Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3801 | 32.180 | thryx-mcp-servermcp · ai-agents | MCP server for ThryxProtocol on Base, enabling AI agents to launch ERC-20 tokens, trade on bonding curves or Uniswap V4 pools, claim fees, and… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | nicolas-moreira-calibremcp · ai-agents | Local-first AI memory system with decay and evolution mechanics, behavioral gene tracking, and multi-agent coordination via MCP. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | reforge-mcpmcp · ai-agents | An MCP server that connects Claude Code to your codebase for automated code cleanup with scanning, planning, atomic fixes, and rollback safety. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | mobile-growth-mcpmcp · ai-agents | MCP server for mobile growth & user acquisition, connecting LLMs to a curated knowledge base of ad optimization insights and analytical skills for… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | gh-nibsbin-quillmarkmcp · ai-agents | MCP server exposing Quillmark schematized document rendering primitives to LLM consumers. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | clinical-trial-designmcp · ai-agents | A Claude Code plugin and MCP server for end-to-end clinical trial design. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | tien226anh-asepritemcp · ai-agents | Python MCP server bridging LLMs to Aseprite for programmatic pixel art creation, animation, and sprite management. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | samarth208p-0mcpmcp · ai-agents | Decentralized AI memory MCP server anchored to the 0G blockchain with contradiction detection, repo-aware ingestion, and tradeable memory assets. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | minejpgcraft-expertmcp · ai-agents | Routes complex queries to advanced AI models through a configurable OpenAI-compatible consultation bridge. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | banksyncmcp · ai-agents | Connects AI agents to bank accounts, transactions, balances, investments, and loan data across 15,000+ financial institutions. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | almuredmcp · ai-agents | Agent-to-agent knowledge marketplace where AI agents query specialist agents for live data and domain expertise. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | arbitovamcp · ai-agents | AI-powered escrow and arbitration platform for secure agent-to-agent transactions. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | gh-krulewis-tokencastmcp · ai-agentsalso listed as tokencast | Pre-execution cost estimation for LLM agent workflows with calibration learning. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | agenttic-ai-dev-skill2mcpmcp · ai-agents | CLI tool that converts SKILL.md markdown documents into deployable MCP server packages. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | gh-claudeopusworkspace-melonds-emulatormcp · ai-agents | Control and interact with a Nintendo DS emulator through MCP. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | ocd-organized-context-datastore-mcpmcp · ai-agents | Give your AI persistent, structured memory and let humans see it too. It stores project knowledge as Markdown files in a hierarchical tree, accessible… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | flash-cast-mcpmcp · ai-agents | A deterministic video rendering engine that enables AI agents to create programmable, reproducible videos via MCP protocol. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | ed-mcpmcp · ai-agents | An MCP server and CLI for Ed Discussion that gives LLMs access to threads, comments, attendance, moderation, file uploads, and instant local search… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | xcodeinstrumentmcpmcp · ai-agents | Local-first CLI and MCP server for turning Xcode Instruments artifacts into bounded, agent-sized evidence, with support for analyses like Time… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | joyooosama-x-ways-forensicsmcp · ai-agents | Integrates X-Ways Forensics 20.0 with AI clients via 32 tools, 10 resources, and 5 prompts for case management, evidence analysis, and automated… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | jstibal-openterms-mcpmcp · ai-agents | Ed25519-signed consent receipts and programmable policy engine for AI agents. Spending caps, action whitelists, escalation thresholds, and JWKS-backed… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | claude-code-hwp-mcpmcp · ai-agents | An MCP server for AI-powered automatic editing of HWP documents in Claude Code and Claude Desktop, offering 94 tools for document analysis, table… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | meacheal-ai-mrc-datamcp · ai-agents | China's apparel supply chain data for AI agents. 1,000+ verified suppliers, 350+ lab-tested fabrics, 170+ industrial clusters with AATCC / ISO / GB… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | tealfabric-claudemcp · ai-agents | Claude Code and MCP client integration for Tealfabric webapps, processes, and integrations. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | coopergwrenn-postalsmcp · ai-agents | Enables AI agents to send physical handwritten postcards via USPS using robotic pen-and-ink writing, delivered in 3-5 business days for $4.99 each. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | wais-mcpmcp · ai-agents | Universal MCP server for WAIS (Web Agent Interaction Standard) that provides 5 generic tools to discover, register, execute actions, confirm high-risk… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | exerciseapi-mcp-servermcp · ai-agentsalso listed as westvegh-exerciseapi | Official MCP server for exerciseapi.dev — give your AI coding agent direct access to 2,198+ vetted exercises across 12 categories. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | muhannad-hash-mcp-shieldmcp · ai-agents | Security scanner for MCP servers. Detects backdoors, exfiltration code, obfuscation, dangerous code execution, prompt injection, and supply chain… | 2 stars | armory install muhannad-hash-mcp-shield --cli claude | |
| 3801 | 32.180 | bruinmcp · ai-agents | MCP server for AI agents to read, write, and organize notes in a local-first, human-in-the-loop note-taking app. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | outreachermcp · ai-agents | AI-powered lead qualification system with an MCP server for Claude Desktop, enabling campaign management, lead search, status updates, and CSV import. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | kumbukummcp · ai-agents | Hosted MCP server providing persistent memory across AI tools with semantic search and US/EU data center options. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | gh-pluginmd-meeglemcp · ai-agents | Connects AI agents to Meegle (Feishu Project) for project management via 102 tools covering work items, workflows, subtasks, comments, and… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | yynps737-x64dbgmcp · ai-agents | AI control of x64dbg debugger via 92 tools for disassembly, memory, breakpoints, and symbol analysis. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | nyxtools-claude-memory-managermcp · ai-agents | Cross-session memory system that captures and retrieves context from session logs for continuity across conversations. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | gohyperdev-linkedinmcp · ai-agents | Publish text posts, link shares, and image/video uploads to LinkedIn directly from AI agents, built in Rust. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | agentmodule-mcpmcp · ai-agents | Agent-native knowledge infrastructure. Deterministic, vertical-specific knowledge bases engineered for autonomous agent consumption via MCP. Ethics… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | kitimark-claudeai-connector-bridgemcp · ai-agents | Bridges Claude.ai with local MCP servers, enabling the web interface to access local tools. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | annibale-x-mcp-mementomcp · ai-agents | Persistent memory and context management across sessions. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | unity-x-claude-mcp-servermcp · ai-agents | An MCP server that provides 20 tools to control the Unity Editor with natural language, including scene management, component manipulation, script… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | aizex-mcpmcp · ai-agents | Controls Aizex shared ChatGPT/Claude account pool via Playwright browser automation, exposing tools through MCP protocol for AI agents to get advanced… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | paper-extraction-mcpmcp · ai-agents | Enables structured information extraction from academic PDFs using LLMs, integrating with Claude Desktop for natural language querying and batch… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | nosana-mcp-agentmcp · ai-agents | An open-source AI agent powered by a local LLM (Qwen3.5 9B) running on decentralized GPUs via Nosana, providing MCP and HTTP interfaces to connect… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | changelogaimcp · ai-agents | Generate professional changelogs from git history and suggest semver bumps, with optional AI enhancement via Claude. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | mailforcemcp · ai-agents | Mailforce is an MCP server that provides a policy layer for AI agents to safely interact with email, controlling which accounts, recipients, and… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | jarvisassistantux-loopsensemcp · ai-agents | MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | wolvenkit-mcpmcp · ai-agents | MCP server that gives Claude Code access to WolvenKit for Cyberpunk 2077 modding. Extract archives, convert game files to JSON, inspect meshes and… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | bababoi-bibilabu-agent-mqmcp · ai-agents | Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | rpcclient-mcpmcp · ai-agents | MCP server for iOS automation via rpcclient, enabling AI agents to connect to iOS RPC servers and perform actions like launching apps, clicking… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | computer-agent-mcpmcp · ai-agents | A black-box desktop automation MCP server that handles screenshots, coordinates, and clicks internally to complete tasks given by the user. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | pdf2zh-next-mcpmcp · ai-agents | MCP server for translating PDFs using pdf2zh-next, preserving document context by extracting all text segments for LLM translation at once. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | unulumcp · ai-agents | AI agent website builder that creates and publishes link-in-bio sites instantly with customizable themes, handle claiming, and live URLs on the unu.lu… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | vibevoice-asrmcp · ai-agents | Local speech-to-text transcription using Microsoft's VibeVoice-ASR model with speaker diarization, enabling audio transcription directly in AI tools… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | mnemo-mcpmcp · ai-agents | Portable cognitive memory for AI agents with semantic search, decay, and deduplication. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | interagentmcp · ai-agents | An MCP server that enables multiple Claude Code agents to communicate, share messages, specs, and statuses, solving coordination problems across… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | sekha-mcp-servermcp · ai-agents | This MCP server exposes Sekha memory tools (store, search, update, etc.) to any MCP-compatible client, enabling persistent conversation memory across… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | videoseek-mcpmcp · ai-agents | Enables AI agents to semantically search, ask questions about, and analyze videos, with persistent memory and social media import capabilities. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | apex-memorymcp · ai-agents | Persistent memory for AI coding agents. Enables agents to save and recall decisions, patterns, bugs, and context across sessions via an MCP server… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | gh-castellotti-gimmick-visionmcp · ai-agentsalso listed as gimmick-vision-mcp | Bridges Claude Code to local OpenAI-compatible vision models for image analysis and OCR. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | chuk-mcp-code-raptormcp · ai-agents | Deep code intelligence for MCP — an MCP server that gives AI agents semantic understanding of codebases via RAPTOR hierarchical indexing and code… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | memmd-mcpmcp · ai-agents | A shared memory layer for AI agents — one memory.md synced across Claude Desktop, Cursor, Claude Code, OpenAI Codex, and any MCP client. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | ossec-mcpmcp · ai-agents | MCP server that exposes OSSEC HIDS security monitoring capabilities as tools, resources, and prompts for AI assistants. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | kacli · ai-agents | AI agent accessible via CLI or network, A2A compatible | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | llm-backlogmcp · ai-agents | MCP server for managing a project backlog as Markdown files in Git, enabling AI agents to read, create, and update tasks programmatically. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | netandreus-pi-automcp · ai-agents | Provides usage-aware model switching and load-balancing across coding agent backends like Claude Code, OpenAI Codex, and CursorAI. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | openkaimcp · ai-agents | OpenKai is an open-source MCP server that gives AI agents persistent memory across conversations, supporting core, long-term, short-term, episodic… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | openclaw-bridge-remotemcp · ai-agents | A high-performance bridge that exposes OpenClaw capabilities as an MCP server, enabling remote AI agents to securely delegate local tasks such as… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | mnemographmcp · ai-agents | A persistent, event-sourced knowledge graph MCP server for AI coding agents that enables semantic search, tiered context retrieval, and git-based… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | darkphilosophy-vibemcp · ai-agents | Wraps Mistral Vibe CLI as a subagent, enabling task execution and session management with cost tracking and persistence across project directories. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | mcp-seemcp · ai-agents | An MCP server that gives AI agents the ability to observe and understand images via multi-provider vision, object detection, hierarchical analysis… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | alby2007-pltmmcp · ai-agents | Implements a jury-based memory validation system that extracts semantic triples from conversations, validates them through multi-judge architecture… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | claude-flowmcp · ai-agents | Multi-agent AI orchestration platform for Claude Code that enables deploying and coordinating specialized agents in swarms with self-learning… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | falcon-mcp-servermcp · ai-agents | A Python MCP server using the Falcon web framework, providing Streamable HTTP transport for connecting AI agents and MCP clients. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | local-repository-bridgemcp · ai-agents | Provides a bridge between Claude and local repositories, enabling direct code analysis, bug fixes, and feature development through specialized tools… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | meshseeksmcp · ai-agents | Coordinates specialized coding agents in a mesh network to decompose complex programming problems into parallel tasks, enabling simultaneous analysis… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | stefans71-openrouter-bridgemcp · ai-agents | Bridges Claude Code to OpenRouter API for accessing multiple AI models (GPT, Gemini, DeepSeek, Llama) with tools for querying different models… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | m2ai-christensenmcp · ai-agents | Clayton Christensen persona agent for strategic advisory using disruption theory. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | chumbayoumba-simple-prompt-optimizermcp · ai-agents | Transforms user prompts into optimized versions using the CO-STAR framework with instant improvement and deep critique-and-refine modes. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | eth-mcpmcp · ai-agents | MCP server that enables AI agents to build and deploy Ethereum applications using Scaffold-ETH. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | gpt-commandermcp · ai-agents | A security-first MCP server that provides LLMs with structured tools for filesystem, process, search, build/test/lint, IDE integration, and more. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | glitterkill-gemini-patchedmcp · ai-agents | Windows-compatible Gemini CLI integration with intelligent quota management, automatic model fallback, brainstorming tools, and changeMode formatting… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | ferdiangunawan-debate-agentmcp · ai-agents | Orchestrates competitive code review debates between CLI-based language models with deterministic scoring to generate merged recommendations and… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | github-ruleset-mcpmcp · ai-agents | An MCP server that lets Claude (or any MCP client) manage GitHub branch protection rulesets programmatically. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | strudel-mcpmcp · ai-agents | Enables LLMs to interact with Strudel, a JavaScript live coding music environment, by executing patterns, retrieving states, and accessing… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | pfx-mcp-servermcp · ai-agents | Connects AI assistants like Claude, ChatGPT, and Gemini to Forterro Proffix Px5 ERP, enabling natural language queries, data access, and workflow… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | krzemienski-shannonmcp · ai-agents | Multi-agent collaborative system where 26 specialized agents implement Claude Code CLI integration with automatic binary discovery, real-time session… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | elite-dangerous-local-ai-tie-in-mcpmcp · ai-agents | This MCP server provides real-time integration between Elite Dangerous and Claude Desktop, enabling AI-powered analysis of your gameplay data and… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | anubhav-77-dev-multi-agent-deep-researchermcp · ai-agents | Orchestrates three specialized agents (web searcher, research analyst, and technical writer) using CrewAI to automate comprehensive information… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | project-tracker-mcp-servermcp · ai-agents | MCP server for managing hierarchical project tracking with PostgreSQL. Enables AI agents to create, read, update, and delete projects, epics, stories… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | whiteducksoftware-flockmcp · ai-agents | Provides modular MCP servers and tools for the Flock AI agent framework, covering web scraping, search, Azure, LLM, and code operations. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | adner-dataversemcp · ai-agents | Integrates with Microsoft Dataverse to execute FetchXML queries, create bulk contacts with progress tracking, and generate Chart.js reports while… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | superego-mcpmcp · ai-agents | Superego MCP is an intelligent tool-call review system for AI agents that provides configurable security rules and automated guardrails. | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | agentic-multi-ai-toolkitmcp · ai-agents | Organizes AI functionality into specialized agents (OpenAI, Ollama, and File agents) through a centralized tool registry, enabling hybrid workflows… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | a2a-insecure-demomcp · ai-agents | Demonstration of A2A protocol with insecure settings | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | ec2-creation-mcp-toolmcp · ai-agents | Demonstrates how Google's A2A protocol works with Anthropic's MCP protocol for AWS EC2 creation | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | thinking-toolmcp · ai-agents | Provides a dedicated 'think' tool for externalizing complex reasoning processes without performing any actual operations, creating a working memory… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | miki-hoshizaki-magi-code-reviewmcp · ai-agents | Orchestrates code reviews through a distributed framework of three specialized agents (Melchior, Balthasar, and Casper) that evaluate submissions and… | 2 stars | No one-command install · Source | |
| 3801 | 32.180 | gzsakura1337-recafmcp · ai-agents | MCP server bridging AI agents to Recaf 4 for JVM bytecode analysis and reverse engineering. | 2 stars | No commit datelisted | 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.