Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4501 | 72.115 | sorokamcp · ai-agents | Telegram bot that turns saved messages into a personal knowledge base with AI-powered search, supporting MCP server for Claude Desktop. | 12 stars · 6 forks | No one-command install · Source | |
| 4502 | 72.119 | box-mcp-server-box-remotemcp · ai-agents | The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from… | 6 stars · 8 forks | No one-command install · Source | |
| 4503 | 72.119 | robinhood-chain-evm-mcpmcp · ai-agents | A zero-dependency MCP server that bridges AI agents to Robinhood Chain and Arbitrum Orbit L2 networks, enabling querying balances, simulating… | 6 stars · 8 forks | No one-command install · Source | |
| 4504 | 72.123 | a2a-agent-codermcp · ai-agents | A2A agent coder by OpenRouter | 11 stars · 7 forks | No one-command install · Source | |
| 4505 | 72.123 | amidabuddha-unichat-tsmcp · ai-agents | Integrates multiple language models via the unified Unichat tool, enabling seamless interaction across OpenAI, MistralAI, Anthropic, xAI, and Google… | 11 stars · 7 forks | No one-command install · Source | |
| 4506 | 72.154 | sjtu-sai-agents-research-sandboxmcp · ai-agents | Multi-layered sandbox that combines Google search, web content parsing, and ArXiv paper processing with configurable LLM backends for comprehensive… | 13 stars · 5 forks | No one-command install · Source | |
| 4507 | 72.154 | squish-mcpmcp · ai-agents | Enables AI agents to run and create Squish test scripts and test suites and analyze the results. | 13 stars · 5 forks | No one-command install · Source | |
| 4508 | 72.154 | slack-mcp-server-ai-agent-templatemcp · ai-agents | Enables building AI-powered Slack apps using the Slack MCP server and OpenAI models for automated messaging and canvas creation. | 13 stars · 5 forks | No one-command install · Source | |
| 4509 | 72.449 | contextatlasmcp · ai-agents | Enables AI coding agents to retrieve and manage code context with hybrid search, project memory, and observability via MCP tools. | 29 stars · 1 fork | No one-command install · Source | |
| 4510 | 72.678 | agy-headless-bridge-mcp-servermcp · ai-agents | Enables calling Google's Antigravity CLI (agy) headlessly through MCP, providing tools like agy_ask and agy_research for agents like Claude Code. | 17 stars · 3 forks | No one-command install · Source | |
| 4511 | 72.678 | synter-adsmcp · ai-agents | Manage ad campaigns across Google, Meta, LinkedIn, Reddit, and TikTok via AI agents. | 17 stars · 3 forks | No one-command install · Source | |
| 4512 | 72.730 | tiger-memory-mcp-servermcp · ai-agents | A simple memory system that allows LLMs to store and retrieve information via the Model Context Protocol. | 30 stars · 1 fork | No one-command install · Source | |
| 4513 | 72.731 | incomestreamserfer-openai-image-generationmcp · ai-agents | Provides tools for generating and editing images using OpenAI's gpt-image-1 model, handling API interactions, error management, and local image… | 15 stars · 4 forks | No one-command install · Source | |
| 4514 | 72.731 | mcp-server-subagentmcp · ai-agents | An MCP server that allows a planning agent to delegate tasks to executor agents (e.g., Claude Code, Aider) with bi-directional communication and… | 15 stars · 4 forks | No one-command install · Source | |
| 4515 | 72.731 | toby-mirrormcp · ai-agents | Enables recursive self-questioning and introspection through a reflect tool that uses MCP sampling to generate thoughtful responses to self-directed… | 15 stars · 4 forks | No one-command install · Source | |
| 4516 | 72.731 | simonutd-ai-cognitive-nexusmcp · ai-agents | Creates and manages autonomous AI agent teams for collaborative problem-solving and task execution, maintaining persistent team configurations… | 15 stars · 4 forks | No one-command install · Source | |
| 4517 | 72.731 | mcp-nfse-nacionalmcp · ai-agents | MCP server for querying Brazilian electronic service invoices (NFSe) from the national portal. Allows AI agents to authenticate with digital… | 15 stars · 4 forks | No one-command install · Source | |
| 4518 | 72.731 | nj19257-fastskillsmcp · ai-agents | Standalone skill engine that gives any MCP-compatible agent discovery and execution of SKILL.md playbooks without framework lock-in. | 15 stars · 4 forks | No one-command install · Source | |
| 4519 | 72.731 | grizzly-sms-mcp-servermcp · ai-agents | MCP server for integrating with Grizzly SMS platform to rent virtual numbers, receive SMS verification codes, and manage activations directly from AI… | 15 stars · 4 forks | No one-command install · Source | |
| 4520 | 72.731 | freento-mcp-server-for-magento-2mcp · ai-agents | Freento MCP is a native Magento 2 extension that implements the Model Context Protocol (MCP) — an open standard for connecting AI assistants to… | 15 stars · 4 forks | No one-command install · Source | |
| 4521 | 72.731 | epicsagas-alcovemcp · ai-agents | MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex… | 15 stars · 4 forks | No one-command install · Source | |
| 4522 | 72.731 | acacian-aegismcp · ai-agents | Governs AI agent actions with YAML-based policies, approval gates, audit trails, and risk classification. | 15 stars · 4 forks | No one-command install · Source | |
| 4523 | 72.749 | garmin-mcpmcp · ai-agents | Local-first MCP server that connects AI agents to your Garmin sleep, HRV, Body Battery, stress, training readiness and activities, keeping tokens on… | 12 stars · 7 forks | No one-command install · Source | |
| 4524 | 72.826 | expedia-travel-recommendations-mcpmcp · ai-agents | MCP server for Expedia travel recommendations. Enables LLMs to search hotels, flights, activities, and car rentals using natural language. | 21 stars · 2 forks | No one-command install · Source | |
| 4525 | 72.826 | gh-cloud-eye-prime-agent-forgemcp · ai-agents | Dispatch AI coding agents including Claude Code, GitHub Copilot, and OpenCode as tools within any MCP-compatible client. | 21 stars · 2 forks | No one-command install · Source | |
| 4526 | 72.826 | omnifocus-mcp-servermcp · ai-agents | An MCP server that provides full read/write access to OmniFocus, enabling AI assistants to manage tasks, projects, folders, tags, and perspectives via… | 21 stars · 2 forks | No one-command install · Source | |
| 4527 | 72.826 | claudaborative-editingmcp · ai-agents | Enables real-time AI editing assistance in the WordPress block editor, allowing Claude to proofread, review, edit, translate, compose, and prepare… | 21 stars · 2 forks | No one-command install · Source | |
| 4528 | 72.826 | yggdrasilmcp · ai-agents | Durable, local-first memory for AI coding agents over MCP — zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped. Works with… | 21 stars · 2 forks | No one-command install · Source | |
| 4529 | 72.826 | clawsoulsidentity · ai-agents | Use when you would rather install a ready-made agent persona than write one, and want it to work across OpenClaw, Claude Code and Cursor. | 21 stars · 2 forks | No one-command install · Source | |
| 4530 | 72.886 | dylan-gluck-background-jobmcp · ai-agents | Enables coding agents to execute long-running shell commands asynchronously with full process management capabilities. | 13 stars · 6 forks | No one-command install · Source | |
| 4531 | 72.886 | smart-ai-memory-empathy-frameworkmcp · ai-agents | Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with… | 13 stars · 6 forks | No one-command install · Source | |
| 4532 | 72.925 | revnuvo-mcpmcp · ai-agents | Revnuvo MCP server for the agent economy. Tools: verify domains, resolve DNS, assess domain trust/risk, register agents, create tasks, submit results… | 8,907 installs | No commit datelisted | No one-command install · Source |
| 4533 | 72.946 | github-security-mcpmcp · ai-agents | An MCP server that enables AI agents to perform comprehensive GitHub security audits across org settings, repositories, Actions workflows, secrets… | 14 stars · 5 forks | No one-command install · Source | |
| 4534 | 72.946 | brutalist-mcpmcp · ai-agents | Multi-perspective code analysis using Claude Code, Codex, and Antigravity CLI agents to provide direct, honest technical feedback on code… | 14 stars · 5 forks | No one-command install · Source | |
| 4535 | 72.946 | agent-magnetmcp · ai-agents | Self-learning memory for AI tools. Remembers user preferences and context across Claude, Cursor, and Codex with multi-parameter forgetting and… | 14 stars · 5 forks | No one-command install · Source | |
| 4536 | 73.081 | champierre-image-analysismcp · ai-agents | Enables image analysis using GPT-4-turbo's vision capabilities for extracting information, generating descriptions, and answering questions about… | 8 stars · 8 forks | No one-command install · Source | |
| 4537 | 73.095 | adpanel-coremcp · ai-agents | Open-source MCP server that routes tool calls to AdPanel's production gateway for brand asset management, timeline orchestration, and broadcast asset… | 1 star · 15 forks | No one-command install · Source | |
| 4538 | 73.104 | skills-compat-managermcp · ai-agents | MCP server for managing AI agent skills with pre-flight compatibility checks, ensuring missing dependencies are detected before execution. | 83 stars | No one-command install · Source | |
| 4539 | 73.179 | whynowlab-jarvis-orbmcp · ai-agents | Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time… | 22 stars · 2 forks | No one-command install · Source | |
| 4540 | 73.232 | shinzo-labs-heimdallmcp · ai-agents | Manage your agent tools and MCP server configs with ease. | 18 stars · 3 forks | No one-command install · Source | |
| 4541 | 73.232 | monero-mcp-servermcp · ai-agents | MCP server that gives AI agents a private Monero wallet, enabling balance checks, payment receiving, and XMR transfers through a tool interface. | 18 stars · 3 forks | No one-command install · Source | |
| 4542 | 73.232 | context-memmcp · ai-agents | Persistent memory system for AI agents with 44 tools and 98%+ retrieval accuracy. | 18 stars · 3 forks | No one-command install · Source | |
| 4543 | 73.232 | slm-meshmcp · ai-agents | Enables peer-to-peer communication, discovery, shared state, and file coordination between AI coding agents across machines and sessions. | 18 stars · 3 forks | No one-command install · Source | |
| 4544 | 73.232 | smith-and-web-obsidian-mcp-servermcp · ai-agents | SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations… | 18 stars · 3 forks | No one-command install · Source | |
| 4545 | 73.232 | estonian-mcpmcp · ai-agents | An MCP server that integrates EstNLTK to provide Estonian language tools (morphology, spell-check, synonyms, etc.) for AI agents, enabling correct… | 18 stars · 3 forks | No one-command install · Source | |
| 4546 | 73.232 | local-supervisor-bridgemcp · ai-agents | Enables ChatGPT web to safely read and modify only explicitly allowed local project files through OpenAI Secure MCP Tunnel, including git operations… | 18 stars · 3 forks | No one-command install · Source | |
| 4547 | 73.232 | jinning6-noospheremcp · ai-agents | Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then… | 18 stars · 3 forks | No one-command install · Source | |
| 4548 | 73.390 | matthewpdingle-consulting-agentsmcp · ai-agents | Enables Claude Code to consult with multiple expert coding agents powered by OpenAI's o3-mini and Claude 3.7 Sonnet for enhanced problem analysis and… | 16 stars · 4 forks | No one-command install · Source | |
| 4549 | 73.390 | ryaker-mem0-generalmcp · ai-agents | Integrates with Mem0.ai's memory management system to provide structured, persistent memory across conversations through a cognitive-inspired… | 16 stars · 4 forks | No one-command install · Source | |
| 4550 | 73.390 | forage-mcp-servermcp · ai-agents | An MCP server that enables AI agents to automatically discover, install, and learn to use new tools without manual configuration. | 16 stars · 4 forks | No one-command install · Source | |
| 4551 | 73.390 | gemy411-multi-research-agentsmcp · ai-agents | a KTOR server/ MCP server written in Kotlin applying multi-agents schools in a flexible research system to be used with coding or for research any… | 16 stars · 4 forks | No one-command install · Source | |
| 4552 | 73.390 | geiserx-genieacsmcp · ai-agents | Bridge GenieACS TR-069 ACS instances to AI agents for CPE device management. | 16 stars · 4 forks | No one-command install · Source | |
| 4553 | 73.424 | claude-mountaineering-skillsskill · ai-agents | Claude Code skill that automates mountain route research for North American peaks. Aggregates data from 10+ mountaineering sources like… | 33 stars · 1 fork | No one-command install · Source | |
| 4554 | 73.424 | inite-brainmcp · ai-agents | An open-source bitemporal knowledge graph that provides long-term memory for AI agents via a native MCP endpoint, enabling conflict-aware ingest and… | 33 stars · 1 fork | No one-command install · Source | |
| 4555 | 73.491 | bionext-mcpmcp · ai-agents | Enables bioinformatics analysis through natural language conversations with Claude Desktop, automatically generating and executing Python scripts to… | 9 stars · 8 forks | No one-command install · Source | |
| 4556 | 73.609 | a2a-dotnet-by-azixakamcp · ai-agents | The Agent2Agent (A2A) protocol implementation for .NET | 23 stars · 2 forks | No one-command install · Source | |
| 4557 | 73.609 | codex-claude-bridgemcp · ai-agents | MCP server that enables Claude Code to send code and plans for review by OpenAI Codex, returning structured feedback inline. | 23 stars · 2 forks | No one-command install · Source | |
| 4558 | 73.609 | mcp-stealth-chromemcp · ai-agents | Provides 133 stealth tools for AI agents to bypass Cloudflare, Turnstile, and reCAPTCHA, including LLM-optimized actions like describe_page and… | 23 stars · 2 forks | No one-command install · Source | |
| 4559 | 73.643 | taliviamcp · ai-agents | Revenue-first website analytics that your AI agent can install, connect, and verify for you. Talivia shows founders which referrers, campaigns, pages… | 34 stars · 1 fork | No one-command install · Source | |
| 4560 | 73.678 | financeskillsmcp · ai-agents | AI-powered skills for financial professionals. Comprehensive collection of finance, accounting, audit, and compliance skills for AI agents. IFRS/GAAP… | 14 stars · 6 forks | No one-command install · Source | |
| 4561 | 73.757 | lior-ps-multi-llm-cross-checkmcp · ai-agents | Provides a unified interface for querying multiple LLM providers simultaneously, enabling side-by-side response comparison for fact-checking… | 15 stars · 5 forks | No one-command install · Source | |
| 4562 | 73.757 | yuvalsuede-claudiamcp · ai-agents | AI-native task management system for Claude agents. Hierarchical tasks, dependencies, sprints, acceptance criteria, multi-agent coordination, and MCP… | 15 stars · 5 forks | No one-command install · Source | |
| 4563 | 73.757 | claudiamcp · ai-agents | Enables AI agents to manage hierarchical tasks, track progress, handle dependencies, and coordinate work through an MCP server. | 15 stars · 5 forks | No one-command install · Source | |
| 4564 | 73.757 | back1ply-agent-skill-loadermcp · ai-agents | Dynamically loads Claude Code skills into AI agents without copying files. | 15 stars · 5 forks | No one-command install · Source | |
| 4565 | 73.774 | brendancopley-chain-of-draft-prompt-toolmcp · ai-agents | Organizes prompts into structured, multi-step workflows through a chain execution system where outputs from one step become inputs for subsequent… | 19 stars · 3 forks | No one-command install · Source | |
| 4566 | 73.774 | taiki-yoshida-copilot-studio-code-toolsmcp · ai-agents | Provides Microsoft Copilot Studio agents with file and shell capabilities including reading, writing, editing files, directory browsing, grep, glob… | 19 stars · 3 forks | No one-command install · Source | |
| 4567 | 73.774 | ibkr-portfolio-builder-mcpmcp · ai-agents | A remote MCP server for top-down portfolio construction with Interactive Brokers, exposing a typed catalog of screeners, news access, and account… | 19 stars · 3 forks | No one-command install · Source | |
| 4568 | 73.774 | multimodels-mcpmcp · ai-agents | Delegate tasks from Claude Code to other models (Codex CLI, DeepSeek, OpenRouter, etc.) without leaving the app. | 19 stars · 3 forks | No one-command install · Source | |
| 4569 | 73.774 | neurodivergent-memorymcp · ai-agents | MCP server for knowledge graphs designed around neurodivergent thinking patterns, organizing memories into five districts with BM25 ranking and… | 19 stars · 3 forks | No one-command install · Source | |
| 4570 | 73.832 | kukapay-blockbeats-mcpmcp · ai-agents | An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents. | 10 stars · 8 forks | No one-command install · Source | |
| 4571 | 73.946 | toolfencemcp · ai-agents | A local, fail-closed firewall for MCP tool calls that enforces least-privilege policies and human approval between AI agents and stdio MCP servers. | 101 stars | No one-command install · Source | |
| 4572 | 73.997 | cognispheremcp · ai-agents | Cognisphere ADK is an AI agent development framework built on Google's Agent Development Kit (ADK) | 17 stars · 4 forks | No one-command install · Source | |
| 4573 | 73.997 | atlamcp · ai-agents | Provides a standardized interface for evaluating LLM responses against single or multiple criteria, returning both numerical scores and textual… | 17 stars · 4 forks | No one-command install · Source | |
| 4574 | 73.997 | vibetape-mcp-servermcp · ai-agents | Captures key development moments, enables multi-agent traceability, provides intelligent context curation, and facilitates seamless agent-to-agent… | 17 stars · 4 forks | No one-command install · Source | |
| 4575 | 73.997 | honeybee-mcpmcp · ai-agents | Enables AI agents to understand, query, and manipulate Honeybee building energy models through natural language via the Model Context Protocol. | 17 stars · 4 forks | No one-command install · Source | |
| 4576 | 73.997 | limit-lmt-inoproshopmcp · ai-agents | Enables AI agents to control Inovance InoProShop PLC IDE with 24 tools for project creation, code editing, and hardware configuration. | 17 stars · 4 forks | No one-command install · Source | |
| 4577 | 73.997 | lunfengchen-gatewaymcp · ai-agents | Aggregates multiple MCP servers into unified tool interfaces to reduce LLM context occupation | 17 stars · 4 forks | No one-command install · Source | |
| 4578 | 73.997 | paywithextend-ai-toolkitmcp · ai-agents | Enabling agentic spend and expense management workflows using Extend's AIs | 17 stars · 4 forks | No one-command install · Source | |
| 4579 | 73.999 | joomla-mcp-servermcp · ai-agents | A Joomla component that turns your Joomla instance into an MCP server so you can fully manage your website with a simple prompt. | 24 stars · 2 forks | No one-command install · Source | |
| 4580 | 74.013 | menjometremcp · ai-agents | Menjometre is an independent observatory of Catalan public spending. This MCP server gives any LLM client read-only access to the full dataset and the… | 9,347 installs | No commit datelisted | No one-command install · Source |
| 4581 | 74.052 | perennamcp · ai-agents | A lightweight, Git-backed permanent memory for AI agents. | 36 stars · 1 fork | No one-command install · Source | |
| 4582 | 74.115 | altinoren-utopiamcp · ai-agents | MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities. | 11 stars · 8 forks | No one-command install · Source | |
| 4583 | 74.115 | bash-mcpmcp · ai-agents | Enables executing shell commands without permission prompts, including running commands and managing background processes. | 11 stars · 8 forks | No one-command install · Source | |
| 4584 | 74.115 | indian-option-mcpmcp · ai-agents | MCP Server for Indian Options — Real-time option chains, Greeks, 34+ strategies, OI analysis, IV smile, Max Pain. Works with Claude Desktop. Replaces… | 11 stars · 8 forks | No one-command install · Source | |
| 4585 | 74.179 | gh-1echa-context-syncmcp · ai-agents | Synchronizes development context and long-term memory across devices using Git. | 20 stars · 3 forks | No one-command install · Source | |
| 4586 | 74.179 | pyslang-mcpmcp · ai-agents | Provides AI agents with compiler-backed, read-only context for Verilog and SystemVerilog projects using pyslang. | 20 stars · 3 forks | No one-command install · Source | |
| 4587 | 74.179 | comfyui-app-mcpmcp · ai-agents | A custom node plugin for ComfyUI that encapsulates workflows as templates, enabling AI assistants (Claude, Cursor) to invoke ComfyUI for multimedia… | 20 stars · 3 forks | No one-command install · Source | |
| 4588 | 74.271 | openworkproofmcp · ai-agents | Verifiable execution protocol for AI agents. Ed25519-signed work contracts, offline-verifiable proof-carrying work, and cryptographic audit trails. 14… | 111 stars | No one-command install · Source | |
| 4589 | 74.285 | agentaimcp · ai-agents | agentai | 7,153 installs | No commit datelisted | No one-command install · Source |
| 4590 | 74.311 | automanus-mcp-servermcp · ai-agents | Enables creating and deploying AI sales agents to WhatsApp and Webchat from AI coding assistants like Claude and Cursor, with automatic website… | 14 stars · 7 forks | No one-command install · Source | |
| 4591 | 74.311 | social-mediamcp · ai-agents | Provides team-based social media functionality enabling authentication, post creation with tags and threading, and filtered post reading for… | 14 stars · 7 forks | No one-command install · Source | |
| 4592 | 74.357 | cursor-azure-devops-mcpmcp · ai-agents | An MCP server that integrates Azure DevOps with Cursor IDE, allowing Claude AI to manage projects, work items, repositories, pull requests, and test… | 12 stars · 8 forks | No one-command install · Source | |
| 4593 | 74.357 | neosun100-tradingagents-chinese-stocksmcp · ai-agents | Integrates multiple Chinese stock market data sources with multi-agent trading analysis for automated investment reports, backtesting strategies, and… | 12 stars · 8 forks | No one-command install · Source | |
| 4594 | 74.357 | root-signals-evaluatorsmcp · ai-agents | Exposes Root Signals evaluators as tools for AI assistants & agents, allowing them to evaluate responses against various quality criteria. | 12 stars · 8 forks | No one-command install · Source | |
| 4595 | 74.358 | mcp-kdenlivemcp · ai-agents | Enables AI agents to control a running Kdenlive video editor instance via D-Bus for tasks like importing media, building timelines, adding… | 25 stars · 2 forks | No one-command install · Source | |
| 4596 | 74.358 | stm32-mcpmcp · ai-agents | Enables Claude Code to build, flash, and communicate with STM32 hardware over SWD and serial, including multi-board management, live memory… | 25 stars · 2 forks | No one-command install · Source | |
| 4597 | 74.358 | baton-mcpmcp · ai-agents | Enables coding agents to convert and transfer sessions between different agent interfaces, allowing seamless continuation of work across agents. | 25 stars · 2 forks | No one-command install · Source | |
| 4598 | 74.383 | prismer-ai-signetmcp · ai-agents | Cryptographic signing, verification, and content hash tools for AI agent workflows. | 38 stars · 1 fork | No one-command install · Source | |
| 4599 | 74.416 | nestjs-a2amcp · ai-agents | A NestJS library for implementing Google's Agent-to-Agent (A2A) protocol | 16 stars · 5 forks | No one-command install · Source | |
| 4600 | 74.416 | gh-aras-workspace-claude-kvmmcp · ai-agents | Control remote desktops via VNC with a native Swift daemon and Apple Vision OCR. | 16 stars · 5 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.