Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | 32.223 | 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 | |
| 1902 | 32.223 | 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 | |
| 1903 | 32.223 | 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 | |
| 1904 | 32.223 | 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 | |
| 1905 | 32.223 | mnemo-mcpmcp · ai-agents | Portable cognitive memory for AI agents with semantic search, decay, and deduplication. | 2 stars | No one-command install · Source | |
| 1906 | 32.223 | 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 | |
| 1907 | 32.223 | java-jdtls-mcp-servermcp · ai-agents | A high-performance MCP server that bridges AI agents with Java codebases, providing professional-grade Java language intelligence via Eclipse JDT.LS. | 2 stars | No one-command install · Source | |
| 1908 | 32.223 | 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 | |
| 1909 | 32.223 | 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 | |
| 1910 | 32.223 | 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 | |
| 1911 | 32.223 | 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 | |
| 1912 | 32.223 | 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 | |
| 1913 | 32.223 | 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 | |
| 1914 | 32.223 | 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 | |
| 1915 | 32.223 | 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 | |
| 1916 | 32.223 | 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 | |
| 1917 | 32.223 | 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 | |
| 1918 | 32.223 | 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 | |
| 1919 | 32.223 | 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 | |
| 1920 | 32.223 | 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 | |
| 1921 | 32.223 | annibale-x-mcp-mementomcp · ai-agents | Persistent memory and context management across sessions. | 2 stars | No one-command install · Source | |
| 1922 | 32.223 | 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 | |
| 1923 | 32.223 | 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 | |
| 1924 | 32.223 | 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 | |
| 1925 | 32.223 | 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 | |
| 1926 | 32.223 | 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 | |
| 1927 | 32.223 | 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 | |
| 1928 | 32.223 | 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 | |
| 1929 | 32.223 | 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 | |
| 1930 | 32.223 | 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 | |
| 1931 | 32.223 | 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 | |
| 1932 | 32.223 | westvegh-exerciseapimcp · ai-agents | Provides AI coding agents access to 2,198+ vetted fitness exercises across 12 categories via exerciseapi.dev. | 2 stars | No one-command install · Source | |
| 1933 | 32.223 | exerciseapi-mcp-servermcp · ai-agents | 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 | |
| 1934 | 32.223 | 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 | |
| 1935 | 32.223 | 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 | |
| 1936 | 32.223 | tealfabric-claudemcp · ai-agents | Claude Code and MCP client integration for Tealfabric webapps, processes, and integrations. | 2 stars | No one-command install · Source | |
| 1937 | 32.223 | 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 | |
| 1938 | 32.223 | 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 | |
| 1939 | 32.223 | 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 | |
| 1940 | 32.223 | 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 | |
| 1941 | 32.223 | 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 | |
| 1942 | 32.223 | 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 | |
| 1943 | 32.223 | 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 | |
| 1944 | 32.223 | 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 | |
| 1945 | 32.223 | amemmcp · ai-agents | Provides persistent memory for AI coding tools, allowing them to remember corrections, decisions, and preferences across sessions and different tools. | 2 stars | No one-command install · Source | |
| 1946 | 32.223 | gh-claudeopusworkspace-melonds-emulatormcp · ai-agents | Control and interact with a Nintendo DS emulator through MCP. | 2 stars | No one-command install · Source | |
| 1947 | 32.223 | 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 | |
| 1948 | 32.223 | tokencastmcp · ai-agents | Pre-execution cost estimation for LLM agent workflows, providing cost estimates before running tasks and improving accuracy over time through… | 2 stars | No one-command install · Source | |
| 1949 | 32.223 | gh-krulewis-tokencastmcp · ai-agents | Pre-execution cost estimation for LLM agent workflows with calibration learning. | 2 stars | No one-command install · Source | |
| 1950 | 32.223 | arbitovamcp · ai-agents | AI-powered escrow and arbitration platform for secure agent-to-agent transactions. | 2 stars | No one-command install · Source | |
| 1951 | 32.223 | 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 | |
| 1952 | 32.223 | 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 | |
| 1953 | 32.223 | 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 | |
| 1954 | 32.223 | 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 | |
| 1955 | 32.223 | 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 | |
| 1956 | 32.223 | 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 | |
| 1957 | 32.223 | gh-nibsbin-quillmarkmcp · ai-agents | MCP server exposing Quillmark schematized document rendering primitives to LLM consumers. | 2 stars | No one-command install · Source | |
| 1958 | 32.223 | 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 | |
| 1959 | 32.223 | 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 | |
| 1960 | 32.223 | 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 | |
| 1961 | 32.223 | 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 | |
| 1962 | 32.223 | musaraf-m-sentinalmcp · ai-agents | Redis health monitoring, BullMQ queue inspection, memory analysis, and slow query diagnostics. | 2 stars | No one-command install · Source | |
| 1963 | 32.223 | bolor-brain-mcpmcp · ai-agents | Bolor Brain MCP gives Claude Code structured reasoning, persistent memory, and learning through 11 MCP tools, enabling complex problem-solving… | 2 stars | No one-command install · Source | |
| 1964 | 32.223 | bolor-brainmcp · ai-agents | Modular cognitive architecture with memory systems, advanced reasoning, and self-evolving skills | 2 stars | No one-command install · Source | |
| 1965 | 32.223 | embedded-xlink-mcpmcp · ai-agents | MCP server for embedded debugging based on probe-rs, providing 22 tools for ARM Cortex-M and RISC-V microcontrollers, including connection, memory… | 2 stars | No one-command install · Source | |
| 1966 | 32.223 | jackmates-plutiomcp · ai-agents | Connects AI agents to the Plutio business management platform with tools for tasks, projects, proposals, contracts, and client relationships. | 2 stars | No one-command install · Source | |
| 1967 | 32.223 | haiku-tradingmcp · ai-agents | DeFi execution for AI agents — swap, lend, bridge, and yield across 22 blockchain networks. | 2 stars | No one-command install · Source | |
| 1968 | 32.223 | jiten-github78-razorpay-refundmcp · ai-agents | MCP server enabling AI agents to execute Razorpay refunds safely with idempotency, rollback, and audit trail support. | 2 stars | No one-command install · Source | |
| 1969 | 32.223 | aboglioli-orchymcp · ai-agents | Provides multi-agent coordination infrastructure with 71 tools for shared task management, knowledge bases, real-time messaging, resource locking, and… | 2 stars | No one-command install · Source | |
| 1970 | 32.223 | prateekg7-context-bridgemcp · ai-agents | Context portability server for compressing and formatting AI conversation handoffs across Claude, ChatGPT, Gemini, and other platforms. | 2 stars | No one-command install · Source | |
| 1971 | 32.223 | x-bookmarks-mcpmcp · ai-agents | Fully local, privacy-first MCP server that turns exported X/Twitter bookmarks into a searchable, enriched knowledge base for Claude Desktop and Claude… | 2 stars | No one-command install · Source | |
| 1972 | 32.223 | hightemp-computer-usemcp · ai-agents | Local desktop automation for AI agents — mouse, keyboard, screen, window, and process control via Go and robotgo. | 2 stars | No one-command install · Source | |
| 1973 | 32.223 | triage-agent-mcpmcp · ai-agents | MCP server that guides an AI agent through stack trace triage, from raw error to the commit and PR that introduced it. | 2 stars | No one-command install · Source | |
| 1974 | 32.223 | slop-copmcp · ai-agents | Detects and fixes LLM prose patterns in text, exposing tools for auditing and improving writing quality in MCP-compatible hosts. | 2 stars | No one-command install · Source | |
| 1975 | 32.223 | patchwork-deepmindmcp · ai-agents | MCP server for the Behringer DeepMind 12 synthesizer. Gives AI agents real-time control over synth parameters via MIDI NRPN, plus edit-buffer… | 2 stars | No one-command install · Source | |
| 1976 | 32.223 | chensunlai-phymcpmcp · ai-agents | Lightweight physical MCP protocol for nearby IoT devices, enabling LLM agents to discover and control ESP32 microcontrollers via ESP-NOW with a Python… | 2 stars | No one-command install · Source | |
| 1977 | 32.223 | kapillamba4-meta-promptmcp · ai-agents | Serves Google and Anthropic prompting guides for meta-prompt generation. | 2 stars | No one-command install · Source | |
| 1978 | 32.223 | dumbspacecookie-openeyemcp · ai-agents | AR/XR procedure verification with memory, visual sessions, and DPO trajectory export. | 2 stars | No one-command install · Source | |
| 1979 | 32.223 | claude-code-feishu-channelmcp · ai-agents | MCP server that pushes Feishu (Lark) messages to Claude Code sessions and allows Claude to reply directly in Feishu. | 2 stars | No one-command install · Source | |
| 1980 | 32.223 | xingbofeng-skill-deckmcp · ai-agents | Converts local SKILL.md files into MCP-compatible tools and shareable HTML artifacts for AI agents. | 2 stars | No one-command install · Source | |
| 1981 | 32.223 | skill-deckmcp · ai-agents | MCP server that adapts, activates, and shares local Agent Skills for runtimes like OpenAI Agents SDK and Claude Code, enabling dynamic discovery and… | 2 stars | No one-command install · Source | |
| 1982 | 32.223 | ssh-chat-mcpmcp · ai-agents | Zero-config SSH/SFTP MCP server that lets an LLM client open temporary SSH/SFTP sessions to remote hosts, run commands, and upload/download files… | 2 stars | No one-command install · Source | |
| 1983 | 32.223 | puredata-mcpmcp · ai-agents | Control and live-patch Pure Data from AI agents via the Model Context Protocol. | 2 stars | No one-command install · Source | |
| 1984 | 32.223 | muse-tts-embedmcp · ai-agents | Enables Claude to speak text with an embedded audio player, supporting 54 voices, voice cloning, and playback controls, all running locally. | 2 stars | No one-command install · Source | |
| 1985 | 32.223 | session-coord-mcpmcp · ai-agents | A local-first MCP server for coordinating parallel AI coding sessions with tools like Claude Code and Codex in a single repository. | 2 stars | No one-command install · Source | |
| 1986 | 32.223 | fengfangwen-guardianmcp · ai-agents | MCP safety middleware for Claude Code that validates file operations and bash commands with circuit-breaker protection against retry loops. | 2 stars | No one-command install · Source | |
| 1987 | 32.223 | onchainiaintel-pqsmcp · ai-agents | Evaluates LLM prompts before execution with a quality score, letter grade, percentile, and dimensional breakdown. | 2 stars | No one-command install · Source | |
| 1988 | 32.223 | firepass-mcpmcp · ai-agents | MCP server that turns Kimi K2.6 Turbo into an agentic coding assistant with tools for file operations, shell commands, and code search. | 2 stars | No one-command install · Source | |
| 1989 | 32.223 | agentforgemcp · ai-agents | Transforms rough coding requests into rigorously structured prompts for AI coding agents. | 2 stars | No one-command install · Source | |
| 1990 | 32.223 | 0xdegenmo-lighter-mcpmcp · ai-agents | MCP server for [Lighter](https://lighter.xyz) — a zero-fee zk-rollup perpetual DEX. Trade ~190 perpetuals (crypto + RWA: PAXG/XAU gold, XAG silver… | 2 stars | No one-command install · Source | |
| 1991 | 32.223 | edgefindermcp · ai-agents | CLI and MCP server for EdgeFinder sports analysis. Get AI-powered NFL, NBA, and MLB betting recommendations, player stats, odds, schedules, and… | 2 stars | No one-command install · Source | |
| 1992 | 32.223 | dida365-agentmcp · ai-agents | MCP server that enables AI agents to manage Dida365/TickTick tasks, projects, tags, and habits through natural language, with full CRUD, search, and… | 2 stars | No one-command install · Source | |
| 1993 | 32.223 | arc-gate-mcpmcp · ai-agents | Runtime governance proxy for MCP tool calls. Inspects tool results for prompt injection and capability abuse before they reach your agent, blocking… | 2 stars | No one-command install · Source | |
| 1994 | 32.223 | knowledge-mcpmcp · ai-agents | 语义搜索知识库，支持文档获取和索引刷新，使AI Agent能够检索团队知识。 | 2 stars | No one-command install · Source | |
| 1995 | 32.223 | nornir-mcp-servermcp · ai-agents | An MCP server that integrates Nornir with NAPALM and Netmiko, enabling LLMs to orchestrate multi-vendor network infrastructure through natural… | 2 stars | No one-command install · Source | |
| 1996 | 32.223 | mcp-agentmemorymcp · ai-agents | MCP-native memory layer for Claude Code, Cursor, Cline, Continue, and 16 other AI tools. Hybrid search (BM25 + pgvector + graph), self-hosted on… | 2 stars | No one-command install · Source | |
| 1997 | 32.223 | mcp-serotoninmcp · ai-agents | Bridges MCP-capable LLM agents to the Serotonin Lua runtime, enabling live Roblox game interaction including instance tree navigation, memory access… | 2 stars | No one-command install · Source | |
| 1998 | 32.223 | x-ways-mcpmcp · ai-agents | Enables triage, installation validation, and controlled automation of X-Ways Forensics and related tools through structured MCP tools for agents. | 2 stars | No one-command install · Source | |
| 1999 | 32.223 | cubelifemcp · ai-agents | Give your AI agent a persistent pixel-art character that reflects its state in real time. | 2 stars | No one-command install · Source | |
| 2000 | 32.223 | m-pesa-mcp-servermcp · ai-agents | An experimental MCP server that lets AI agents interact with guarded payment workflows through typed tools, enabling safe agent-assisted payments with… | 2 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.