Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | 22.524 | py-spy-mcp-servermcp · back-end | MCP server for profiling Python processes using py-spy, supporting flamegraphs, stack dumps, and performance comparisons. | 1 star | No one-command install · Source | |
| 3402 | 22.524 | showrunnermcp · database | A tiny always-on server that coordinates multiple coding-agent sessions on one project (a 'show'), using a worker/director pattern with polling… | 1 star | No one-command install · Source | |
| 3403 | 22.524 | smart-gym-mcpmcp · other | Connects AI assistants to SmartGym on Mac, enabling users to review workouts, tweak routines, and build training programs in plain English, with… | 1 star | No one-command install · Source | |
| 3404 | 22.524 | curatormcp · search | Enables natural language search and exploration of over 1.15 million museum records from Museums Victoria, including specimens, items, articles, and… | 1 star | No one-command install · Source | |
| 3405 | 22.524 | figjam-context-mcpmcp · other | Exposes tools to ingest FigJam boards, retrieve context summaries, and answer free-form questions about the board content. | 1 star | No one-command install · Source | |
| 3406 | 22.524 | antigravity-cli-mcpmcp · back-end | MCP server wrapping the agy CLI, enabling querying, web search, and file writing through tools like ask-agy, search-web, and write-file. | 1 star | No one-command install · Source | |
| 3407 | 22.524 | agentic-mcp-servermcp · ai-agents | Enables a fully local multi-agent AI system with 45 specialized agents and 50 predefined workflows via MCP, powered by Ollama and requiring no… | 1 star | No one-command install · Source | |
| 3408 | 22.524 | orca-slicer-mcpmcp · ai-agents | An MCP server that drives OrcaSlicer headlessly on a virtual display, enabling an agent to import 3D models, slice them, and export G-code without a… | 1 star | No one-command install · Source | |
| 3409 | 22.524 | forgedevstack-forge-mcpmcp · back-end | Tiny helper for building API-key-protected stdio MCP servers. Wraps the official @modelcontextprotocol/sdk so you define tools with plain JSON schemas… | 1 star | No one-command install · Source | |
| 3410 | 22.524 | anki-mcp-addonmcp · other | Enables to interact with your Anki collection through natural language, allowing you to study, edit, and analyze flashcards without external… | 1 star | No one-command install · Source | |
| 3411 | 22.524 | meta-mcp-managermcp · back-end | Federates multiple MCP servers into a single endpoint with search, call, and admin tools, plus inbound/outbound OAuth. | 1 star | No one-command install · Source | |
| 3412 | 22.524 | callwrightmcp · back-end | Enables AI assistants to place phone calls for reservations, appointments, confirmations, and inquiries through a self-hosted MCP server, with… | 1 star | No one-command install · Source | |
| 3413 | 22.524 | codex-claude-bridge-mcpmcp · ai-agents | One local MCP server that lets Codex and Claude Code coordinate through a shared task board and message inbox. | 1 star | No one-command install · Source | |
| 3414 | 22.524 | financial-fraud-detection-mcpmcp · back-end | An MCP server that enables AI-powered fraud detection on financial transactions using rule-based and statistical analysis tools, with sample data and… | 1 star | No one-command install · Source | |
| 3415 | 22.524 | pentest-mcp-toolkitmcp · back-end | MCP server providing Kali Linux security tools for authorized penetration testing, with tiered tool sets for network scanning, web testing, and more… | 1 star | No one-command install · Source | |
| 3416 | 22.524 | taproommcp · ai-agents | Discovers and manages portable agent capabilities (skills and MCP servers) from configurable collections, providing search, inspection, and local… | 1 star | No one-command install · Source | |
| 3417 | 22.524 | nyc-open-data-capital-projects-mcp-servermcp · back-end | Enables AI assistants to query NYC capital project data (schedule, budget, lifecycle) using 16 tools with domain rules like PID↔FMS many-to-many and… | 1 star | No one-command install · Source | |
| 3418 | 22.524 | timereversemcp · comms | Provides verifiable, append-only context handoffs for Codex and MCP clients, enabling memory persistence and resume across chat sessions. | 1 star | No one-command install · Source | |
| 3419 | 22.524 | mcp-agile-agentmcp · ai-agents | Provides Trello project management tools (create cards, move cards, add comments, list cards) with fuzzy matching for AI agents like Claude and… | 1 star | No one-command install · Source | |
| 3420 | 22.524 | web-explorermcp · search | MCP server providing free, IP-direct tools for web search, crawling, anti-detect browsing, and structured data from Wikipedia, Wikidata, GitHub, and… | 1 star | No one-command install · Source | |
| 3421 | 22.524 | hybrid-recallmcp · database | A local MCP server enabling hybrid search over documents, memory, and knowledge graphs for retrieval-augmented generation, with tools for SQLite… | 1 star | No one-command install · Source | |
| 3422 | 22.524 | evm-agent-toolkitmcp · ai-agents | An MCP server that gives autonomous coding agents deterministic, schema-validated tools for EVM smart contract development — security scanning, gas… | 1 star | No one-command install · Source | |
| 3423 | 22.524 | programinglive-dev-workflowmcp · other | Enforces development workflow discipline through structured stages | 1 star | No one-command install · Source | |
| 3424 | 22.524 | development-workflow-mcp-servermcp · back-end | An MCP server that enforces development discipline and workflow best practices, guiding users through a structured process of coding, testing… | 1 star | No one-command install · Source | |
| 3425 | 22.524 | boc-mcpmcp · ai-agents | MCP server for BeyondContainer platform, enabling LLMs to query clusters, nodes, workloads, images, monitoring, and security scans via 58 tools. | 1 star | No one-command install · Source | |
| 3426 | 22.524 | tomapemcp · ai-agents | Token-optimized multi-agent orchestration MCP server that owns session state, compacts context between agent hops, routes work to smaller models when… | 1 star | No one-command install · Source | |
| 3427 | 22.524 | agenthire-mcp-servermcp · back-end | Enables agents to post tasks, bid on work, manage escrow payments, confirm completion, and resolve disputes through simple tool calls. | 1 star | No one-command install · Source | |
| 3428 | 22.524 | agent-messagingmcp · ai-agents | Enables asynchronous messaging between AI agents, including sending messages, proposals, and managing threaded conversations using the Model Context… | 1 star | No one-command install · Source | |
| 3429 | 22.524 | archery-mcpmcp · back-end | A read-only MCP server for Archery that enables secure instance query, ticket management, and restricted SQL execution through AI clients. | 1 star | No one-command install · Source | |
| 3430 | 22.524 | agentpay-feed-mcpmcp · ai-agents | Real-time agentic newsfeed for AI agents to poll for new MCP tools, capabilities, and market events as they're published. | 1 star | No one-command install · Source | |
| 3431 | 22.524 | cnki-mcp-servermcp · back-end | Enables AI assistants to search and retrieve paper information from CNKI (China National Knowledge Infrastructure), supporting 15 search types… | 1 star | No one-command install · Source | |
| 3432 | 22.524 | rocketchat-mcp-servermcp · observability | A FastMCP (Python) server for Rocket.Chat with 28 tools covering channels, messages, threads, DMs, files, users, and analytics, plus AI governance… | 1 star | No one-command install · Source | |
| 3433 | 22.524 | growth-mcpmcp · search | Open-source MCP server that audits websites for AI search readiness, providing deterministic scoring (0-100) and prioritized fix lists for metrics… | 1 star | No one-command install · Source | |
| 3434 | 22.524 | ragionex-memory-mcpmcp · search | Dynamic semantic memory for AI assistants that persists across sessions and clients, enabling natural language recall and project-scoped isolation. | 1 star | No one-command install · Source | |
| 3435 | 22.524 | telemost-mcp-servermcp · back-end | Enables Telegram analytics (channel stats, search, sentiment) via MCP tools with pay-per-call in USDC, no API keys needed. | 1 star | No one-command install · Source | |
| 3436 | 22.524 | image-analyzer-mcp-servermcp · back-end | Provides local image analysis tools using Pillow for dimensions, colors, metadata, and format conversion without external APIs. | 1 star | No one-command install · Source | |
| 3437 | 22.524 | ip-geolocation-mcpmcp · back-end | MCP server for IP geolocation lookups using ipinfo.io, with single, own, and batch queries. | 1 star | No one-command install · Source | |
| 3438 | 22.524 | rootpilot-ssh-diagnosemcp · back-end | Enables reading diagnostic data from remote servers over SSH using a whitelist of read-only commands, with secret redaction. | 1 star | No one-command install · Source | |
| 3439 | 22.524 | mihomo-mcp-servermcp · back-end | 基于MCP协议的Mihomo/Clash Meta代理节点管理服务，允许AI助手自动管理代理节点、订阅、服务控制和内核版本。 | 1 star | No one-command install · Source | |
| 3440 | 22.524 | agu-mcpmcp · other | 查询和分析A股数据的MCP服务器，支持实时行情、K线、技术指标、基本面和AI选股等功能。 | 1 star | No one-command install · Source | |
| 3441 | 22.524 | chat-with-audiomcp · comms | Enables chat-driven audio analysis and enhancement using local Claude, including denoising, EQ, compression, and loudness normalization, with an A/B… | 1 star | No one-command install · Source | |
| 3442 | 22.524 | codex-deepseek-delegate-mcpmcp · ai-agents | A Codex MCP server that delegates exploration and implementation tasks to DeepSeek via Claude Agent SDK, supporting subagent types and task… | 1 star | No one-command install · Source | |
| 3443 | 22.524 | remote-ssh-mcpmcp · other | Connects an MCP client to a remote Linux/Unix host over SSH, enabling remote shell commands, file access, port forwarding, and VS Code Remote-SSH URI… | 1 star | No one-command install · Source | |
| 3444 | 22.524 | neko-browsermcp · browser | Headed Playwright browser MCP server with persistent profile, providing 23 tools for full browser automation while masking PII data. | 1 star | No one-command install · Source | |
| 3445 | 22.524 | ocularaudio-mcpmcp · back-end | An asynchronous Model Context Protocol (MCP) server that gives AI models 'eyes and ears' to process web videos. It extracts transcripts and captures… | 1 star | No one-command install · Source | |
| 3446 | 22.524 | agyenvoymcp · ai-agents | A Claude Code MCP server and skill that enables delegation of prompts to agy (Antigravity/Gemini) CLI for model queries, conversation management… | 1 star | No one-command install · Source | |
| 3447 | 22.524 | a5sql-mcpmcp · database | Reads A5:SQL Mk-2 ER diagrams and SQL files locally, making them accessible to AI tools via the MCP protocol without executing SQL or writing to… | 1 star | No one-command install · Source | |
| 3448 | 22.524 | jungho-dev-fs-mcpmcp · search | Provides batch file operations, search, and essential git workflows via stdio MCP. | 1 star | No one-command install · Source | |
| 3449 | 22.524 | mood-transit-mcpmcp · other | Enables music curation that gently transitions a user's mood through three stages (Mirror, Bridge, Arrive), incorporating weather, activity, time, and… | 1 star | No one-command install · Source | |
| 3450 | 22.524 | shortsmonkey-mcpmcp · back-end | A read-only MCP server for discovering YouTube outliers, analyzing viral Shorts, and evaluating single-video performance using stored snapshots. | 1 star | No one-command install · Source | |
| 3451 | 22.524 | cloudflare-workers-mcp-servermcp · devops | Enables managing Cloudflare Workers through Claude, with read-only tools for listing and viewing workers, and planned deployment of static sites and… | 1 star | No one-command install · Source | |
| 3452 | 22.524 | eml-mcpmcp · back-end | MCP server for managing email archives as .eml files, synced with OneDrive, enabling AI assistants to read/write inbox, outbox, and drafts. | 1 star | No one-command install · Source | |
| 3453 | 22.524 | unhollowmcp · back-end | Provides semantic search over project knowledge layers (memories, wiki, docs) using local embeddings, enabling AI coding agents to recall relevant… | 1 star | No one-command install · Source | |
| 3454 | 22.524 | tamilrockers-mcp-servermcp · database | Enables searching for movies and series on Tamilrockers, returning links, titles, years, and poster URLs with SQLite caching. | 1 star | No one-command install · Source | |
| 3455 | 22.524 | acf-mcp-servermcp · back-end | Production-ready Model Context Protocol server for safely reading and changing WordPress + ACF Pro structure through ACF Local JSON and explicit… | 1 star | No one-command install · Source | |
| 3456 | 22.524 | chatgpt-to-telegram-mcpmcp · comms | Publish reliable, duplicate-free Telegram posts from ChatGPT — manually or as part of a scheduled workflow. | 1 star | No one-command install · Source | |
| 3457 | 22.524 | waveqmcp · database | Local MCP server for querying VCD waveform files via SQLite; enables AI agents to ask precise questions about signal values, transitions, and clock… | 1 star | No one-command install · Source | |
| 3458 | 22.524 | arc-story-queuemcp · ai-agents | MCP server that queues stories and feeds them to live Claude Code sessions, delegating bounded tasks to worker routes in isolated git worktrees. | 1 star | No one-command install · Source | |
| 3459 | 22.524 | mealforgemcp · other | Enables AI-driven weekly meal planning with structured recipes, cooking steps, and grocery lists. | 1 star | No one-command install · Source | |
| 3460 | 22.524 | mcp-ssh-managermcp · back-end | MCP server for managing remote servers via SSH, enabling command execution, file transfer, rsync, tunnels, health checks, backups, and database… | 1 star | No one-command install · Source | |
| 3461 | 22.524 | seismo-mcpmcp · other | Bridges AI assistants to seismology software (ObsPy, CWP/SU, SAC, PyGMT), allowing users to process seismic waveforms and perform analysis through… | 1 star | No one-command install · Source | |
| 3462 | 22.524 | gresb-mcp-servermcp · back-end | Enables interaction with GRESB's Real Estate ESG Benchmarking API, allowing users to query entity data, scores, benchmarks, indicators, and submit… | 1 star | No one-command install · Source | |
| 3463 | 22.524 | litescopemcp · database | Operations toolchain for SQLite, Cloudflare D1, and Turso. Every command is available as both a CLI and an MCP tool: inspect, diff, migrate, monitor… | 1 star | No one-command install · Source | |
| 3464 | 22.524 | hledit-mcpmcp · ai-agents | Exposes hash-anchored file edits to MCP-compatible AI coding agents, enabling safe read and write operations with stale edit detection. | 1 star | No one-command install · Source | |
| 3465 | 22.524 | britive-mcp-servermcp · back-end | Enables AI agents and users to interact with the Britive platform for dynamic access, query configurations, reporting, and access activity. | 1 star | No one-command install · Source | |
| 3466 | 22.524 | url-context-mcpmcp · back-end | An MCP server that fetches web pages and extracts clean, AI-usable context from them, enabling tools for link discovery, content search, and… | 1 star | No one-command install · Source | |
| 3467 | 22.524 | gequbaomcp · search | Enables searching for songs and retrieving direct MP3 play URLs from gequbao.net. Supports both simple keyword search and enriched result lookup. | 1 star | No one-command install · Source | |
| 3468 | 22.524 | mailportmcp · search | Connects multiple IMAP and SMTP mailboxes to MCP clients like ChatGPT without exposing credentials, enabling email search and thread retrieval via… | 1 star | No one-command install · Source | |
| 3469 | 22.524 | pentquiver-mcp-servermcp · back-end | Enables AI assistants to search and resolve over 2,800 security commands with argument templates, allowing natural language interaction with a… | 1 star | No one-command install · Source | |
| 3470 | 22.524 | ddx-term-mcpmcp · ai-agents | Enables AI agents to execute commands in a shared tmux session that is simultaneously visible to a human via a web-based terminal UI. | 1 star | No one-command install · Source | |
| 3471 | 22.524 | songcheck-mcpmcp · ai-agents | Enables AI agents to detect AI-generated music, images, and video by analyzing files through SongCheck's ensemble detector, providing verdicts and… | 1 star | No one-command install · Source | |
| 3472 | 22.524 | socialmate-mcpmcp · back-end | A native MCP server for SocialMate that gives your AI a WhatsApp, enabling it to send and read messages, manage contacts and groups, and more through… | 1 star | No one-command install · Source | |
| 3473 | 22.524 | genablemcp · front-end | AI-powered Figma plugin and MCP server for generating production-ready UI designs from text prompts with proper Auto Layout and components. | 1 star | No one-command install · Source | |
| 3474 | 22.524 | agent-media-toolkit-mcpmcp · ai-agents | A hosted MCP server providing 15 media and data tools for AI agents, including web search, news, content extraction, summarization, translation… | 1 star | No one-command install · Source | |
| 3475 | 22.524 | openrouter-model-selector-mcpmcp · back-end | MCP server that helps AI assistants automatically find, filter, and rank the best AI models for a specific task using the OpenRouter API. | 1 star | No one-command install · Source | |
| 3476 | 22.524 | auto-knowledge-basemcp · ai-agents | 基于MCP协议的知识库服务器，内置LLM层，提供结构化知识存储、语义搜索和主动知识推送，支持通过工具进行知识学习、搜索和关联推理。 | 1 star | No one-command install · Source | |
| 3477 | 22.524 | nutrition-dbmcp · other | Generates personalized 7-day meal plans based on user profile and goals, and provides daily calorie catch-up suggestions when intake falls short. | 1 star | No one-command install · Source | |
| 3478 | 22.524 | talkbridge-mcpmcp · comms | Enables real-time language translation for chat conversations, automatically detecting and translating messages between multiple languages while… | 1 star | No one-command install · Source | |
| 3479 | 22.524 | timermcpmcp · back-end | A millisecond-precision MCP timer server that lets you start, stop, and split timers via natural language, with a live dashboard, personal bests, and… | 1 star | No one-command install · Source | |
| 3480 | 22.524 | social-media-manager-mcpmcp · observability | Enables social media account management including content calendars, posting cadence, captions, hashtags, engagement strategies, metrics… | 1 star | No one-command install · Source | |
| 3481 | 22.524 | moodle-study-mcpmcp · search | Enables AI assistants to read your Moodle courses, list materials, quizzes, and search content to plan exam preparation through natural language. | 1 star | No one-command install · Source | |
| 3482 | 22.524 | quotormcp · ai-agents | Enables AI agents to get real home & auto insurance quotes and start binding through a network of licensed independent agencies. | 1 star | No one-command install · Source | |
| 3483 | 22.524 | mcp-binance-futuresmcp · back-end | A Model Context Protocol (MCP) server that enables any compatible AI model to autonomously trade Binance USDT-margined perpetual futures. Includes a… | 1 star | No one-command install · Source | |
| 3484 | 22.524 | univercitymcp · other | Eight-dimension business diagnosis with Revenue Leak Score and triple-option recommendations. | 1 star | No one-command install · Source | |
| 3485 | 22.524 | cia-diagnosemcp · other | Expert business diagnosis engine that analyzes companies across 11 dimensions and returns a Revenue Leak Score with prioritized, triple-option… | 1 star | No one-command install · Source | |
| 3486 | 22.524 | ai-news-aggregatormcp · github-vcs | MCP server that aggregates AI news, academic papers from ArXiv, and trending GitHub repositories from multiple sources, enabling users to fetch… | 1 star | No one-command install · Source | |
| 3487 | 22.524 | ai-mind-mapmcp · ai-agents | An MCP server that reduces AI coding agent token usage by 80-99% through a queryable knowledge graph of code, change tracking, and persistent memory… | 1 star | No one-command install · Source | |
| 3488 | 22.524 | thinairtelematics-thinair-datamcp · database | Connect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and… | 1 star | No one-command install · Source | |
| 3489 | 22.524 | racehooks-mcpmcp · back-end | MCP server that gives AI assistants direct access to RaceHooks motorsport analytics and data, enabling management of webhooks, live sessions… | 1 star | No one-command install · Source | |
| 3490 | 22.524 | karea-mcpmcp · ai-agents | MCP server for Karea task management, enabling creation, editing, closing, and linking tasks with 44 tools from Claude Code and other MCP clients. | 1 star | No one-command install · Source | |
| 3491 | 22.524 | scanner-mcpmcp · ai-agents | Enables scanning documents via network (eSCL) or USB (WIA/SANE) scanners, returning inline images, OCR text, or saved PDFs for Claude to read. | 1 star | No one-command install · Source | |
| 3492 | 22.524 | aidatanordic-food-recipesmcp · search | Semantic search across 50,000+ food recipes with hybrid retrieval and reranking, hosted by AIDataNordic. | 1 star | No one-command install · Source | |
| 3493 | 22.524 | mcp-libreoffice-calcmcp · back-end | An MCP server that enables spreadsheet operations on LibreOffice Calc workbooks through UNO, including reading, writing, formatting, and hyperlink… | 1 star | No one-command install · Source | |
| 3494 | 22.524 | truepng-mcpmcp · back-end | Recovers genuine transparency from images with painted checkerboard backgrounds, outputting RGBA PNGs with proper alpha channels. Supports CLI and MCP… | 1 star | No one-command install · Source | |
| 3495 | 22.524 | catmcpmcp · ai-agents | A lightweight MCP server that serves a curated collection of cat jokes to LLM clients, supporting tools for random jokes by category, search, and… | 1 star | No one-command install · Source | |
| 3496 | 22.524 | mcp-server-for-segger-rtt-via-j-linkmcp · back-end | Enables LLMs to interact with embedded devices by reading and writing Segger RTT data through a J-Link debugger. | 1 star | No one-command install · Source | |
| 3497 | 22.524 | boarderless-mcp-servermcp · back-end | Enables AI agents to inspect and edit the live browser-resident canvas of the Boarderless app via a structured spatial ledger. | 1 star | No one-command install · Source | |
| 3498 | 22.524 | aider-repomapper-mcp-servermcp · front-end | Generates optimized repository maps and enables identifier search with graph-ranking, designed for efficient LLM context caching and codebase… | 1 star | No one-command install · Source | |
| 3499 | 22.524 | erabi-mcpmcp · auth | Open intent exchange that gives any AI agent a portable, verifiable track record: one-command Ed25519 identity, reputation-ranked discovery, signed… | 1 star | armory install erabi-mcp --cli claude | |
| 3500 | 22.524 | mcfunction-debug-toolkit-mcp-servermcp · back-end | Enables AI clients to validate and run Minecraft commands, read chat and tellraw messages, control player movement and GUI, and capture screenshots… | 1 star | 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.