Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | 66.893 | feiskyer-ai-hubmcp · ai-agents | Provides unified access to 100+ AI providers through LiteLLM integration, enabling seamless switching between OpenAI, Anthropic, Google, Azure, AWS… | 10 stars · 3 forks | No one-command install · Source | |
| 1501 | 66.893 | jasnonaz-vibe-worldbuildingmcp · ai-agents | Guides users through systematic worldbuilding with structured prompts and Google Imagen integration for generating visual representations of fictional… | 10 stars · 3 forks | No one-command install · Source | |
| 1503 | 66.871 | zonemendermcp · ai-agents | MCP server for AI agents to safely manage Cloudflare DNS, DMARC, SPF, BIMI, and Email Routing with dry-run-first and approval-based writes. | 9 stars · 4 forks | No one-command install · Source | |
| 1503 | 66.871 | uefn-mcpmcp · ai-agents | A two-process MCP bridge for Unreal Editor for Fortnite that lets Claude Code, Cursor, and other MCP clients drive a live UEFN editor safely. | 9 stars · 4 forks | No one-command install · Source | |
| 1503 | 66.871 | community-ff-mcpmcp · ai-agents | Enables AI-assisted FlutterFlow development by reading, exploring, and understanding FlutterFlow projects through Claude and other MCP-compatible… | 9 stars · 4 forks | No one-command install · Source | |
| 1503 | 66.871 | oortonaut-mcacpmcp · ai-agents | Bridges MCP clients to ACP coding agents, enabling multi-agent orchestration from any MCP-compatible editor. | 9 stars · 4 forks | No one-command install · Source | |
| 1503 | 66.871 | media-gen-mcpmcp · ai-agents | MCP server for generating and editing images using OpenAI, and creating videos using OpenAI Sora and Google Veo. Enables fetching media from URLs or… | 9 stars · 4 forks | No one-command install · Source | |
| 1503 | 66.871 | copilot-memory-storemcp · ai-agents | Enables storing, searching, and compressing contextual memories for LLM interactions, with tools for memory management and context injection. | 9 stars · 4 forks | No one-command install · Source | |
| 1503 | 66.871 | claude-agents-powermcp · ai-agents | Provides over 150 pre-built professional agent personas across business, technology, and operations roles in multiple languages, enabling users to… | 9 stars · 4 forks | No one-command install · Source | |
| 1503 | 66.871 | wesnermichel-nexus-vscodemcp · ai-agents | Integrates Claude Desktop with VSCode, enabling file access and manipulation within specified workspace directories for seamless AI-assisted… | 9 stars · 4 forks | No one-command install · Source | |
| 1511 | 66.528 | agentic-hilmcp · ai-agents | MCP server for Agentic Hardware-in-the-Loop testing, enabling AI agents to probe, flash, reset, and validate embedded firmware on real hardware via… | 15 stars · 1 fork | No one-command install · Source | |
| 1511 | 66.528 | contextnestmcp · ai-agents | Structured, versioned context for AI agents. Context Nest organizes knowledge as markdown documents in a vault, with versioning, integrity… | 15 stars · 1 fork | No one-command install · Source | |
| 1511 | 66.528 | s-gw-mcp-servermcp · ai-agents | A local stdio MCP server that enables coding agents to discover credential handles and create scoped action requests with local approval and sanitized… | 15 stars · 1 fork | No one-command install · Source | |
| 1511 | 66.528 | protostatis-unbrowsermcp · ai-agents | Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a… | 15 stars · 1 fork | No one-command install · Source | |
| 1511 | 66.528 | bigstationw-web-toolsmcp · ai-agentsalso listed as local-mcp-server | Provides local LLMs with web search, page screenshots, and readable text extraction through a local MCP server running on localhost. | 15 stars · 1 fork | No one-command install · Source | |
| 1511 | 66.528 | port-experimental-portmcp · ai-agents | Integrates with Port.io's API to enable AI-assisted task management and workflow orchestration through authentication, prompt triggering, and response… | 15 stars · 1 fork | No one-command install · Source | |
| 1518 | 66.258 | 20i-mcp-servermcp · ai-agents | Enables natural language management of 20i web hosting services, including domains, databases, email, WordPress, and more, through AI assistants like… | 8 stars · 5 forks | No one-command install · Source | |
| 1518 | 66.258 | taw-computermcp · ai-agents | An MCP server that provides AI agents with a full Ubuntu desktop environment inside Docker, enabling them to perform complex computer tasks like… | 8 stars · 5 forks | No one-command install · Source | |
| 1518 | 66.258 | midosmcp · ai-agents | Curated developer knowledge library with validated patterns across 20+ tech stacks for AI coding agents. | 8 stars · 5 forks | No one-command install · Source | |
| 1518 | 66.258 | mcp-debugpymcp · ai-agents | MCP server for AI-assisted Python debugging using debugpy and Debug Adapter Protocol, enabling AI agents to run tests, set breakpoints, and inspect… | 8 stars · 5 forks | No one-command install · Source | |
| 1518 | 66.258 | jordanburke-kuzudbmcp · ai-agents | Provides direct access to Kuzu graph databases through Cypher query execution, schema introspection, and database management with multi-agent… | 8 stars · 5 forks | No one-command install · Source | |
| 1518 | 66.258 | mcp-server-agent-commmcp · ai-agents | Enables multi-agent communication between AI agents via MCP tools with real-time message routing, admin control, and dual-language support. | 8 stars · 5 forks | No one-command install · Source | |
| 1524 | 66.172 | phillipclapham-anneal-memorymcp · ai-agents | Two-layer memory for AI agents with immune-system-inspired expiry. Zero dependencies. | 11 stars · 2 forks | No one-command install · Source | |
| 1524 | 66.172 | squish-memorymcp · ai-agents | Connect once. Remember everywhere. Squish gives ChatGPT, Claude Code, and every AI agent one shared memory. Stop re-explaining your project to every… | 11 stars · 2 forks | No one-command install · Source | |
| 1524 | 66.172 | thread-keepermcp · ai-agents | Multi-agent shared brain MCP server enabling cross-session memory, self-improving skill loops, and inter-agent signaling across Claude, Codex, Gemini… | 11 stars · 2 forks | No one-command install · Source | |
| 1524 | 66.172 | sowiedu-edictmcp · ai-agents | Programming language for AI agents with JSON AST input and WASM output. | 11 stars · 2 forks | No one-command install · Source | |
| 1524 | 66.172 | mcp-local-llmmcp · ai-agents | MCP server that lets Claude Code delegate mechanical tasks to a local LLM for summarization, classification, extraction, and drafting. | 11 stars · 2 forks | No one-command install · Source | |
| 1524 | 66.172 | chenxiaofie-memorymcp · ai-agents | 情景+实体记忆 MCP 服务，为 Claude Code 提供持久化记忆能力 | 11 stars · 2 forks | No one-command install · Source | |
| 1524 | 66.172 | tilastokeskus-statfin-mcp-servermcp · ai-agents | Production-grade MCP server for Statistics Finland's StatFin database. Enables AI assistants like Claude to browse, search, and query Finnish… | 11 stars · 2 forks | No one-command install · Source | |
| 1524 | 66.172 | sim-xia-blind-auditormcp · ai-agents | A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation. | 11 stars · 2 forks | No one-command install · Source | |
| 1524 | 66.172 | tb-querymcp · ai-agents | MCP server for querying and analyzing TensorBoard event files, enabling AI agents to extract scalar data, statistics, and correlations without a… | 11 stars · 2 forks | No one-command install · Source | |
| 1533 | 66.122 | domainkits-mcp-the-domain-name-intelligencemcp · ai-agents | # DomainKits MCP Domain MCP server for AI assistants. DomainKits MCP connects Claude, GPT, Gemini, and other AI assistants to domain data, turning… | 5,388 installs | No commit datelisted | No one-command install · Source |
| 1534 | 66.032 | agentgraph-co-agentgraphmcp · ai-agents | Trust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations… | 4 stars · 6 forks | No one-command install · Source | |
| 1534 | 66.032 | helmdeckmcp · ai-agentsalso listed as tosin2013-helmdeck | A self-hosted MCP server that provides capability packs for AI agents to perform browser, desktop, git, and code actions via schema-validated JSON… | 4 stars · 6 forks | No one-command install · Source | |
| 1534 | 66.032 | kukapay-raydium-launchlab-mcpmcp · ai-agents | An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab). | 4 stars · 6 forks | No one-command install · Source | |
| 1538 | 65.784 | mcp-server-justlendmcp · ai-agents | An MCP server enabling AI agents to interact with JustLend DAO on TRON for lending, borrowing, and portfolio management, plus general TRON chain… | 2 stars · 7 forks | No one-command install · Source | |
| 1538 | 65.784 | mt4-mcpmcp · ai-agents | MCP server for AI agents to inspect and trade against a MetaTrader 4 terminal, with an offline mock mode for CI and demos. | 2 stars · 7 forks | No one-command install · Source | |
| 1540 | 65.733 | contextfsmcp · ai-agents | MCP server for OpenCode that manages context with structured injection, progressive retrieval, and layered storage to keep Agent stable and traceable. | 26 stars | No one-command install · Source | |
| 1541 | 65.698 | flaimmcp · ai-agents | Connect ESPN, Yahoo, and Sleeper fantasy sports leagues for read-only analysis of rosters, matchups, standings, and free agents. | 14 stars · 1 fork | No one-command install · Source | |
| 1541 | 65.698 | cochleamcp · ai-agents | Render, analyze, and verify audio (WAV or FLAC) through a fully offline, deterministic engine, exposed as MCP tools for AI agents. | 14 stars · 1 fork | No one-command install · Source | |
| 1541 | 65.698 | nodebench-mcpmcp · ai-agents | NodeBench MCP server provides public research memory and tool access for entity intelligence, enabling agents to perform deep research, generate… | 14 stars · 1 fork | No one-command install · Source | |
| 1541 | 65.698 | mergenmcp · ai-agents | AI-Powered Red Team MCP Server enabling autonomous penetration testing via Model Context Protocol with 44+ security tools for AI agents. | 14 stars · 1 fork | No one-command install · Source | |
| 1541 | 65.698 | mcpcodeservermcp · ai-agents | Proxy MCP server that translates tool calls into TypeScript code generation, enabling LLMs to orchestrate multi-tool workflows efficiently via code. | 14 stars · 1 fork | No one-command install · Source | |
| 1546 | 65.543 | yawlabs-ctxlintmcp · ai-agents | Lints AI agent context files (CLAUDE.md, AGENTS.md, etc.) against your actual codebase to catch broken paths, outdated commands, and contradictions. | 9 stars · 3 forks | No one-command install · Source | |
| 1546 | 65.543 | ahmetsbilgin-finbrain-mcpmcp · ai-agents | Access institutional-grade alternative financial data directly in your LLM workflows. | 9 stars · 3 forks | No one-command install · Source | |
| 1546 | 65.543 | cyqlelabs-dual-cycle-reasonermcp · ai-agents | Provides dual-cycle metacognitive reasoning framework that detects when autonomous agents get stuck in repetitive behaviors through statistical… | 9 stars · 3 forks | No one-command install · Source | |
| 1546 | 65.543 | cranot-agentskbmcp · ai-agents | Expert-level knowledge base with researched answers from official sources | 9 stars · 3 forks | No one-command install · Source | |
| 1546 | 65.543 | kryftomcp · ai-agents | Provides 42+ MCP tools for browser automation, web scraping, and search, enabling AI agents like Claude and Cursor to browse, extract data, and run… | 9 stars · 3 forks | No one-command install · Source | |
| 1546 | 65.543 | alvii147-piston-mcpmcp · ai-agents | MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude… | 9 stars · 3 forks | No one-command install · Source | |
| 1546 | 65.543 | obsidian-ai-curatormcp · ai-agents | An MCP server that gives Claude AI direct access to your Obsidian vault, enabling natural language search, note creation, file management, and… | 9 stars · 3 forks | No one-command install · Source | |
| 1546 | 65.543 | notion-mcp-integrationmcp · ai-agents | Enables Claude to manage a personal todo list in Notion, with capabilities to add, view, and complete tasks. | 9 stars · 3 forks | No one-command install · Source | |
| 1554 | 65.223 | securecontextmcp · ai-agents | Provides persistent memory, cryptographic audit trail, and HMAC-verified skill admission for Claude Code, running locally on PostgreSQL with zero… | 8 stars · 4 forks | No one-command install · Source | |
| 1554 | 65.223 | klypix-mcpmcp · ai-agents | Enables AI agents to read, write, search, and manage .klypix canvas files for persistent spatial memory across sessions. | 8 stars · 4 forks | No one-command install · Source | |
| 1554 | 65.223 | docmost-mcp-localmcp · ai-agents | Built in rust, feature complete MCP server for self-hosted Docmost (Community Edition) — read & write your wiki from Claude, Cursor & VS | 8 stars · 4 forks | No one-command install · Source | |
| 1554 | 65.223 | zooeyii-macos-computer-usemcp · ai-agents | MCP server enabling AI agents to control macOS computers via mouse, keyboard, screenshots, and app management. | 8 stars · 4 forks | No one-command install · Source | |
| 1554 | 65.223 | pantheon-mcpmcp · ai-agentsalso listed as valado-pantheon-mcp | Enables AI agents to access a collection of specialized agent instructions on demand, covering categories like tech, business, growth, and product. | 8 stars · 4 forks | No one-command install · Source | |
| 1554 | 65.223 | zoom-mcp-servermcp · ai-agents | MCP server for managing Zoom meetings, enabling creation, update, deletion, and retrieval via Claude or Cursor. | 8 stars · 4 forks | No one-command install · Source | |
| 1554 | 65.223 | jimmcq-lemonade-standmcp · ai-agents | Enables playing the classic Lemonade Stand business simulation game directly within Claude Desktop through an interactive interface that manages game… | 8 stars · 4 forks | No one-command install · Source | |
| 1562 | 65.138 | precariat365-smart-customer-supportmcp · ai-agents | Automates e-commerce customer support by handling product inquiries, order status requests, and seamlessly transitioning to human agents when needed | 7 stars · 5 forks | No one-command install · Source | |
| 1562 | 65.138 | cryptoleek-solana-blockchainmcp · ai-agents | Enables Claude to interact with the Solana blockchain through specialized tools for retrieving validator information, estimating fees, fetching… | 7 stars · 5 forks | No one-command install · Source | |
| 1562 | 65.138 | stefanskiasan-togetherai-imagemcp · ai-agents | Integrates with Together AI's image generation models to create custom images based on text prompts, dimensions, and output settings. | 7 stars · 5 forks | No one-command install · Source | |
| 1562 | 65.138 | itsdarianngo-litellmmcp · ai-agents | Integrates with LiteLLM to provide access to OpenAI language models for text completion and generation tasks across various applications. | 7 stars · 5 forks | No one-command install · Source | |
| 1566 | 65.105 | ibproduct-charly-memory-cachemcp · ai-agents | Caches data between language model queries to optimize token consumption and reduce costs in AI interactions. | 24 stars | No commit datelisted | No one-command install · Source |
| 1567 | 65.043 | ato-mcpmcp · ai-agents | MCP server that connects AI agents to 34,500+ Australian Taxation Office documents, providing cited answers, tax deduction discovery, depreciation… | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | cortex-mcp-servermcp · ai-agents | Provides persistent memory and task management for coding agents via MCP tools, enabling mid-session recall and capture of durable knowledge. | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | marcelroozekrans-memorylensmcp · ai-agents | .NET memory profiling with JetBrains dotMemory integration for AI-assisted analysis. | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | workforgemcp · ai-agents | WorkForge is a secure Windows MCP gateway that lets ChatGPT inspect local projects, resume Git work, read text and images, apply SHA-guarded edits… | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | browsercontrolmcp · ai-agents | MCP server for vision-first browser automation that annotates interactive elements with numbered markers, allowing AI agents to control any webpage by… | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | gef-mcp-for-ctfmcp · ai-agents | GDB Enhanced Features MCP server for remote debugging and CTF exploitation with 41 specialized tools including ROP search, format-string detection… | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | cathedral-ailife1mcp · ai-agents | Provides persistent memory and identity infrastructure for AI agents with cross-session identity reconstruction and drift detection. | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | gpalmcp · ai-agents | An MCP server that gives your IDE or agent access to Google Gemini with autonomous codebase exploration, enabling deep code analysis, architectural… | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | cc-recommendermcp · ai-agents | Analyzes project dependencies and recommends relevant skills, plugins, and MCP servers for Claude Code, enabling users to discover and install optimal… | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | synology-office-mcpmcp · ai-agents | Self-hosted MCP server that exposes Synology Drive, Spreadsheet, MailPlus, and Calendar as structured tools for AI agents, enabling file, spreadsheet… | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | base76-research-lab-token-compressormcp · ai-agents | Semantic prompt compression using local LLM rewriting with embedding validation to reduce token usage by 40-60%. | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | dmcpmcp · ai-agents | An MCP server that enables AI agents to act as dynamic dungeon masters for text-based RPGs with dynamically generated rule systems and comprehensive… | 10 stars · 2 forks | No one-command install · Source | |
| 1567 | 65.043 | bralca-context-engineeringmcp · ai-agents | Keeps AI coding agents aligned by generating PRDs, specs, and plans that prevent context loss and random rewrites. | 10 stars · 2 forks | No one-command install · Source | |
| 1580 | 64.883 | hobby-github-iomcp · ai-agents | Personal hobby blog | 13 stars · 1 fork | No one-command install · Source | |
| 1580 | 64.883 | jobfindsmemcp · ai-agents | Enables AI agents to discover, filter, and track job openings based on the user's local resume, without uploading data to the cloud. | 13 stars · 1 fork | No one-command install · Source | |
| 1580 | 64.883 | codex-computer-use-mcpmcp · ai-agents | A local MCP server that lets compatible agents use the official, signed Computer Use broker bundled with the OpenAI ChatGPT macOS app. | 13 stars · 1 fork | No one-command install · Source | |
| 1580 | 64.883 | eresussecurity-sentinelmcp · ai-agents | Security scanning platform for AI and LLM ecosystems with MCP proxy, schema validation, and 48+ security probes. | 13 stars · 1 fork | No one-command install · Source | |
| 1580 | 64.883 | shopify-partner-agentmcp · ai-agents | Free, open-source MCP server that connects Claude to the Shopify Partner API. 25 tools for revenue analytics, churn analysis, retention cohorts… | 13 stars · 1 fork | No one-command install · Source | |
| 1580 | 64.883 | gh-manushi4-screenhandmcp · ai-agents | Native desktop control for MCP agents. | 13 stars · 1 fork | No one-command install · Source | |
| 1580 | 64.883 | 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 | |
| 1580 | 64.883 | ember-ex-elixirmcp · ai-agents | Elixir port of the Ember framework for building LLM applications | 13 stars · 1 fork | No one-command install · Source | |
| 1580 | 64.883 | claude-monet-mcpmcp · ai-agents | A lightweight sketch canvas that lets users draw ideas and sync them in real-time to AI via MCP, enabling visual communication without exports. | 13 stars · 1 fork | No one-command install · Source | |
| 1580 | 64.883 | a01110946-rhino3dmcp · ai-agents | Connects Rhino3D to Claude through a WebSocket bridge, enabling AI-assisted 3D modeling capabilities for creating and manipulating geometry, running… | 13 stars · 1 fork | No one-command install · Source | |
| 1590 | 64.707 | claude-meshmcp · ai-agentsalso listed as pouriamrt-claude-mesh | Enables networked Claude-to-Claude messaging over HTTP and MCP channels, allowing direct messages, broadcasts, threaded replies, and permission… | 23 stars | No one-command install · Source | |
| 1592 | 64.619 | himalaya-mcpmcp · ai-agents | Privacy-first email MCP server wrapping the himalaya CLI, providing 22 tools, 6 prompts, and 3 resources for email management with multi-account… | 6 stars · 5 forks | No one-command install · Source | |
| 1592 | 64.619 | io-github-thehesiod-psquaremcp · ai-agents | Enables Claude to access ParentSquare school-parent communication platform, including feeds, calendar, conversations, and media files. | 6 stars · 5 forks | No one-command install · Source | |
| 1592 | 64.619 | mcportfoliomcp · ai-agents | Enables LLM-driven portfolio optimization using natural language, providing tools for mean-variance, HRP, Black-Litterman, and other optimization… | 6 stars · 5 forks | No one-command install · Source | |
| 1595 | 64.134 | agent-coherence-stale-write-guard-fsmcp · ai-agents | Coherence guard for shared files: when two agents write the same file, the stale writer is denied instead of silently overwriting, then reacquires and… | 12 stars · 1 fork | No one-command install · Source | |
| 1595 | 64.134 | xmemomcp · ai-agents | XMemo is a secure, user-owned memory substrate and context engine for AI agents, CLIs, IDEs, and LLM workspaces. Exposed over Streamable HTTP MCP, it… | 12 stars · 1 fork | No one-command install · Source | |
| 1595 | 64.134 | memory-crystal-mcp-servermcp · ai-agents | Enables AI agents to maintain persistent memory across sessions by capturing conversations, extracting durable knowledge, and injecting relevant… | 12 stars · 1 fork | No one-command install · Source | |
| 1595 | 64.134 | memexmcp · ai-agentsalso listed as stifler7-memex | memex is a developer context-continuity MCP server — it watches your git repos and builds a temporal knowledge graph (modules, symbols, decisions… | 12 stars · 1 fork | No one-command install · Source | |
| 1595 | 64.134 | markgatcha-universal-mcp-toolkitmcp · ai-agents | A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made… | 12 stars · 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.