Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | 49.118 | hypd-ai-openai-adsmcp · ai-agents | Enable AI agents such as Claude, Co-Pilot, Codex and other compatible tools to create, manage, and optimize advertising campaigns on ChatGPT. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | simple-mcp-server-with-streamable-http-examplemcp · ai-agents | Demonstrates how to create a simple MCP server with streamable HTTP transport, featuring tools, prompts, and resources. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | sundsoffice-tech-ai-audit-trailmcp · ai-agents | Tamper-evident Ed25519-signed audit trails for AI agents with EU AI Act compliance support. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | wikistratamcp · ai-agents | Enables querying and interacting with a Markdown wiki generated from Confluence pages, with search and MCP server for LLM access. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | composermcp · ai-agents | Visual software architecture canvas for AI coding agents. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | taricatarica-flux-image-generatormcp · ai-agents | Generates images from text prompts using the FLUX.1-schnell model via HuggingFace, with support for multiple aspect ratios and local file saving. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | shipitandpray-mcp-turboquantmcp · ai-agents | LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | pocketlanternmcp · ai-agents | Blocker-aware decision layer for coding agents, grounded in source-linked, time-sensitive facts. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | segfaultsorcerer-heap-seancemcp · ai-agents | Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async-profiler with structured confidence-based verdicts. Two-stage… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | c5huracan-meyhemmcp · ai-agents | Agent-native search for MCP servers and web content with outcome ranking. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | byaxe-keynote-mcpmcp · ai-agents | MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | overture-maps-mcp-servermcp · ai-agents | An MCP server that provides AI agents with geospatial analytics by querying Overture Maps data directly from S3, enabling place analytics, building… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | universal-memory-mcpmcp · ai-agents | Provides any AI CLI tool with long-term memory using a three-tier architecture (sensory, short-term, long-term) for cross-session persistence, fully… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | dataflowrmcp · ai-agents | Enables AI agents to browse and teach the Deep Learning DIY course, providing access to modules, notebooks, transcripts, quizzes, slides, and homework… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | claude-code-starter-kit-mcpmcp · ai-agents | Enables AI-powered automated testing, security scanning, code review, and maintenance tasks directly within Claude Code or desktop. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | spl-bgu-planningcopilotmcp · ai-agents | A tool-augmented LLM system for the full PDDL planning pipeline, improving reliability without domain-specific training. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | lexcoder2-lxdigmcp · ai-agentsalso listed as lxdig-mcp | Code graph intelligence server with persistent agent memory, hybrid Graph+Vector+BM25 retrieval, multi-agent coordination, and impact-scoped test… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | skillsync-mcpmcp · ai-agents | An MCP server for searching, security scanning, installing, and managing skills from the SkillsMP marketplace, designed for Claude Code and other… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | textual-mcp-servermcp · ai-agents | An MCP server that lets AI agents launch, interact with, and inspect Textual TUI applications headlessly. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | odoo-dev-mcp-servermcp · ai-agents | An Odoo module that embeds an MCP server, enabling AI agents to directly access Odoo capabilities such as terminal control, database operations… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | oh-my-mcpmcp · ai-agents | A powerful MCP server with 116 practical tools across 9 categories including compression, web, file system, data processing, text, system, utilities… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | groww-mcp-servermcp · ai-agents | An MCP server for the Groww trading platform. This enables LLM applications to interact with your Groww trading account. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | pymgba-mcpmcp · ai-agents | MCP server for the mGBA Game Boy/GBA emulator, enabling full emulator control, memory access, debugging, and screenshot capture through natural… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | kortx-mcp-servermcp · ai-agents | A lightweight MCP server that provides coding copilots with access to GPT-5, Perplexity Sonar, and GPT Image models, offering tools for planning… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | madebygps-obsidian-diarymcp · ai-agents | Provides intelligent diary management for Obsidian vaults with template generation, reflection prompts based on recent entries, and automatic backlink… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | mandolinemcp · ai-agents | Integrates with Mandoline's LLM evaluation platform to create custom metrics, run evaluations on prompt-response pairs, and retrieve results with… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | bigbrain-mcp-servermcp · ai-agents | Enables AI agents to overcome context loops by extracting and packaging code for external AI consultation or automated multi-agent collaboration, with… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | linera-counter-mcp-servermcp · ai-agents | Enables Claude to increment and query a counter deployed on the Linera blockchain via natural language, using an Apollo MCP server bridge. | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | mcp-image-servermcp · ai-agents | A TypeScript-based MCP server for generating custom images and icons using AI (GPT Image 1), supporting .png, .svg, and .ico formats, and designed for… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | my-memory-mcpmcp · ai-agents | A MCP server that provides persistent memory for AI assistants, storing personal information, relationships, and observations to enable personalized… | 4 stars · 1 fork | No one-command install · Source | |
| 2201 | 49.118 | mcp-server-searxng-n8nmcp · ai-agents | MCP server that integrates SearXNG search into n8n workflows. Enables AI agents to perform web searches using configurable parameters and multiple… | 4 stars · 1 fork | No one-command install · Source | |
| 2233 | 48.479 | ariekogan-ateam-mcpmcp · ai-agentsalso listed as ateam-mcp | Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any… | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | wg21-wiki-mcpmcp · ai-agents | A local MCP server that gives an LLM agent read access to the WG21 (ISO C++) committee wiki as a verifiable source of truth, requiring authentication… | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | not-for-humans-mcpmcp · ai-agents | Enables AI agents to inspect the public NFH protocol corpus, verify census status, and prepare bounded Ethereum wallet intents for claims and… | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | omnigraffle-bindcraftmcp · ai-agents | Enables AI agents to create publication-quality scientific diagrams, flowcharts, and architecture diagrams in OmniGraffle via natural language… | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | mindcore-memory-mcpmcp · ai-agents | A production-grade long-term memory MCP server that enables AI agents to persist and recall memories across sessions with importance weighting… | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | obsidian-mcp-bridgemcp · ai-agents | Enables Obsidian vault to act as an MCP server for Claude and as an MCP client to external servers like MCP ANA PJe, allowing seamless interaction… | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | dominion-observatorymcp · ai-agents | Behavioral trust layer for AI agents: trust scores, interaction reporting, and anomaly detection. | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | cortex-2mcp · ai-agents | Persistent memory MCP server for Claude Code that captures and recalls project context across sessions, eliminating the need to re-explain… | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | mervinpraison-praisonai-mcpmcp · ai-agentsalso listed as praisonai-mcp-server | AI Agents framework with 64+ built-in tools for search, memory, workflows, code execution, and file operations. Turn any AI assistant into a… | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | dex-pools-mcpmcp · ai-agentsalso listed as kukapay-dex-pools-mcp | An MCP server that provides AI agents with real-time access to DEX liquidity pool data, enabling smarter trading, analytics, and automated strategies. | 1 star · 3 forks | No one-command install · Source | |
| 2233 | 48.479 | ecommerce-store-mcpmcp · ai-agents | Enables intelligent ecommerce tools for agents and applications, including product catalog access, product addition, and shopping policies. | 1 star · 3 forks | No one-command install · Source | |
| 2247 | 48.150 | musashi-mcpmcp · ai-agents | Exposes Musashi market intelligence as MCP tools for clients like Claude and ChatGPT, enabling text analysis, arbitrage detection, market movers… | 4 forks | No one-command install · Source | |
| 2247 | 48.150 | assets-generation-mcp-servermcp · ai-agents | An MCP server for AI image generation with dual-provider support for OpenAI-compatible models and Google Gemini. It returns standard MCP ImageContent… | 4 forks | No one-command install · Source | |
| 2249 | 47.273 | mushi-mushimcp · ai-agents | Bug-report triage and fix-dispatch MCP for vibe coders. Ask your AI coding agent for a plain-English diagnosis of any user-reported bug — with… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | scvd-general-store-mcpmcp · ai-agents | MCP server for Sean-Claude Van Damme's General Store, enabling AI agents to browse and purchase digital goods and services using USDC payments over… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | pi-subagentmcp · ai-agents | Enables MCP hosts to delegate coding tasks to Pi CLI as a programmable sub-agent with session tracking and process management. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | tyrekickmcp · ai-agents | Enables AI coding agents to pull, triage, and resolve user feedback pinned directly on live web prototypes via MCP tools. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | ophismcp · ai-agents | Agent tools for the Ophis intent-based DEX: parse, quote, build, relay orders, look up fee tiers. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | fedlex-mcpmcp · ai-agents | MCP Server for Swiss federal law — search the SR, monitor legal changes, and query BBl/treaties via Claude Desktop or Claude.ai. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | paraview-mcpmcp · ai-agents | Connects ParaView to LLM assistants via the Model Context Protocol, enabling direct Python code execution and pipeline control within the ParaView… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | statewavemcp · ai-agents | MCP server for Statewave, an open-source memory runtime for AI agents. Provides persistent memory, context retrieval, and memory compilation through… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | autovaultmcp · ai-agents | AutoVault is an MCP server that provides a local-first vault for AI agent skills, enabling validation, signing, and serving of SKILL.md files to… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | dreamdmcp · ai-agents | A local MCP server that gives AI harnesses a shared, filesystem-backed memory using the .agent folder, with tools to search and append lessons across… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | peopleforce-mcpmcp · ai-agents | Enables Claude, Cursor, and other MCP clients to query PeopleForce HRIS data (employees, time-off, recruitment) via 27 read-only tools. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | wang-junjian-github-iomcp · ai-agents | Personal blog built with A2A capabilities | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | overleaf-mcp-2mcp · ai-agents | An MCP server for Overleaf that allows Claude or other agents to navigate projects, read and edit .tex files, compile, and interact with review-panel… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | sacmcp · ai-agents | Agent SDK for generating live, interactive apps as responses instead of static text. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | mcp-docs-servermcp · ai-agents | Serves Markdown documentation as an MCP server, enabling AI agents to answer questions from your content. Supports local, npm, and Cloudflare… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | adampippert-multi-service-gatewaymcp · ai-agents | Provides a unified gateway for LLMs to access GitHub, GitLab, Google Maps, Memory storage, and Puppeteer web automation tools through a Flask-based… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | cms-mcpmcp · ai-agents | Exposes codebase memory as native tools for AI agents, enabling queries, feature tracing, impact analysis, and alignment verification. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | appsmith-mcpmcp · ai-agents | An MCP server that enables AI agents to build and edit Appsmith apps by driving the browser editor via WebDriver BiDi and Redux store manipulation. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | file-aimcp · ai-agents | A read-only MCP server that provides document awareness for agents by parsing local files into structured profiles, blocks, chunks, and search… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | aadi775-mahoragamcp · ai-agentsalso listed as mahoraga | Persistent graph-powered memory for AI agents using Kuzu embedded database. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | mind-cloud-litemcp · ai-agents | Token-optimized persistent memory MCP server for Claude Pro users, providing 9 essential tools for memory management with 87% token reduction compared… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | agent-hanju-char-index-mcpmcp · ai-agents | Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | agentseal-mcp-intelmcp · ai-agents | Enables users to scan MCP servers for security threats, check installed servers, and analyze config files for risks, all from AI assistants like… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | gh-hkjm-agent-onsenmcp · ai-agents | Provides a fictional onsen retreat for AI agents needing a pause between tasks or during cooldown periods. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | sparkvibe-guardianshieldmcp · ai-agents | AI security layer with code scanning, PII detection, prompt injection defense, and CVE checking. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | webustlermcp · ai-agents | Enables clean, LLM-ready markdown extraction from any URL with automatic anti-bot bypass. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | tamishaks-2-git-context-mcpmcp · ai-agents | Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents. | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | chess-support-mcpmcp · ai-agents | Manages the state of a chess game for LLMs/agents without suggesting moves, providing tools to create/reset game, add moves, get status, and check… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | prompt-auto-optimizermcp · ai-agents | Optimizes prompts through genetic algorithms that automatically evolve and improve prompt performance across multiple generations using… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | hygao1024-xingchen-workflow-orchestrationmcp · ai-agents | Bridges AI assistants with iFlytek's workflow orchestration system, enabling complex business automation tasks through configurable sequential… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | b-step62-mlflow-prompt-registrymcp · ai-agents | Bridges MLflow's Prompt Registry with Claude Desktop, enabling direct discovery and use of managed prompt templates with variable substitution… | 3 stars · 2 forks | No one-command install · Source | |
| 2249 | 47.273 | crazyrabbitltc-claude-expertmcp · ai-agents | Provides documentation assistance capabilities for developers looking to incorporate up-to-date docs in their workflows. | 3 stars · 2 forks | No one-command install · Source | |
| 2282 | 46.802 | icons8-mcp-servermcp · ai-agents | 🚀 Access MCP server SVG and PNG icons for your vibe-coding projects! 🎨 Icon Packs * 40,000+ icons * Endless creative possibilities! 🤖 Seamless… | 2,807 installs | No commit datelisted | No one-command install · Source |
| 2283 | 46.654 | memstemmcp · ai-agents | A standalone memory service that provides a unified, pull-based knowledge store for AI agents, enabling shared memory and skills across multiple AI… | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | code-review-agent-mcpmcp · ai-agents | An AI-powered MCP server that reviews code bluntly, without sugarcoating, citing line numbers and severity labels. | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | autodemomcp · ai-agents | MCP server that turns any running web app into demo videos, interactive walkthroughs, and marketing captures via one command. Enables AI agents to… | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | i4ctime-q-ringmcp · ai-agents | Quantum-inspired keyring for AI coding agents with superposition, entanglement, and tunneling mechanics. | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | crbro-memorymcp · ai-agents | A local MCP server that gives AI assistants persistent long-term memory using a biological neural architecture with cortex, synapses, and hippocampus. | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | agentic-sshmcp · ai-agents | agentic_ssh is written in Rust and specifically engineered to provide agent-hardened, token-efficient, and asynchronous SSH orchestrations for AI… | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | health-export-mcpmcp · ai-agents | An MCP server that enables AI agents to query Apple Health data (190+ metrics) in natural language, including trends, comparisons, and structured… | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | agentweaver-mcp-servermcp · ai-agents | Exposes Agentweaver runs and outcomes as MCP tools for Claude Desktop and compatible clients. | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | serial-mcpmcp · ai-agents | MCP server that lets LLMs talk to serial devices: microcontrollers, routers, modems, embedded Linux, anything with a UART. | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | jeremymefford-agent-contextmcp · ai-agents | Rust-native code search MCP server for semantic, symbol, and lexical search across local repositories. | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | hermes-action-bridgemcp · ai-agents | Enables external agents to delegate real-world actions to Hermes Agent via MCP tools such as hermes_run and hermes_plan. | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | babyblueviper1-invinoveritasmcp · ai-agentsalso listed as invinoveritas | Lightning-native AI reasoning, decisions, persistent memory, and agent marketplace for autonomous agents. Pay-per-use via Bitcoin Lightning. Register… | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | roselinemcpmcp · ai-agents | Provides Roslyn-based code intelligence for AI coding agents via MCP, enabling efficient navigation and surgical edits of C# solutions. | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | parecodemcp · ai-agents | An MCP server giving coding agents context-window-aware code search and safe, atomic multi-file edits — built to cut token usage on large codebases… | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | marrowmcp · ai-agents | Marrow is a persistent multi-project memory backend that provides AI agents with MCP tools for semantic code navigation, task backlog management, and… | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | safe-bifrostmcp · ai-agents | A local MCP server that provides a safe plan-and-execute workflow for AI coding assistants, storing plans and tasks, and executing agent commands with… | 5 stars | No one-command install · Source | |
| 2283 | 46.654 | sorifymcp · ai-agents | MCP server for Sorify QA testing platform, enabling AI agents to manage test suites, generate and run tests, and receive notifications through natural… | 5 stars | 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.