Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2601 | 44.256 | awesome-copilot-mcp-servermcp · ai-agents | Provides access to GitHub Copilot agents, prompts, instructions, skills, collections, plugins, hooks, and workflows via the Model Context Protocol. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | zahorimcp · ai-agents | Enables coding agents to discover and save media stream profiles from any webpage by probing the page, testing profiles, and validating stream URLs. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | notion-local-mcp-easymcp · ai-agents | A Windows MCP server for personal Notion Agent integration, providing file read, search, and modification tools in a selected workspace, with an… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | cortex-3mcp · ai-agents | Cortex is an MCP server that helps build and maintain a project Memory Bank for AI assistants, enabling reproducible, high-quality AI-driven… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | e-nab-z-mcpmcp · ai-agents | Local MCP server to access your personal health data from E-Nabız (Turkish Ministry of Health) via an LLM. Read-only, secure, and respects privacy. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | dynamoi-mcpmcp · ai-agents | Lets AI agents help artists and labels prepare releases for promotion by creating Smart Links, checking campaign readiness, and managing platform… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | citadelmcp · ai-agents | Local-first, encrypted memory for AI agents, with cryptographic forgetting. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | cern-root-mcp-servermcp · ai-agents | An MCP server and CLI tool that allow LLMs to interact with CERN ROOT files. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | cookie-mcpmcp · ai-agents | MCP server for the Cookie Chain blockchain, enabling AI agents to read market data, swap tokens, manage liquidity, stake, trade NFTs, and bridge to… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | systems-managermcp · ai-agents | Enables AI agents to manage system updates, application installations, and remote host orchestration through MCP tools. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | gh-jmcentire-signet-evalmcp · ai-agentsalso listed as signet-eval | Enforce deterministic policies and manage MCP tool call permissions for AI agents. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | hauddymcp · ai-agents | Enables AI agents to message each other by @nickname via an MCP server, with contacts, presence, and durable delivery across local and remote agents. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | evc-team-relay-mcpmcp · ai-agents | Give AI agents read/write access to your Obsidian vault via MCP | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | reeliermcp · ai-agents | Record an agent's MCP tool-call workflow once, replay it deterministically for zero tokens, and get a receipt — a snapshot-testing and… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | app-store-operatormcp · ai-agents | Free App Store competitive intelligence for Claude — rival downloads, revenue, and ASO keywords. MCP server, no subscription. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | spawn-mcpmcp · ai-agents | Local MCP server for the Spawn Games agent API, enabling LLMs to manage game projects, push updates, and interact with live games via a Playwright… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | mochimcp · ai-agents | Browser automation MCP server with persistent memory for AI assistants, enabling automated web testing and workflow replay with self-healing… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | wqaetly-memosmcp · ai-agents | MCP server for MemOS local memory management, providing tools to add, search, delete, and manage memory entries and user profiles. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | localdata-mcp-servermcp · ai-agents | Gives LLM agents access to local and remote data via databases, files, graphs, and structured documents, along with a full data science toolkit for… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | kegg-mcp-servermcp · ai-agents | An MCP server for querying the KEGG bioinformatics database, providing tools, resource templates, and guided prompts for pathways, genes, compounds… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | elba-mcp-servermcp · ai-agents | Manage voice AI agents from Claude Code, Cursor, VS Code, or any MCP-compatible assistant. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | sourcebookmcp · ai-agents | MCP server that gives AI coding agents a git-backed markdown wiki to read and update, enabling search, read, write, verify, ingest, promote, and lint… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | agent-memory-control-planemcp · ai-agents | Enables governance of AI-agent memory through deterministic routing, explicit ownership, review before promotion, scope-aware retrieval, conflict… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | agentvisionmcp · ai-agents | AgentVision is a debug flight recorder MCP server that watches a target program, captures its window and logs, and exposes time-aligned, verified… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | spedas-mcpmcp · ai-agents | Unified SPEDAS-oriented MCP server for Claude Code and Codex agents, providing tools to discover and fetch heliophysics and planetary science data… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | huntermcp · ai-agents | AI-driven penetration testing MCP server that equips Claude with 13 tools for automated reconnaissance, analysis, vulnerability validation, and… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | devops-mcpmcp · ai-agents | Unified MCP server for DevOps engineers that provides real-time read and write access to Kubernetes, ArgoCD, Prometheus, and PagerDuty from any… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | cmp-server-pocket-option-2026mcp · ai-agents | Enables AI assistants to interact with the PocketOption trading platform via MCP, including balance checks, candle data, asset screening, and trade… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | mnemon-mcpmcp · ai-agents | A local-first MCP server providing persistent, layered memory (episodic, semantic, procedural, resource) for AI agents, with search, versioning, and… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | the-colonymcp · ai-agents | Collaborative platform where AI agents and humans share findings, earn rewards, and build shared knowledge. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | mcp-server-clash-vergemcp · ai-agents | MCP server for Clash Verge Rev that lets AI agents control your proxy — switch nodes, change modes, reload config, test latency — directly from… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | nawkarpravinp-bit-ai-brain-memorymcp · ai-agents | Persistent local memory for AI agents with hybrid semantic and keyword search, project-scoped contexts, and Ebbinghaus decay. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | opencut-mcpmcp · ai-agents | MCP server that enables LLM agents to control the OpenCut classic video editor's timeline through a Playwright-controlled browser, allowing automated… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | aethyn-browser-mcpmcp · ai-agents | An MCP server enabling AI agents to drive a real browser through residential proxies with per-task geo (country/city) and sticky identity, all chosen… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | moss-brainmcp · ai-agents | MCP server that provides semantic memory with search, related-content traversal, and write-back capabilities, all powered by local embeddings of your… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | mcp-edgemcp · ai-agents | Enables cloud LLM agents to discover and invoke physical hardware on edge and IoT devices through standard MCP tools, bridging constrained device… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | internet-court-mcpmcp · ai-agents | Provides a trust layer for agent-to-agent commerce and delegated agent authority, allowing MCP-capable agents to install and fetch the latest Internet… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | remoteopenclaw-mcpmcp · ai-agents | Enables AI agents to search a directory of 13,870+ MCP servers, 4,384+ agent skills, and plugins from Remote OpenClaw, returning install commands… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | mcp-banking-intelligence-servermcp · ai-agents | Turns financial documents into AI-generated investment briefs by exposing banking tools like search financials, compare companies, and risk flagging… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | local-llm-mcpmcp · ai-agents | Enables coding agents like Claude Code and Codex to offload boilerplate generation, summarization, and other bounded text tasks to local or cheap… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | projectbrainmcp · ai-agents | Local MCP server providing project cognition capabilities for AI coding agents, including context packs, impact analysis, and git diff review through… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | zoho-projects-mcpmcp · ai-agents | Connects Zoho Projects with Claude AI to manage projects, tasks, time tracking, and comments through natural language conversations. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | szara7678-openakashicmcp · ai-agents | Shared long-term memory vault for AI agents combining private markdown notes with a public verified-claims API for cross-session knowledge sharing. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | salesforce-marketing-cloud-mcpmcp · ai-agents | Enables autonomous agents to segment audiences, manage subscribers, and trigger Journey Builder workflows in Salesforce Marketing Cloud through… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | todoist-mcpmcp · ai-agents | Enables Claude Desktop and other MCP clients to manage Todoist tasks, projects, and labels through natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | office-addin-mcpmcp · ai-agents | MCP server for driving Office add-ins (Excel, Word, Outlook, PowerPoint, OneNote) through high-level workflow tools and queries, enabling LLM agents… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | benswel-qr-for-agentmcp · ai-agents | QR code generation for AI agents with customizable size, error correction, and format options. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | automatelab-seomcp · ai-agents | Audit, score, and rewrite web pages for AI citation eligibility: schema, robots.txt, llms.txt, and AEO/GEO rewrites. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | jscott3201-bacnetmcp · ai-agents | Enables LLM agents to interact with BACnet building automation networks for device discovery, property reads/writes, and local object management. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | efficient-gitlab-mcpmcp · ai-agents | Token-efficient GitLab MCP server that delivers 167 tools through 3 meta-tools with progressive disclosure, field projection, server-side file… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | iamjrmh-mcpbridgemcp · ai-agents | Bridge connecting Claude Code and Ollama to Roblox Studio and Blender for AI-assisted game and 3D development. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | gdb-mcpmcp · ai-agents | MCP server that wraps gdb to enable LLMs to drive live debugging sessions, including starting sessions on binaries, attaching to processes, and… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | promptibusmcp · ai-agents | Provides structured intelligence about 67+ generative AI models including recommendations, prompt optimization, parameter comparison, and pricing… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | geoffsdesk-memantomcp · ai-agents | Typed semantic memory MCP server with 13 memory categories and bi-temporal audit trails using Moorcheh vector storage. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | fuzzmind-frida-mcpmcp · ai-agents | A Frida MCP server for authorized dynamic analysis and application security research, exposing device/session management, script injection, process… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | feishu-mcpmcp · ai-agents | Enables AI agents to control Feishu (Lark) through structured tools for messaging, calendar, tasks, and documents. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | pingpongmcp · ai-agents | Pingpong is an MCP server for oh-my-pi that gives your AI agent a local code reviewer using a local LLM (llama.cpp) for automated code reviews after… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | nealzhi-codex-jetbrainsmcp · ai-agents | MCP server bridging OpenAI Codex and JetBrains IDEs, enabling AI-assisted code generation within JetBrains development environments. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | cc-tapmcp · ai-agents | An MCP server that bridges Claude Desktop and Claude Code by letting Desktop read and interact with Claude Code Remote Control sessions, enabling… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | indico-mcpmcp · ai-agents | MCP server for the Indico meeting agenda system, enabling AI agents to search event categories, browse agendas, and extract contribution and session… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | multi-agent-mcpmcp · ai-agents | Transforms your IDE into an autonomous multi-agent coding assistant that orchestrates complex codebase refactoring using LangGraph and LiteLLM. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | tubemcpmcp · ai-agents | MCP server that lets AI agents search YouTube and fetch transcripts. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | toolpipe-mcp-servermcp · ai-agents | MCP server providing 35 developer utility APIs (JSON formatting, code review, password generation, etc.) for AI agents like Claude. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | veroq-ai-veroq-mcpmcp · ai-agents | 62 verified intelligence tools — claim verification with evidence chains, market data for 1,061+ tickers, trading signals, SEC filings, insider… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | qxchuckle-project-managermcp · ai-agents | Project management capabilities for AI agents via Cursor, Claude Desktop, and other MCP clients. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | fstubner-npm-runmcp · ai-agents | Exposes package.json scripts as callable tools for AI agents. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | speedyfoxai-nuntiusmcp · ai-agents | Delegate agentic tasks to local or cloud Ollama models by proxying Claude's configured MCP tools. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | donetick-mcpmcp · ai-agents | MCP server for Donetick chores management. Provides 27 tools to control Donetick instance via Claude or other MCP clients. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | universal-json-agent-mcpmcp · ai-agents | Enables natural language interaction with JSON files, providing tools to load, query, aggregate, transform, and export data directly from AI editors. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | vegamcpmcp · ai-agents | A production-grade MCP server providing an autonomous AI agent swarm, persistent semantic memory, browser automation, multi-model reasoning, and 78+… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | pdf-image-extractor-mcpmcp · ai-agents | Extracts images from PDF files, allowing LLMs to access and analyze embedded images from local PDF documents. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | omni-nlimcp · ai-agents | Provides natural language inference (NLI) capabilities via the Model Context Protocol, allowing AI agents to verify factual consistency and detect… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | mcp-virtual-fsmcp · ai-agents | An MCP server that provides AI agents with a persistent, PostgreSQL-backed virtual filesystem, supporting session-isolated file operations… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | adaptive-agent-mcpmcp · ai-agents | A self-evolving RAG system that enables AI agents to autonomously read and write memory, continuously learning and adapting user preferences, daily… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | pushpullcommitpush-ml-labmcp · ai-agents | Unified machine learning platform that orchestrates training workflows across OpenAI, Mistral, Together AI, and Vertex AI while managing cloud compute… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | ariunbolor-nsafmcp · ai-agents | Enables AI systems to evolve and optimize neural network architectures through self-constructing meta-agents that adapt to different problem domains… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | execveat-polyagentmcp · ai-agents | Bridges Claude Code agent definitions to any MCP client, automatically discovering YAML-based agent files and exposing them as MCP resources and… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | skullzarmy-all-your-base64mcp · ai-agents | Provides base64 encoding and decoding with 8 output formats, automatic MIME type detection, data URI generation, and intelligent job memory with… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | lyw405-garenmcp · ai-agents | Transforms natural language descriptions into production-ready React components through XML-based artifact parsing with support for multiple AI… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | jomynn-claude-code-agentmcp · ai-agents | Provides persistent memory management and project automation capabilities through automated memory dumps with cron scheduling, comprehensive project… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | rafegal-vitra-ai-multi-agentmcp · ai-agents | Multi-agent customer service system for health and wellness retail that coordinates specialized agents for general customer service, sales… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | cbt-agent-helpermcp · ai-agents | An MCP server that enables AI agents to engage in structured deep thinking and recover from stuck states using CBT techniques and contemplation… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | my-mcp-server-2mcp · ai-agents | Demonstrates an MCP server with a vulnerable add tool protected by SonnyLabs prompt injection detection. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | fal-ai-video-generatormcp · ai-agents | Provides a bridge to fal.ai's video generation models, enabling creation of customized videos from text prompts and images with adjustable parameters… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | soulvercore-mcp-servermcp · ai-agents | A comprehensive MCP server that integrates SoulverCore with Claude Desktop, enabling natural language mathematical calculations, unit conversions… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | ejb503-taskcheckermcp · ai-agents | Provides enterprise-grade task orchestration with intelligent evaluation scoring, session-based workflow tracking, and automatic cleanup for… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | niko91i-deepseek-claudemcp · ai-agents | Combines DeepSeek's reasoning capabilities with Claude 3.5 Sonnet's response generation through OpenRouter to leverage both models' strengths in a… | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | 29decibel-record-to-markdownmcp · ai-agents | Integrates with markdown files and Apple Notes to automatically save and format Claude conversation content for easy reference and sharing. | 3 stars · 1 fork | No one-command install · Source | |
| 2601 | 44.256 | yuzongmin-literature-memorymcp · ai-agents | Integrates academic literature management with knowledge graphs to enable efficient source analysis, note-taking, and entity linking across diverse… | 3 stars · 1 fork | No one-command install · Source | |
| 2691 | 44.081 | dynamoi-music-marketing-for-ai-agents-2mcp · ai-agents | Music marketing for AI agents. Connect ChatGPT, Claude, Cursor, and other AI agents to Dynamoi for free Spotify Smart Links, music promotion… | 2,562 installs | No commit datelisted | No one-command install · Source |
| 2691 | 44.081 | dynamoi-music-youtube-promotion-automationmcp · ai-agents | Manage music promotion and YouTube growth campaigns through AI assistants like ChatGPT, Claude, and Gemini. Automated Meta and Google ad campaigns for… | 2,562 installs | No commit datelisted | No one-command install · Source |
| 2693 | 43.498 | peon-memmcp · ai-agents | Local-first hierarchical memory for AI coding agents, providing automatic session capture, belief consolidation, and relevant memory injection via an… | 2 stars · 2 forks | No one-command install · Source | |
| 2693 | 43.498 | goodreads-mcpmcp · ai-agents | A read-only MCP server for Goodreads that enables LLMs to search for books, retrieve detailed book info with ratings and reviews, and explore… | 2 stars · 2 forks | No one-command install · Source | |
| 2693 | 43.498 | air-blackboxmcp · ai-agents | EU AI Act compliance scanning for Python AI agents with remediation tools. | 2 stars · 2 forks | No one-command install · Source | |
| 2693 | 43.498 | niua-godot-mcpmcp · ai-agents | A local MCP server plus a bundled Godot editor addon that lets an AI agent create, inspect, run, debug, and export real Godot 4.6 games through tools. | 2 stars · 2 forks | No one-command install · Source | |
| 2693 | 43.498 | db-conn-mcpmcp · ai-agents | A dead-simple, self-hosted MCP server for querying your databases with AI agents. | 2 stars · 2 forks | No one-command install · Source | |
| 2693 | 43.498 | jeremykenedy-claude-rulesmcp · ai-agents | Reads Claude Code skills and rules from the filesystem and exposes them as queryable MCP tools. | 2 stars · 2 forks | No one-command install · Source | |
| 2693 | 43.498 | rafa2403nunez-droid-pynetbridgemcp · ai-agents | Bridges AI agents with PyNet Platform for BIM and engineering automation in Autodesk tools. | 2 stars · 2 forks | No one-command install · Source | |
| 2693 | 43.498 | macro-picklemcp · ai-agents | A local AI toolkit for generating brand-aware images and videos through Claude, with a typed prompt engine and support for multiple backends (Gemini… | 2 stars · 2 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.