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 | 22.557 | web-scrapper-mcpmcp · back-end | A portable MCP server that scrapes SPA/JS-rendered webpages and extracts structured API endpoint data. It uses headless Chromium to render JavaScript… | 1 star | No one-command install · Source | |
| 3402 | 22.557 | abscissamcp · back-end | A Python stdio MCP server for Linear's GraphQL API, providing 35 tools to manage issues, projects, cycles, dependencies, comments, labels, workflow… | 1 star | No one-command install · Source | |
| 3403 | 22.557 | siftingio-mcpmcp · back-end | MCP server that provides access to SiftingIO market data, including live prices, SEC filings, OHLCV bars, 13F holdings, market status, and economic… | 1 star | No one-command install · Source | |
| 3404 | 22.557 | callmcpmcp · back-end | A single MCP server that provides a provider-neutral 14-tool contract for telephony operations (calls, SMS, recordings, transcripts, and number… | 1 star | No one-command install · Source | |
| 3405 | 22.557 | bitcoinbenji-mcpmcp · back-end | MCP server offering 26 Lightning-paid tools for Bitcoin mempool intelligence and sovereign on-prem AI inference, with no third-party APIs and… | 1 star | No one-command install · Source | |
| 3406 | 22.557 | ucp-servermcp · back-end | Self-hosted server that generates and serves Universal Context Packages (UCP) to AI agents via MCP, turning complex issue threads into structured… | 1 star | No one-command install · Source | |
| 3407 | 22.557 | localtokensmcp · ai-agents | An MCP server that turns your machine or LAN of ollama nodes into a local token generator, enabling coding agents to delegate bounded processing tasks… | 1 star | No one-command install · Source | |
| 3408 | 22.557 | hooddomains-mcpmcp · ai-agents | Enables AI agents to resolve, lookup, and register .hood names on Robinhood Chain via on-chain contracts. | 1 star | No one-command install · Source | |
| 3409 | 22.557 | rag-banking-regulatory-mcp-servermcp · back-end | Enables querying banking regulatory documents via a RAG pipeline with hybrid search and multiple LLM backends. | 1 star | No one-command install · Source | |
| 3410 | 22.557 | some-vault-some-mcpmcp · search | MCP server that gives AI models read/write access to Obsidian vaults with semantic search, link graph analysis, canvas manipulation, and incremental… | 1 star | No one-command install · Source | |
| 3411 | 22.557 | skosmos-mcpmcp · back-end | Wraps the Skosmos REST API to enable AI assistants to browse, search, and traverse SKOS vocabularies via MCP tools and resources. | 1 star | No one-command install · Source | |
| 3412 | 22.557 | io-github-nickklos10-querypilotmcp · database | QueryPilot enables AI agents to safely generate, validate, repair, and execute SQL against fixture databases, with eval-driven regression testing to… | 1 star | No one-command install · Source | |
| 3413 | 22.557 | io-github-sseshachala-agent-boostermcp · search | Reduces token costs for AI coding agents by indexing code symbols and returning only relevant functions/classes for a given task. | 1 star | No one-command install · Source | |
| 3414 | 22.557 | agent-readiness-auditormcp · ai-agents | Scans a website to score its compatibility and safety for AI agents, and exposes an audit tool via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 3415 | 22.557 | agentskillshub-mcp-servermcp · ai-agents | Enables AI agents to search, audit, and install open-source AI skills and MCP servers with security grading and quality scoring, directly from MCP… | 1 star | No one-command install · Source | |
| 3416 | 22.557 | kaken-mcp-servermcp · ai-agents | MCP server for querying the Japanese KAKEN database of scientific research grants, enabling search of projects and researchers via Claude. | 1 star | No one-command install · Source | |
| 3417 | 22.557 | mcp-apps-claude-demomcp · ai-agents | A minimal, dependency-free MCP server that renders interactive widgets (like bar charts) inline in Claude, ChatGPT, and Grok from a custom connector. | 1 star | No one-command install · Source | |
| 3418 | 22.557 | follow-up-boss-mcp-servermcp · ai-agents | An MCP server that gives AI agents full access to Follow Up Boss CRM via natural language, enabling CRUD operations on people, deals, appointments… | 1 star | No one-command install · Source | |
| 3419 | 22.557 | magpie-mcpmcp · ai-agents | A secure web scraping MCP server for AI agents that fetches pages with token budgeting, robots.txt compliance, and injection warnings, providing… | 1 star | No one-command install · Source | |
| 3420 | 22.557 | sg-weather-mcpmcp · back-end | Wraps NEA's 2-hour weather forecast API to provide rain alerts for central Singapore areas, enabling automations for rain detection. | 1 star | No one-command install · Source | |
| 3421 | 22.557 | orion-agent-kitmcp · ai-agents | MCP server providing Celestia network intelligence, including daily briefs, anomaly signals, staking and DA metrics, and live namespace and validator… | 1 star | No one-command install · Source | |
| 3422 | 22.557 | utol-mcpmcp · comms | Enables users to interact with the University of Tokyo's UTOL learning management system through natural language, providing access to courses… | 1 star | No one-command install · Source | |
| 3423 | 22.557 | linesightmcp · other | Enables AI assistants to analyze plant-floor data using OEE, Pareto, SPC, and yield-loss calculations, providing continuous-improvement insights from… | 1 star | No one-command install · Source | |
| 3424 | 22.557 | cc-agent-routermcp · ai-agents | Routes Claude Code tasks to different AI roles with separate APIs, keys, and models while preserving existing MCP, skills, and project settings. | 1 star | No one-command install · Source | |
| 3425 | 22.557 | 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 | |
| 3426 | 22.557 | 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 | |
| 3427 | 22.557 | 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 | |
| 3428 | 22.557 | 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 | |
| 3429 | 22.557 | 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 | |
| 3430 | 22.557 | 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 | |
| 3431 | 22.557 | 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 | |
| 3432 | 22.557 | 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 | |
| 3433 | 22.557 | 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 | |
| 3434 | 22.557 | 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 | |
| 3435 | 22.557 | 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 | |
| 3436 | 22.557 | 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 | |
| 3437 | 22.557 | 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 | |
| 3438 | 22.557 | 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 | |
| 3439 | 22.557 | 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 | |
| 3440 | 22.557 | 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 | |
| 3441 | 22.557 | 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 | |
| 3442 | 22.557 | 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 | |
| 3443 | 22.557 | 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 | |
| 3444 | 22.557 | 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 | |
| 3445 | 22.557 | programinglive-dev-workflowmcp · other | Enforces development workflow discipline through structured stages | 1 star | No one-command install · Source | |
| 3446 | 22.557 | 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 | |
| 3447 | 22.557 | 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 | |
| 3448 | 22.557 | 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 | |
| 3449 | 22.557 | 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 | |
| 3450 | 22.557 | 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 | |
| 3451 | 22.557 | 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 | |
| 3452 | 22.557 | 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 | |
| 3453 | 22.557 | 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 | |
| 3454 | 22.557 | 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 | |
| 3455 | 22.557 | 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 | |
| 3456 | 22.557 | 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 | |
| 3457 | 22.557 | 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 | |
| 3458 | 22.557 | 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 | |
| 3459 | 22.557 | 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 | |
| 3460 | 22.557 | 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 | |
| 3461 | 22.557 | 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 | |
| 3462 | 22.557 | 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 | |
| 3463 | 22.557 | 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 | |
| 3464 | 22.557 | 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 | |
| 3465 | 22.557 | 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 | |
| 3466 | 22.557 | 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 | |
| 3467 | 22.557 | 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 | |
| 3468 | 22.557 | 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 | |
| 3469 | 22.557 | 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 | |
| 3470 | 22.557 | jungho-dev-fs-mcpmcp · search | Provides batch file operations, search, and essential git workflows via stdio MCP. | 1 star | No one-command install · Source | |
| 3471 | 22.557 | 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 | |
| 3472 | 22.557 | 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 | |
| 3473 | 22.557 | 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 | |
| 3474 | 22.557 | 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 | |
| 3475 | 22.557 | 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 | |
| 3476 | 22.557 | 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 | |
| 3477 | 22.557 | 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 | |
| 3478 | 22.557 | 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 | |
| 3479 | 22.557 | 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 | |
| 3480 | 22.557 | 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 | |
| 3481 | 22.557 | mealforgemcp · other | Enables AI-driven weekly meal planning with structured recipes, cooking steps, and grocery lists. | 1 star | No one-command install · Source | |
| 3482 | 22.557 | 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 | |
| 3483 | 22.557 | coordination-memory-mcpmcp · ai-agents | An append-only coordination memory for multi-agent and human work, backed by SQLite, with a local dashboard and acceptance contracts that enforce… | 1 star | No one-command install · Source | |
| 3484 | 22.557 | 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 | |
| 3485 | 22.557 | 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 | |
| 3486 | 22.557 | 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 | |
| 3487 | 22.557 | 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 | |
| 3488 | 22.557 | 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 | |
| 3489 | 22.557 | 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 | |
| 3490 | 22.557 | 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 | |
| 3491 | 22.557 | 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 | |
| 3492 | 22.557 | 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 | |
| 3493 | 22.557 | 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 | |
| 3494 | 22.557 | zboralski-ida-headlessmcp · other | Provides headless access to IDA Pro's reverse engineering capabilities for analyzing binaries, extracting functions and strings, navigating… | 1 star | No one-command install · Source | |
| 3495 | 22.557 | 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 | |
| 3496 | 22.557 | 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 | |
| 3497 | 22.557 | 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 | |
| 3498 | 22.557 | 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 | |
| 3499 | 22.557 | 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 | |
| 3500 | 22.557 | 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 |
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.