other and exchange messages instantly across projects, with persistent peer IDs and automatic message… | 1 star · 1 fork | No one-command install · Source | |
| 1784 | 29.013 | notch-mcpmcp · ai-agents | Enables agents to display status readouts in the Mac's notch area via MCP, with multiple styles and progress indicators. | 1 star · 1 fork | No one-command install · Source | |
| 1785 | 29.013 | llm-koshmcp · ai-agents | A local-first memory cartridge for MCP-compatible AI clients, providing durable, inspectable, and auditable memory storage with a read-only-by-default… | 1 star · 1 fork | No one-command install · Source | |
| 1786 | 29.013 | bastionmcp · ai-agents | A local-first control plane for AI agent tools, providing policy enforcement, spend caps, rate limiting, and audit trails for MCP servers. | 1 star · 1 fork | No one-command install · Source | |
| 1787 | 29.013 | opsdeskmcp · ai-agents | A remote MCP server that lets a commerce operations agent investigate and resolve stuck orders without escalating to engineering or needing database… | 1 star · 1 fork | No one-command install · Source | |
| 1788 | 29.013 | wigle-mcpmcp · ai-agents | An MCP server that exposes WiGLE.net wardriving lookups as tools for LLMs, enabling searches and details for WiFi networks, Bluetooth devices, and… | 1 star · 1 fork | No one-command install · Source | |
| 1789 | 29.013 | agent-tools-cloudmcp · ai-agents | An MCP server providing discovery of x402 paid services, MCP servers, and A2A agents, with safety scanning capabilities. | 1 star · 1 fork | No one-command install · Source | |
| 1790 | 29.013 | mcp-redmine-2mcp · ai-agents | MCP server for Redmine that lets coding agents read and write Redmine: search issues, view histories, comment, log time, browse wiki, and download… | 1 star · 1 fork | No one-command install · Source | |
| 1791 | 29.013 | enterprise-ai-toolkit-mcpmcp · ai-agents | An enterprise MCP server that exposes 16 standardized tools for document intelligence, RAG, knowledge graph, SQL analysis, LLM evaluation, cost… | 1 star · 1 fork | No one-command install · Source | |
| 1792 | 29.013 | bravemcpmcp · ai-agents | A local-first browser extension and MCP server that captures your browsing history, bookmarks, highlights, and notes, making them searchable by Claude… | 1 star · 1 fork | No one-command install · Source | |
| 1793 | 29.013 | posternmcp · ai-agents | MCP server for the Postern personal context gateway, enabling agents to read and act on data from finance, health, mail, calendar, contacts, and home… | 1 star · 1 fork | No one-command install · Source | |
| 1794 | 29.013 | edgegate-mcpmcp · ai-agents | MCP server for EdgeGate that enables setting up edge-AI regression gates on Snapdragon devices directly from Claude Code, Cursor, or Claude Desktop. | 1 star · 1 fork | No one-command install · Source | |
| 1795 | 29.013 | unicortexmcp · ai-agents | An MCP server that enables AI agents to control the Unity Editor externally, providing tools for scene, GameObject, component, and other editor… | 1 star · 1 fork | No one-command install · Source | |
| 1796 | 29.013 | occ-foragentmcp · ai-agents | MCP server for OpenChatCut, enabling AI agents to create, edit, and export fully editable video projects through a real multitrack timeline and… | 1 star · 1 fork | No one-command install · Source | |
| 1797 | 29.013 | ethergptmcp · ai-agents | A secure MCP server that gives ChatGPT access to local terminal, files, and background processes, and lets it discover, manage, and call any… | 1 star · 1 fork | No one-command install · Source | |
| 1798 | 29.013 | comfypilotmcp · ai-agents | An MCP server that bridges AI agents with ComfyUI for automated workflow building, execution, monitoring, and output routing. | 1 star · 1 fork | No one-command install · Source | |
| 1799 | 29.013 | san-techie21-astraciphermcp · ai-agents | Encryption and decryption tools for AI agents with multiple cipher algorithm support. | 1 star · 1 fork | No one-command install · Source | |
| 1800 | 29.013 | pilot-mcpmcp · ai-agents | An MCP server that gives agents access to a network of 435 specialist agents and peer-to-peer A2A messaging, enabling keyless, real-time data queries… | 1 star · 1 fork | 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.