Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | 73.568 | 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 | |
| 1201 | 73.568 | a2a-dotnet-by-azixakamcp · ai-agents | The Agent2Agent (A2A) protocol implementation for .NET | 23 stars · 2 forks | No one-command install · Source | |
| 1203 | 73.424 | 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 | |
| 1204 | 73.387 | 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 | |
| 1204 | 73.387 | 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 | |
| 1204 | 73.387 | 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 | |
| 1204 | 73.387 | 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 | |
| 1204 | 73.387 | 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 | |
| 1209 | 73.383 | 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 | |
| 1209 | 73.383 | 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 | |
| 1211 | 73.182 | 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 | |
| 1211 | 73.182 | 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 | |
| 1211 | 73.182 | 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 | |
| 1211 | 73.182 | 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 | |
| 1211 | 73.182 | 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 | |
| 1211 | 73.182 | shinzo-labs-heimdallmcp · ai-agents | Manage your agent tools and MCP server configs with ease. | 18 stars · 3 forks | No one-command install · Source | |
| 1217 | 73.165 | tt-wang-cortex-pluginmcp · ai-agents | Persistent, self-evolving memory plugin for Claude Code. Background miner extracts durable lessons (decisions, conventions, bug fixes) from completed… | 32 stars · 1 fork | No one-command install · Source | |
| 1217 | 73.165 | kagemcp · ai-agents | Shared, code-grounded memory for developers and their coding agents. Capture a learning once and the whole team plus every agent recalls it; memory is… | 32 stars · 1 fork | No one-command install · Source | |
| 1219 | 73.154 | pycentauri-mcp-servermcp · ai-agents | An MCP server that enables AI agents to monitor and control an Elegoo Centauri Carbon 3D printer via local network, supporting status checks… | 22 stars · 2 forks | No one-command install · Source | |
| 1219 | 73.154 | 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 | |
| 1221 | 73.107 | 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 | |
| 1222 | 73.081 | 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 | |
| 1223 | 73.012 | 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 | |
| 1224 | 72.926 | 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 | |
| 1224 | 72.926 | 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 | |
| 1224 | 72.926 | 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 | |
| 1227 | 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 |
| 1228 | 72.843 | 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 | |
| 1228 | 72.843 | 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 | |
| 1230 | 72.803 | 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 | |
| 1230 | 72.803 | 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 | |
| 1230 | 72.803 | 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 | |
| 1230 | 72.803 | 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 | |
| 1230 | 72.803 | 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 | |
| 1230 | 72.803 | 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 | |
| 1236 | 72.722 | 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 | |
| 1236 | 72.722 | 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 | |
| 1236 | 72.722 | 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 | |
| 1236 | 72.722 | 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 | |
| 1236 | 72.722 | 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 | |
| 1236 | 72.722 | 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 | |
| 1236 | 72.722 | 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 | |
| 1236 | 72.722 | 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 | |
| 1236 | 72.722 | 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 | |
| 1236 | 72.722 | 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 | |
| 1246 | 72.702 | 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 | |
| 1247 | 72.644 | 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 | |
| 1247 | 72.644 | 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 | |
| 1249 | 72.419 | 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 | |
| 1250 | 72.112 | 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 | |
| 1250 | 72.112 | 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 | |
| 1250 | 72.112 | 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 | |
| 1253 | 72.094 | 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 | |
| 1254 | 72.060 | nirholas-sperax-defimcp · ai-agentsalso listed as sperax-ecosystem-crypto-defi-mcp-server | Provides AI agents with access to the Sperax DeFi ecosystem on Arbitrum, including USDs stablecoin operations, SPA governance, veSPA staking, and… | 16 stars · 3 forks | No one-command install · Source | |
| 1254 | 72.060 | thomasdavis-blahmcp · ai-agents | Open-source ecosystem for creating, testing, and sharing AI agent tools with a visual flow editor, simulation environment, and decentralized tool… | 16 stars · 3 forks | No one-command install · Source | |
| 1254 | 72.060 | nmap-mcpmcp · ai-agents | A production-ready MCP server that wraps Nmap to enable AI agents to perform automated network security assessments, including port scanning, host… | 16 stars · 3 forks | No one-command install · Source | |
| 1254 | 72.060 | samyuan1990-i18n-agent-actionmcp · ai-agents | Translation tools for text, URLs, and files including audio via speech-to-text | 16 stars · 3 forks | No one-command install · Source | |
| 1254 | 72.060 | azure-openai-llm-cookbookworkflow · ai-agents | A one-stop hub with 100+ Azure OpenAI sample code organized by topic for quick reference | 16 stars · 3 forks | No one-command install · Source | |
| 1254 | 72.060 | abhinav-mangla-think-toolmcp · ai-agents | Provides a structured thought process management system for maintaining explicit reasoning steps, policy verification, and tool output analysis… | 16 stars · 3 forks | No one-command install · Source | |
| 1261 | 72.056 | 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 | |
| 1261 | 72.056 | a2a-agent-codermcp · ai-agents | A2A agent coder by OpenRouter | 11 stars · 7 forks | No one-command install · Source | |
| 1263 | 72.046 | 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 | |
| 1263 | 72.046 | 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 | |
| 1265 | 71.892 | murmurmcp · ai-agents | Encrypted agent-to-agent messaging for AI agents via NATS JetStream, enabling autonomous, secure communication and collaborative workflows. | 14 stars · 4 forks | No one-command install · Source | |
| 1265 | 71.892 | alpadalar-netops-mcpmcp · ai-agents | Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system… | 14 stars · 4 forks | No one-command install · Source | |
| 1265 | 71.892 | tiktok-viral-factorymcp · ai-agents | Enables automated generation and publishing of TikTok Shop Affiliate videos using 7 AI agents. Integrates research, script writing, video production… | 14 stars · 4 forks | No one-command install · Source | |
| 1265 | 71.892 | cc2ccmcp · ai-agents | Enables file-based agent-to-agent communication between Claude Code instances on the same machine, using MCP channels and plain JSON files. | 14 stars · 4 forks | No one-command install · Source | |
| 1265 | 71.892 | spyrae-conciliummcp · ai-agents | Multi-agent consultation framework that enables parallel queries to OpenAI, Gemini, Qwen, and DeepSeek with fallback chains and error detection. | 14 stars · 4 forks | No one-command install · Source | |
| 1270 | 71.884 | knowlmcp · ai-agents | Persistent AI agents memory for Claude, Codex, Cursor... that is always current. | 27 stars · 1 fork | No one-command install · Source | |
| 1271 | 71.864 | e18emcp · ai-agents | Advises agents on modern and performant JavaScript package alternatives | 19 stars · 2 forks | No one-command install · Source | |
| 1271 | 71.864 | polyg-mcpmcp · ai-agents | A multi-graph memory MCP server that traces cause-effect chains across semantic, entity, temporal, and causal graphs to answer 'why' questions with… | 19 stars · 2 forks | No one-command install · Source | |
| 1271 | 71.864 | instrumentsmcpmcp · ai-agents | Enables AI agents to profile iOS/macOS apps using Xcode Instruments, automate simulator interactions, and get structured performance data for… | 19 stars · 2 forks | No one-command install · Source | |
| 1271 | 71.864 | xuanmusec-gefmcp · ai-agents | Remote GDB Enhanced Features debugging with multi-session support, memory inspection, and heap analysis. | 19 stars · 2 forks | No one-command install · Source | |
| 1271 | 71.864 | getcacheoverflow-cacheoverflowmcp · ai-agents | AI agent knowledge marketplace where agents share solutions and earn tokens. Search, publish, and unlock previously solved problems to reduce token… | 19 stars · 2 forks | No one-command install · Source | |
| 1276 | 71.653 | finclawmcp · ai-agents | MCP server that provides AI agents with financial tools including real-time quotes, backtesting, technical analysis, and multi-exchange data via a… | 1 star · 13 forks | No one-command install · Source | |
| 1277 | 71.577 | rigourmcp · ai-agentsalso listed as rigour-mcp | Quality gates for AI agents with lint, test, and build checks with memory persistence. | 26 stars · 1 fork | No one-command install · Source | |
| 1277 | 71.577 | pinperepette-agd-memorymcp · ai-agents | MCP server for persistent project memory in AGD format, with 4 tools for saving, retrieving, and searching project-specific context with efficient… | 26 stars · 1 fork | No one-command install · Source | |
| 1280 | 71.394 | gh-magna-nz-aspnetcore-debuggermcp · ai-agents | Give AI agents interactive .NET and ASP.NET Core debugging capabilities via MCP. | 15 stars · 3 forks | No one-command install · Source | |
| 1280 | 71.394 | 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… | 15 stars · 3 forks | No one-command install · Source | |
| 1280 | 71.394 | jimmyracheta-ai-runtime-guardmcp · ai-agents | Runtime policy enforcement for AI agents - prevents accidental damage to your systems, unauthorized agent access and automates backup-before-write for… | 15 stars · 3 forks | No one-command install · Source | |
| 1280 | 71.394 | agent-tasksmcp · ai-agentsalso listed as keshrath-agent-tasks | Enables pipeline-driven task management for AI coding agents, with stage-gated workflows, dependency tracking, artifact versioning, and multi-agent… | 15 stars · 3 forks | No one-command install · Source | |
| 1280 | 71.394 | agent-orchestrationmcp · ai-agentsalso listed as madebyaris-agent-orchestration | A Model Context Protocol (MCP) server that enables multiple AI agents to share memory, coordinate tasks, and collaborate effectively across IDEs and… | 15 stars · 3 forks | No one-command install · Source | |
| 1287 | 71.388 | vision-memory-mcpmcp · ai-agents | Persistent visual cache for LLM-driven software development. Caches screenshots using perceptual hashing, vector search, and AX trees to prevent token… | 60 stars | No one-command install · Source | |
| 1288 | 71.379 | accordomcp · ai-agents | A YAML-driven workflow guidance MCP server that enables AI coding agents to follow structured development workflows with real-time state tracking and… | 5 stars · 8 forks | No one-command install · Source | |
| 1289 | 71.363 | codeviramcp · ai-agents | Persistent memory and project context for coding agents with context graph, semantic search, roadmap tracking, and session logging. | 12 stars · 5 forks | No one-command install · Source | |
| 1289 | 71.363 | claude-presencemcp · ai-agents | Minimal MCP server for inter-session coordination between parallel Claude Code instances, providing presence registry, advisory resource locks, and a… | 12 stars · 5 forks | No one-command install · Source | |
| 1289 | 71.363 | mcp-document-convertermcp · ai-agents | Converts documents between multiple formats (Markdown, HTML, DOCX, PDF, Text) enabling AI agents to easily transform documents. | 12 stars · 5 forks | No one-command install · Source | |
| 1292 | 71.333 | jinning6-noospheremcp · ai-agents | Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then… | 18 stars · 2 forks | No one-command install · Source | |
| 1292 | 71.333 | excel-vision-mcpmcp · ai-agents | Enables AI agents to read Excel files with full content extraction, including embedded images, cell data, formulas, and merged cells, returning… | 18 stars · 2 forks | No one-command install · Source | |
| 1292 | 71.333 | knowingmcp · ai-agents | Content-addressed code graph for AI agents with tools for impact analysis, dependency tracing, and context generation. | 18 stars · 2 forks | No one-command install · Source | |
| 1292 | 71.333 | anaisbetts-computer-usemcp · ai-agents | Control a local desktop — mouse, keyboard, screenshots, and drag — compatible with OpenAI Computer Use Agent spec. | 18 stars · 2 forks | No one-command install · Source | |
| 1292 | 71.333 | medsci-agentmcp · ai-agents | An open source biomedical research agent that provides LLMs with 28 tools for drug discovery, protein analysis, literature search, medical imaging… | 18 stars · 2 forks | No one-command install · Source | |
| 1292 | 71.333 | is-even-mcpmcp · ai-agents | Helps AI agents determine whether a number is even or not. | 18 stars · 2 forks | No one-command install · Source | |
| 1298 | 71.077 | wynelson94-longhandmcp · ai-agents | Persistent local memory for Claude Code sessions by indexing tool calls, file edits, and thinking blocks with semantic recall. | 13 stars · 4 forks | No one-command install · Source | |
| 1298 | 71.077 | obsidian-pkmmcp · ai-agents | This MCP server enables Claude to interact with an Obsidian vault for persistent, structured memory, providing tools for note creation, semantic… | 13 stars · 4 forks | No one-command install · Source | |
| 1298 | 71.077 | open-paper-trading-mcpmcp · ai-agents | Provides AI agents with tools for paper trading stocks, options, ETFs, and bonds, including advanced options strategies and risk analysis, using real… | 13 stars · 4 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.