Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3701 | 22.524 | redtail-mcpmcp · back-end | MCP server that exposes Redtail CRM's TWAPI as tools, enabling CRM operations like contacts, activities, and onboarding via natural language. | 1 star | No one-command install · Source | |
| 3702 | 22.524 | ghost-styling-mcpmcp · front-end | Enables styling and management of Ghost blogs by providing vision of the live page (markup and CSS) for accurate CSS targeting, along with tools for… | 1 star | No one-command install · Source | |
| 3703 | 22.524 | secure-local-mcpmcp · database | A fully offline, secure MCP server that enables AI agents to search, read, write, and list local markdown notes using SQLite FTS5, with directory… | 1 star | No one-command install · Source | |
| 3704 | 22.524 | graph-mem-mcpmcp · ai-agents | A universal MCP server providing persistent, structured memory through a knowledge graph with graph storage, semantic vector search, and multi-hop… | 1 star | No one-command install · Source | |
| 3705 | 22.524 | askais-ai-receipt-generator-mcpmcp · back-end | Lets MCP clients create professional receipt PDFs, return structured receipt data, and check prepaid API credit through a remote endpoint. | 1 star | No one-command install · Source | |
| 3706 | 22.524 | powershell-terminalmcp · ai-agents | Enables Claude to execute PowerShell commands and scripts in a persistent interactive terminal on Windows, with real-time output streaming to a web… | 1 star | No one-command install · Source | |
| 3707 | 22.524 | telegram-mcp-3mcp · comms | Personal read-only Telegram MCP server exposing chat, message, and media tools via streamable HTTP with bearer authentication. | 1 star | No one-command install · Source | |
| 3708 | 22.524 | silicon-transfer-mcp-servermcp · back-end | Enables secure file transfers (FTP/FTPS/SFTP) with built-in SHA-256 verification proofs, ensuring every upload and download is cryptographically… | 1 star | No one-command install · Source | |
| 3709 | 22.524 | steam-local-mcpmcp · ai-agents | Let your agent control your steam client. e.g. "pick a strategy game from my library and launch it" | 1 star | No one-command install · Source | |
| 3710 | 22.524 | mako-metrics-mcp-servermcp · payments | Mako Metrics sells done-for-you competitor Meta ads intelligence reports (PDF). This MCP lets AI agents recommend a plan, collect an order brief, and… | 1 star | No one-command install · Source | |
| 3711 | 22.524 | mako-metricsmcp · payments | MCP server for Mako Metrics competitor Meta ads intelligence, enabling plan recommendations and Stripe checkout. | 1 star | No one-command install · Source | |
| 3712 | 22.524 | minecraft-wiki-mcp-servermcp · search | Enables searching and retrieving Minecraft Wiki content in multiple formats (wikitext, HTML, markdown) through MCP tools, with batch retrieval and… | 1 star | No one-command install · Source | |
| 3713 | 22.524 | verdigraphmcp · auth | Paid hosted MCP for agent-to-agent compute routing and brain-builder workflows. OAuth 2.1 + PKCE auth, Stripe prepaid USD credits, 29 tools (10 free… | 1 star | No one-command install · Source | |
| 3714 | 22.524 | ocr-mcpmcp · back-end | A Model Context Protocol server that gives AI assistants OCR with first-class accuracy handling and evaluation. It wraps three engines behind one… | 1 star | No one-command install · Source | |
| 3715 | 22.524 | arch-viewermcp · front-end | Provides AI-powered architecture analysis and visualization of codebases, exposing 17 MCP tools for querying components, dependencies, and generating… | 1 star | No one-command install · Source | |
| 3716 | 22.524 | easyquote-mcp-servermcp · back-end | Enables AI agents to access real-time and historical stock market data for A-shares, Hong Kong, US, and global markets, including quotes, K-lines… | 1 star | No one-command install · Source | |
| 3717 | 22.524 | influx-mcpmcp · back-end | MCP server for InfluxDB 2.x, tuned for Home Assistant long-term storage, enabling reading sensor history, finding anomalies, and running Flux queries. | 1 star | No one-command install · Source | |
| 3718 | 22.524 | firecrawl-mcp-server-2mcp · search | Integrates with Firecrawl for web scraping, enabling capabilities like scraping, crawling, searching, extracting, deep research, and batch scraping… | 1 star | No one-command install · Source | |
| 3719 | 22.524 | mcp-1passwordmcp · ai-agents | An MCP server that integrates 1Password with AI agents, providing secure access to vaults and items with secrets redacted by default. | 1 star | No one-command install · Source | |
| 3720 | 22.524 | mcp-actualmcp · back-end | An MCP server for Actual Budget that connects to your Actual sync server, opens one budget file, and exposes it to MCP clients over streamable HTTP or… | 1 star | No one-command install · Source | |
| 3721 | 22.524 | ble-toy-mcp-startermcp · ai-agents | An open-source tutorial and safe code skeleton that enables users to control their own BLE devices from ChatGPT via MCP and Secure MCP Tunnel. | 1 star | No one-command install · Source | |
| 3722 | 22.524 | monstarx-singapore-mcpmcp · ai-agents | Provides AI agents with live, structured access to Singapore government open data including weather, transport, property, and company registry via 35… | 1 star | No one-command install · Source | |
| 3723 | 22.524 | pdf-edit-mcpmcp · other | Enables editing text in existing PDFs by modifying content stream operators, preserving original fonts and positions. Provides fidelity reports on… | 1 star | No one-command install · Source | |
| 3724 | 22.524 | data-science-agent-mcp-servermcp · back-end | Provides MCP-compatible tools for data analysis, including file reading, Python/SQL execution, and hypothesis testing. Enables autonomous data… | 1 star | No one-command install · Source | |
| 3725 | 22.524 | neighborsmcp · ai-agents | Enables multiple Claude Code sessions to communicate and coordinate through broadcast and peer-to-peer messaging. | 1 star | No one-command install · Source | |
| 3726 | 22.524 | voice-memo-hubmcp · search | Enables read-first interaction with Apple Voice Memos: search transcripts, review action candidates, mark reviewed, prepare tasks for Codex, and… | 1 star | No one-command install · Source | |
| 3727 | 22.524 | sarvam-ai-mcp-servermcp · back-end | Enables LLM-based clients to perform Indic language processing including translation, transliteration, language identification, and chat with the… | 1 star | No one-command install · Source | |
| 3728 | 22.524 | endnote-for-word-mcp-servermcp · back-end | Enables AI agents to manage citations in Microsoft Word via EndNote, including DOI-verified paper search, RIS import/export, and genuine CWYW IEEE… | 1 star | No one-command install · Source | |
| 3729 | 22.524 | chess-mcpmcp · back-end | A powerful chess engine and game server built with the Model Context Protocol (MCP). Play chess against AI, analyze positions, and integrate chess… | 1 star | No one-command install · Source | |
| 3730 | 22.524 | h4sht-bookstack-mcpmcp · search | Enables AI assistants to manage BookStack wikis with tools for CRUD operations on books, chapters, pages, shelves, and search, using Markdown input. | 1 star | No one-command install · Source | |
| 3731 | 22.524 | memory-ai-localmcp · ai-agents | A local-first MCP server that manages developer memory for coding agents, enabling shared project context, permissions, and audit trails across… | 1 star | No one-command install · Source | |
| 3732 | 22.524 | mcp-ssh-sessionmcp · ai-agents | An MCP server that enables AI agents to establish and manage persistent SSH sessions with smart command execution, async support, and file operations. | 1 star | No one-command install · Source | |
| 3733 | 22.524 | myfinance-mcpmcp · observability | Enables personal finance management through natural language: log expenses, snap receipt photos, and import bank statements. Computes budgets, trends… | 1 star | No one-command install · Source | |
| 3734 | 22.524 | sdar-mcp-tasks-provider-runtimemcp · other | A language-neutral runtime for the SEP-2663 task lifecycle and io.sdar/taskExecution Provider Profile, delegating resource facts and side effects to… | 1 star | No one-command install · Source | |
| 3735 | 22.524 | rayzia-mcpmcp · database | Enables AI agents to drive a live SVG/vector editor, allowing a full observe-and-act loop on a canvas with real tools, state reading, and PNG… | 1 star | No one-command install · Source | |
| 3736 | 22.524 | bvb-mcpmcp · back-end | Read-only MCP server for the Bucharest Stock Exchange, exposing instrument data, OHLCV candles, and fundamentals through a public backend with no… | 1 star | No one-command install · Source | |
| 3737 | 22.524 | codex-ssh-terminal-mcpmcp · ai-agents | Agent-native SSH control plane with a local Web Terminal, human-in-the-loop secret input, keychain-backed profiles, and user-confirmed uploads for… | 1 star | No one-command install · Source | |
| 3738 | 22.524 | docforgemcp · ai-agents | Agent-grade document production powered by Typst: templates with JSON schemas, deterministic compile/lint/repair, PNG previews and visual QA | 1 star | No one-command install · Source | |
| 3739 | 22.524 | dlbrowsermcp · ai-agents | MCP server that gives AI agents reliable web access with self-healing, anti-bot bypass and clean content extraction. It provides 11 tools like fetch… | 1 star | No one-command install · Source | |
| 3740 | 22.524 | onboard-mcpmcp · devops | Checks your local development environment for common issues like wrong Node version, missing Docker, missing git config, missing .env keys, and busy… | 1 star | No one-command install · Source | |
| 3741 | 22.524 | undatamcp · back-end | A CLI and MCP server for querying UN statistical data via the SDMX REST API, providing tools to list datasets, retrieve WDI and MDG data, search… | 1 star | No one-command install · Source | |
| 3742 | 22.524 | agent-skills-apimcp · ai-agents | A multi-agent system for code rules management using MCP, supporting search, generation, and architectural validation through specialized agents. | 1 star | No one-command install · Source | |
| 3743 | 22.524 | domscan-mcp-servermcp · back-end | Domain intelligence for DNS, WHOIS/RDAP, SSL/TLS, subdomain discovery, availability, valuation, email security, and typosquatting and brand… | 1 star | No one-command install · Source | |
| 3744 | 22.524 | planoda-mcp-servermcp · back-end | A stdio bridge that connects MCP clients to Planoda's hosted platform, enabling AI assistants to manage issues, projects, cycles, and more in a… | 1 star | No one-command install · Source | |
| 3745 | 22.524 | sapiens-mcpmcp · other | Enables users to generate images, articles, voice, music, and more from their Sapiens Sintéticos account using natural language, spending credits and… | 1 star | No one-command install · Source | |
| 3746 | 22.524 | lean-jira-mcpmcp · ai-agents | A lean, agent-first MCP server for JIRA Cloud that exposes 10 intent-shaped tools for searching, creating, updating issues, and more, with… | 1 star | No one-command install · Source | |
| 3747 | 22.524 | renpho-health-mcpmcp · ai-agents | Enables AI agents to query and analyze Renpho smart scale data (weight, body fat, etc.) by syncing it from the Renpho app and exposing it through MCP… | 1 star | No one-command install · Source | |
| 3748 | 22.524 | puls-mcpmcp · ai-agents | MCP server for Puls prediction markets on Arc, letting AI assistants read live markets, the AI-vs-crowd oracle, autonomous agents, and place real USDC… | 1 star | No one-command install · Source | |
| 3749 | 22.524 | pingwamcp · back-end | WhatsApp notifications and human-in-the-loop for AI agents. Text "join" to get an API key, then send messages, ask questions with tap-to-answer… | 1 star | No one-command install · Source | |
| 3750 | 22.524 | thunderbird-mcpmcp · ai-agents | A read-only MCP server that lets Claude read and search emails from Thunderbird accounts and access contacts, working directly with profile files. | 1 star | No one-command install · Source | |
| 3751 | 22.524 | maxoperf-mcp-servermcp · ai-agents | Remote MCP server enabling AI agents to manage the MaxoPerf performance testing platform via natural language, including creating tests, launching… | 1 star | No one-command install · Source | |
| 3752 | 22.524 | painel-sint-tico-concordemcp · other | Enables AI assistants to explore a panel of 787 synthetic Brazilian banking consumer personas for product discovery, with deterministic filtering and… | 1 star | No one-command install · Source | |
| 3753 | 22.524 | pexip-infinity-mcp-servermcp · ai-agents | An MCP server that enables Claude and other LLM agents to manage and monitor Pexip Infinity deployments through natural language, with 122 tools for… | 1 star | No one-command install · Source | |
| 3754 | 22.524 | kjadeja-open-featurebase-mcpmcp · ai-agents | MCP server for reading public Featurebase feedback boards, enabling agents to query user feedback, posts, comments, and statistics. | 1 star | No one-command install · Source | |
| 3755 | 22.524 | rawtrace-mcpmcp · browser | Records raw DOM mutations and network events during AI agent browser interactions, enabling detailed debugging and analysis of Playwright automations. | 1 star | No one-command install · Source | |
| 3756 | 22.524 | senior-code-mcpmcp · ai-agents | Gives coding agents a memory of codebases by searching repositories using semantic similarity and structural call/import graphs, enabling reuse of… | 1 star | No one-command install · Source | |
| 3757 | 22.524 | agundur-geo-scannermcp · back-end | Checks whether a website is readable and citable by AI search engines — llms.txt, Schema.org structured data, AI-bot access in robots.txt, content… | 1 star | No one-command install · Source | |
| 3758 | 22.524 | z-climcp · back-end | Z-CLI provides NAS operations like file management, pool queries, search, and file operations through CLI and MCP Server, enabling AI assistants to… | 1 star | No one-command install · Source | |
| 3759 | 22.524 | sandeepmallareddy-whatsappmcp · other | WhatsApp messaging integration with 16 tools for sending, receiving, and media handling. | 1 star | No one-command install · Source | |
| 3760 | 22.524 | regintel-mcpmcp · back-end | MCP server for the RegIntel API — structured regulatory data across 41 jurisdictions and 212 regulations | 1 star | No one-command install · Source | |
| 3761 | 22.524 | ad0750-regintelmcp · back-end | Provides regulatory intelligence data across 41 jurisdictions and 212 regulations via the RegIntel API. | 1 star | No one-command install · Source | |
| 3762 | 22.524 | ts-lsp-mcpmcp · ai-agents | An MCP server that provides TypeScript 7 native language server capabilities (go to definition, find references, hover types, diagnostics) to coding… | 1 star | No one-command install · Source | |
| 3763 | 22.524 | stellify-mcp-servermcp · front-end | Enables AI assistants to incrementally build Laravel and Vue.js applications by creating file structures, methods, and code through natural… | 1 star | No one-command install · Source | |
| 3764 | 22.524 | stellifymcp · other | Build Laravel apps through conversation with code stored as structured JSON for surgical AI edits. | 1 star | No one-command install · Source | |
| 3765 | 22.524 | ros2-mcp-servermcp · ai-agents | Connects AI agents like Claude to live ROS2 robots, enabling natural language interaction for diagnostics, parameter tuning, and control with safety… | 1 star | No one-command install · Source | |
| 3766 | 22.524 | bing-seo-mcpmcp · back-end | Provides AI agents full access to Bing Webmaster Tools API for site management, URL submission, sitemaps, traffic stats, keyword research, and URL… | 1 star | No one-command install · Source | |
| 3767 | 22.524 | tethral-acrmcp · observability | Interaction profile registry for AI agents to log interactions and query behavioral patterns across the network. | 1 star | No one-command install · Source | |
| 3768 | 22.524 | plane-clientmcp · back-end | MCP server for the Plane project management API, enabling issue retrieval, listing, commenting, state changes, and creation. | 1 star | No one-command install · Source | |
| 3769 | 22.524 | tup-mcp-servermcp · ai-agents | An open-source MCP server that enables secure AI-to-AI collaboration across organizations without sharing system prompts, private data, model weights… | 1 star | No one-command install · Source | |
| 3770 | 22.524 | annuma-study-companionmcp · ai-agents | MCP server that exposes a read-only knowledge base of verified math lecture material, enabling AI agents to quiz students using active recall via… | 1 star | No one-command install · Source | |
| 3771 | 22.524 | open-mindmcp · search | MCP server that builds a deterministic, source-traceable knowledge index of any codebase, enabling glossary lookup, code graphs, and exact-token… | 1 star | No one-command install · Source | |
| 3772 | 22.524 | aurais-mcp-botsmcp · back-end | A monorepo of five signed MCP servers (journal-companion, market-scout, meeting-distiller, research-reader, writing-editor) with offline verifiable… | 1 star | No one-command install · Source | |
| 3773 | 22.524 | bifrost-mcpmcp · back-end | Bifrost MCP is a server for managing persistent interactive SSH sessions, enabling AI agents to execute commands, interact with terminals, manage sudo… | 1 star | No one-command install · Source | |
| 3774 | 22.524 | runcloud-mcp-servermcp · back-end | Exposes the RunCloud v3 API to AI assistants, allowing natural language querying and management of servers with safety profiles for destructive… | 1 star | No one-command install · Source | |
| 3775 | 22.524 | videocontext-mcpmcp · other | Turns a YouTube video or allowlisted local video into a timestamped transcript, chronological timeline, and retrievable image resources for… | 1 star | No one-command install · Source | |
| 3776 | 22.524 | obsidi-mcpmcp · back-end | Exposes Obsidian vault tools via Model Context Protocol (MCP) server over stdio, HTTP, or SSE transports, enabling AI assistants to read, write… | 1 star | No one-command install · Source | |
| 3777 | 22.524 | notify-hubmcp · comms | Exposes tools to send notifications, list channels, and check gateway health via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 3778 | 22.524 | hn-developer-sentiment-mcpmcp · search | A deterministic read on Hacker News developer sentiment for any brand, tool, or library, exposing four MCP tools for sentiment summary, mention… | 1 star | No one-command install · Source | |
| 3779 | 22.524 | kitsune-a11y-mcpmcp · back-end | An accessibility audit server that enforces WCAG 2.2 AA standards by running axe-core in a headless browser, providing violation details grouped by… | 1 star | No one-command install · Source | |
| 3780 | 22.524 | vorionsys-mcp-servermcp · ai-agents | MCP server for AI-agent governance using trust scoring, behavioral signals, and pre-flight action checks. | 1 star | No one-command install · Source | |
| 3781 | 22.524 | orca-mcpmcp · ai-agents | Wraps the OrcaSlicer CLI to enable AI agents to slice 3D models, run parameter sweeps, and analyze G-code. | 1 star | No one-command install · Source | |
| 3782 | 22.524 | second-brain-mcp-2mcp · search | Enables AI assistants to capture, search, update, and delete notes in a local Markdown vault with automatic categorization and tagging, making… | 1 star | No one-command install · Source | |
| 3783 | 22.524 | paper-search-arxiv-semantic-scholar-openalexmcp · search | Unified academic paper search for AI agents. search_all queries arXiv, Semantic Scholar and OpenAlex at once, de-duplicates the same work across… | 1 star | No one-command install · Source | |
| 3784 | 22.524 | numbers-climcp · ai-agents | Enables AI agents to create, read, view, and edit Apple Numbers spreadsheets through the Model Context Protocol, leveraging both a parser engine and… | 1 star | No one-command install · Source | |
| 3785 | 22.524 | google-maps-scrapermcp · browser | Give your AI agent live Google Maps search, review, and photo data through one secure MCP connection. | 1 star | No one-command install · Source | |
| 3786 | 22.524 | dq042000-gitlabmcp · github-vcs | Integrates with GitLab API for repository management, issue tracking, merge requests, and code search with configurable scan depth. | 1 star | No one-command install · Source | |
| 3787 | 22.524 | hyperagent-mcpmcp · ai-agents | Provides an MCP server and local provider to access Hyperagent models Fable 5 and GPT-5.6 Sol via a browser session cookie. | 1 star | No one-command install · Source | |
| 3788 | 22.524 | preflight-mcpmcp · other | Enables pilots to assemble a preflight briefing per 14 CFR §91.103 by fetching weather, airport info, aircraft performance, fuel estimates… | 1 star | No one-command install · Source | |
| 3789 | 22.524 | mcp-server-personalmcp · comms | Personal-assistant MCP server for managing personal data including calendar events, emails (read/label only), and contacts via local files or Gmail… | 1 star | No one-command install · Source | |
| 3790 | 22.524 | hwpx-excel-qgis-mcpmcp · back-end | Local MCP server enabling Codex to inspect and edit HWPX documents, Excel spreadsheets, and QGIS QGS/QGZ projects on Windows with safety and fidelity. | 1 star | No one-command install · Source | |
| 3791 | 22.524 | socialmemory-mcpmcp · ai-agents | Enables local AI agents to search, read, and manage a user's saved X likes and bookmarks, sync them from a local browser, and attach notes and tags. | 1 star | No one-command install · Source | |
| 3792 | 22.524 | overdare-mcpmcp · ai-agents | An MCP server that enables AI agents to browse, create, edit, and script in OVERDARE Studio, and to run playtests. | 1 star | No one-command install · Source | |
| 3793 | 22.524 | eugenelabonarsky-votura-toursmcp · search | Searches and retrieves AI-powered audio tours, stops, and landmarks for walking, cycling, and driving routes by city. | 1 star | No one-command install · Source | |
| 3794 | 22.524 | canonical-company-searchmcp · search | Verified, long-tail company search: describe what you want, get an LLM-verified company shortlist. | 1 star | No one-command install · Source | |
| 3795 | 22.524 | bandsaas-mcp-servermcp · back-end | Enables musicians and their agents to manage AI licensing, register tracks by ISRC, issue/revoke licences, access compliance audit trails, and run… | 1 star | No one-command install · Source | |
| 3796 | 22.524 | openfox-ragmcp · search | MCP server for OpenFox that provides a rag_search tool for hybrid retrieval from local knowledge bases (Obsidian vaults, docs) using BM25, vector… | 1 star | No one-command install · Source | |
| 3797 | 22.524 | google-task-ifttt-webhook-mcpmcp · back-end | MCP server running on Cloudflare Workers that exposes a create_google_task tool to send tasks to Google Tasks via IFTTT Maker webhook. | 1 star | No one-command install · Source | |
| 3798 | 22.524 | dotvvm-docs-mcpmcp · front-end | Enables AI assistants to access DotVVM UI control documentation, including listing controls and retrieving detailed docs with code samples. | 1 star | No one-command install · Source | |
| 3799 | 22.524 | odds-api-mcp-servermcp · back-end | Enables AI assistants to access sports betting odds data from 265+ bookmakers across 34 sports, including events, odds, historical data, arbitrage… | 1 star | No one-command install · Source | |
| 3800 | 22.524 | strut-stack-sqlmcp · database | Token-efficient MCP server for MySQL, PostgreSQL, and SQLite written in Rust, providing SQL query execution and analysis tools with strong security… | 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.