Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | 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 | |
| 2501 | 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 | |
| 2501 | 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 | |
| 2501 | 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 | |
| 2501 | 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 | |
| 2501 | 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 | |
| 2501 | 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 | |
| 2501 | 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 | |
| 2501 | 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 | |
| 2510 | 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 |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 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 | |
| 2511 | 46.654 | ennodiamcp · ai-agents | MCP server that orchestrates multi-agent reviews by running installed agent CLIs, tracking child tasks, and using Compare to produce a traceable… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | xlsx-for-aimcp · ai-agents | 50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | airbnb-mcp-servermcp · ai-agents | A hosted MCP server that lets Claude, Cursor, Windsurf, and other clients search Airbnb stays by location and dates, and read full listing details as… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | tailscale-rmcpmcp · ai-agents | MCP server and CLI for Tailscale that lets agents inspect and manage tailnet devices, routes, users, keys, DNS, and ACL policy over stdio or… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | local-repo-mcpmcp · ai-agents | Secure agent coding runtime for local Git repos with policy enforcement, RBAC, sessions, approval workflow, and sandboxed writes, optionally… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | wopeemcp · ai-agents | Dispatch autonomous testing agents, generate test cases, and manage test suites for web applications. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | wiffmcp · ai-agents | Harness-agnostic MCP server for orchestrating deterministic, resumable multi-agent workflows. It lets you start, watch, resume, and cancel agent runs… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | dl4rce-flaiwheelmcp · ai-agents | Self-hosted memory and governance layer for AI coding agents. 28 MCP tools with structured knowledge capture, hybrid search (semantic + BM25 +… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | carrymemmcp · ai-agents | Your portable AI memory layer. Classify, store, and recall what matters across models, tools, and devices. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | fiscmcp · ai-agents | An open-source MCP server that enables AI agents to read, populate, and manage tax returns in Canadian professional tax software like Taxprep and DT… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | serenedashmcp · ai-agents | Exposes SereneDB server state as read-only MCP tools (status, storage, memory, activity, threads, profile, callgraph, host, config, and optional… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | optifeed-radarmcp · ai-agents | Open-source CLI + MCP server that asks real AI engines (ChatGPT, Claude, Gemini, Perplexity) real buyer questions and scores whether a brand or its… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | dsh-cowork-mcpmcp · ai-agents | An MCP server that gives any agent read/write access to office documents and Jupyter notebooks, with stable cell and shape addresses, bounded windows… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | tickerdbmcp · ai-agents | Pre-computed market data for AI agents that improves reasoning and reduces token usage. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | waikaymcp · ai-agents | MCP server for the Waikay brand visibility API, tracking brand mentions across ChatGPT, Claude, Gemini, and Perplexity with competitive analysis. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | ironcalc-mcpmcp · ai-agents | Enables AI agents to directly create, read, edit, and save Excel (.xlsx) spreadsheets using natural language through the Model Context Protocol… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | agent-quality-ossmcp · ai-agents | An MCP server that provides 46 tools for construction quality management, enabling users to generate and review documents like ITP, NCR, and test… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | herderpmcp · ai-agents | Wraps the herdr CLI to provide curated tools and session necromancy, allowing revival of previous Claude Code agent sessions from herdr spaces. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | miikiyoshi-tmux-injectormcp · ai-agents | MCP server enabling AI agents to execute commands in live tmux panes with shell, Python REPL, and TCL interpreter support. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | standardgraphmcp · ai-agents | Maps educational standards across 310 curriculum systems in 50+ countries, enabling cross-border curriculum alignment through Claude. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | diffgatemcp · ai-agents | Diffgate MCP server acts as a code review engine, enabling AI coding agents to analyze and validate code diffs before application. It enhances AI… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | reuse-before-generatemcp · ai-agents | Stop your AI agent from rebuilding what already exists. MCP server that checks GitHub, npm and Python repos for maintained alternatives before you… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | malskannermcp · ai-agents | MCP server to scan a repository for hidden prompt injection payloads and return a REFUSE/WARN/OK verdict, allowing AI agents to gate their own trust. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | mcp-rubber-duckmcp · ai-agents | An MCP server that bridges multiple LLMs (OpenAI-compatible APIs and CLI coding agents) for collaborative debugging and diverse AI perspectives. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | tokenripmcp · ai-agents | Collaboration layer for AI agents enabling asset publishing, agent-to-agent messaging, thread management, and cross-company workflows. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | latentcontext-mcp-servermcp · ai-agents | A session-scoped memory layer for LLMs that enables AI assistants to explicitly store and retrieve notes, decisions, and context within a single… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | eigen-plc-mcpmcp · ai-agents | An open-source MCP server for industrial automation that generates, debugs, and validates PLC code for Siemens S7-1200, serving as a free and… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | matlab-mcp-hansur94mcp · ai-agents | MCP server connecting AI agents to MATLAB for code execution, async job management, and interactive visualization. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | mcp-boundarymcp · ai-agents | Wraps your existing MCP servers and checks each tool call against policy and live state before it runs. Allow, block, or require a refresh, with a… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | vidmcpmcp · ai-agents | MCP server for video editing with text-prompt subject segmentation and compositing effects behind subjects. Enables agent-driven video creation and… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | baltamatica-mcpmcp · ai-agents | Enables AI agents to interact with the Baltamatica scientific computing kernel, executing code, managing variables, and running scripts while… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | nova3d-mcpmcp · ai-agents | Enables AI agents to generate structured, part-aware 3D assets with named parts and real joints, allowing separate editing and integration into game… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | ableton-mindmcp · ai-agents | MCP server for Ableton Live that exposes the Live Object Model to LLMs, enabling natural language control of music production. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | clck0622-c2cmcp · ai-agents | LAN-based Claude Code agent collaboration via mDNS discovery and WebSocket messaging. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | kickbacks-mcp-servermcp · ai-agents | MCP server for Kickbacks.ai that pays developers ad revenue from AI coding agent spinners. Provides tools to check balance, earnings, status, ad… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | chromanchemcp · ai-agents | Lets any MCP-capable coding agent drive your real, logged-in Chrome through a local MCP server and MV3 extension. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | vrtxomega-omega-brain-mcpmcp · ai-agents | Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | reponovamcp · ai-agents | RepoNova is an MCP server that builds a persistent knowledge graph of your codebase, enabling AI agents to query code structure, dependencies, and… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | vibe-testingmcp · ai-agents | Code-aware browser testing agent — reads your codebase, understands functionality, tests every element, reports with screenshots. Works as MCP server… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | claynsn-agent-discovery-mcpmcp · ai-agents | Minimal MCP server (~250 lines TS) for ERC-8004 agent discovery + x402 payment. Three tools: `find_agents_by_skill` (via 8004scan public API)… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | agentestmcp · ai-agents | AI-driven mobile app testing via MCP, enabling AI coding agents to test Android apps without test frameworks or testIDs. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | jwrede-llmprobemcp · ai-agents | Synthetic monitoring for LLM inference endpoints. Measure TTFT, latency, throughput, and errors across OpenAI, Anthropic, Google, Azure, Bedrock, and… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | agent-history-mcpmcp · ai-agents | Local memory search for Codex and Claude Code conversations. It keeps history on your machine, builds a local graph index, and returns compact… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | gh-shangri-la-0428-throngletsmcp · ai-agents | P2P shared memory substrate for AI agents enabling stigmergic knowledge networks. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | gh-octid-io-osmpmcp · ai-agents | Encodes agentic AI instructions for low-bandwidth and offline channels with 60% compression and inference-free decoding. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | cicoub13-scribemcp · ai-agents | Route bulk file operations and documentation generation from Claude to cheaper OpenAI-compatible LLMs, reducing token costs by 60–90% on routine… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | indexa-capital-mcp-servermcp · ai-agents | A read-only MCP server that enables Claude to monitor Indexa Capital investments, providing tools to query portfolio summary, account details… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | opentoolmcp · ai-agents | OpenTool is an MCP server that provides AI agents with secure, authenticated access to a wide range of tools (GitHub, Notion, Slack, etc.) through a… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | m-pineapple-seashellmcp · ai-agents | Swift MCP server bridging Claude Desktop, Wave Terminal, and Claude Code with cross-session continuity, project-based session resumption, and… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | konduktmcp · ai-agents | A developer toolkit for MCP servers that enables testing, validation, debugging, and scaffolding, and can be used as an MCP server for AI agents. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | ros-claw-unitree-mujocomcp · ai-agents | Simulates and controls Unitree robots through MuJoCo physics for LLM-driven robot development. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | prompt-refinery-mcp-servermcp · ai-agents | Retrieval-grounded prompt refinement engine that repairs and polishes prompts via a single LLM call, exposing a refine_prompt tool for integration… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | agentic-storemcp · ai-agents | Open-source AI agent toolkit providing code analysis, security scanning, web search, and persistent memory tools. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | nodiom-mcpmcp · ai-agents | Enables AI agents to read, write, append, and delete content in Markdown files using structural selectors, without regex or string hacking. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | visuals-mcp-servermcp · ai-agents | An MCP server that provides interactive visualizations including tables, charts, image previews, master-detail views, tree views, and customizable… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | vueuse-mcpmcp · ai-agents | MCP server that gives AI coding agents instant access to VueUse documentation — search composables, read docs, and get suggestions. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | saikodi-hive-computemcp · ai-agents | Distributed LAN compute cluster pooling idle machines for AI agent workloads. | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | edupilotmcp · ai-agents | A multi-agent AI tutor that delivers personalized lessons, resolves doubts with RAG, generates quizzes, and tracks progress, all accessible via MCP… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | mif-mcp-servermcp · ai-agentsalso listed as varun29ankus-mif-tools | Enables AI agents to export, import, validate, and inspect memories in the Memory Interchange Format (MIF), ensuring portability across different… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | kevin-valerio-aflppmcp · ai-agents | Integrates with AFL++ fuzzing framework for automated security testing through workspace management, instrumented binary compilation, corpus… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | ai-calendar-assistantmcp · ai-agents | Provides a set of MCP tools to manage Google Calendar events via natural language, allowing creation, querying, updating, and deletion of events… | 5 stars | No one-command install · Source | |
| 2511 | 46.654 | holetron-hindsight-mempalacemcp · ai-agents | Hierarchical vector memory for AI agents combining Hindsight's semantic search with MemPalace's room/hall/layer taxonomy. | 5 stars | No commit datelisted | No one-command install · Source |
| 2592 | 45.986 | picoads-2mcp · ai-agents | Earn from your audience or buy ad distribution — the only agent ad network with independent delivery verification. Publishers receive 100% of the… | 2,762 installs | No commit datelisted | No one-command install · Source |
| 2593 | 44.256 | codex-mcp-2mcp · ai-agents | Bridges Claude Code and OpenAI Codex CLI for an interactive plan-execute-review workflow, enabling Claude to interview, design, and review while Codex… | 3 stars · 1 fork | No one-command install · Source | |
| 2593 | 44.256 | agent-gatemcp · ai-agents | An MCP server that enforces fail-closed deterministic checks, independent refute-first review, and tamper-evident hash-chained receipts for AI agent… | 3 stars · 1 fork | No one-command install · Source | |
| 2593 | 44.256 | wyre-technology-superopsmcp · ai-agents | Community MCP integration for SuperOps unified PSA+RMM, enabling AI agents to access clients, tickets, and assets. | 3 stars · 1 fork | No one-command install · Source | |
| 2593 | 44.256 | super-plumbermcp · ai-agents | MCP server for managing workflow topology graphs as pure YAML files, enabling AI agents to read, create, claim, and update task nodes with a strict… | 3 stars · 1 fork | No one-command install · Source | |
| 2593 | 44.256 | kreportsmcp · ai-agents | Enables investors and analysts to query Korean listed companies' financial health, accounting risks, and disclosure events using DART filings… | 3 stars · 1 fork | No one-command install · Source | |
| 2593 | 44.256 | x402-sellermcp · ai-agents | MCP server for autonomous agents to rug-check tokens, monitor liquidity drains, and get market briefs, with pay-per-call via x402. | 3 stars · 1 fork | No one-command install · Source | |
| 2593 | 44.256 | diffctxmcp · ai-agents | Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic output, 30+… | 3 stars · 1 fork | No one-command install · Source | |
| 2593 | 44.256 | misterdevmcp · ai-agents | An autonomous, extensible LLM build orchestrator. Give it a repo and a goal; it decomposes the goal into tasks, edits code, and gates every change on… | 3 stars · 1 fork | 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.