Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | 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 | |
| 1302 | 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 | |
| 1303 | 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 | |
| 1304 | 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 | |
| 1305 | 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 | |
| 1306 | 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 | |
| 1307 | 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 | |
| 1308 | 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 | |
| 1309 | 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 | |
| 1310 | 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 | |
| 1311 | 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 | |
| 1312 | 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 | |
| 1313 | 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 | |
| 1314 | 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 | |
| 1315 | 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 | |
| 1316 | 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 | |
| 1317 | 22.557 | 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 | |
| 1318 | 22.557 | 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 | |
| 1319 | 22.557 | 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 | |
| 1320 | 22.557 | 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 | |
| 1321 | 22.557 | 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 | |
| 1322 | 22.557 | 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 | |
| 1323 | 22.557 | 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 | |
| 1324 | 22.557 | yougile-secure-mcpmcp · back-end | Provides read-only access to YouGile project management data including tasks, boards, columns, and users via the YouGile API v2. | 1 star | No one-command install · Source | |
| 1325 | 22.557 | feode-capability-servermcp · back-end | Offshore oilfield services: query FEODE's well plug & abandonment, subsea wellhead (BV+CCS classed), continuous circulation drilling, and a NOV Grant… | 1 star | No one-command install · Source | |
| 1326 | 22.557 | memobot-mcpmcp · back-end | Unofficial MCP server for Memobot, enabling access to user profile, recordings, transcripts, summaries, and account usage through reverse-engineered… | 1 star | No one-command install · Source | |
| 1327 | 22.557 | food-core-mcpmcp · back-end | Independent MCP server for tracking food inventory, estimating best-before dates, managing consumption, and returning expiry reminders to MCP clients. | 1 star | No one-command install · Source | |
| 1328 | 22.557 | weid-ai-mcp-servermcp · back-end | Provides AI agents with persistent identities (Weid numbers) and a friend-based messaging system, enabling cross-platform AI-to-AI communication… | 1 star | No one-command install · Source | |
| 1329 | 22.557 | mailbuttons-mcp-servermcp · back-end | Enables AI agents to send and receive email with enforced security policies, scoped mailboxes, and human approval for external sending. | 1 star | No one-command install · Source | |
| 1330 | 22.557 | annotation-mcpmcp · back-end | MCP server for image annotation, supporting bounding boxes, arrows, highlights, callouts, text, and circles, plus barcode and text detection with OCR. | 1 star | No one-command install · Source | |
| 1331 | 22.557 | unpaywall-mcpmcp · back-end | Enables looking up free-to-read versions of scholarly papers by DOI and searching article titles for Open Access matches via the Unpaywall API. | 1 star | No one-command install · Source | |
| 1332 | 22.557 | pubmed-mcpmcp · back-end | MCP server for accessing NCBI PubMed/PMC databases, enabling search, retrieval of summaries and full records, citation export, and ID conversion… | 1 star | No one-command install · Source | |
| 1333 | 22.557 | oura-ring-mcp-servermcp · back-end | MCP server for the Oura Ring API v2, enabling natural language queries about sleep, readiness, activity, heart rate, and more. | 1 star | No one-command install · Source | |
| 1334 | 22.557 | gigahost-mcpmcp · back-end | Exposes the Gigahost REST API (DNS, domains, servers, web hosting, etc.) to MCP clients via a single passthrough tool, enabling natural language… | 1 star | No one-command install · Source | |
| 1335 | 22.557 | korea-life-mcpmcp · back-end | A Korean life utility MCP server providing 15 tools for Hangul decomposition, romanization, number-to-Korean conversion, business number validation… | 1 star | No one-command install · Source | |
| 1336 | 22.557 | mcp-yandex-wikimcp · back-end | Minimal MCP server for Yandex Wiki that enables reading, writing, searching, and managing wiki pages and attachments. | 1 star | No one-command install · Source | |
| 1337 | 22.557 | deepseek-pdf-readermcp · back-end | MCP server for comprehensive PDF processing including text extraction with OCR, keyword search with regex, table extraction, and page preview as… | 1 star | No one-command install · Source | |
| 1338 | 22.557 | everway-mcp-servermcp · back-end | Everway turns forwarded confirmation emails into one day-by-day itinerary. This MCP server is a hosted bridge between your Everway account and… | 1 star | No one-command install · Source | |
| 1339 | 22.557 | pinelabs-mcpmcp · back-end | MCP server for Pine Labs payment gateway that connects AI assistants to Pine Labs payment APIs using client credentials. | 1 star | No one-command install · Source | |
| 1340 | 22.557 | ecobrowser-mcp-servermcp · back-end | Enables AI agents to control a browser via MCP with structured perception, verified actions, and self-healing capabilities. | 1 star | No one-command install · Source | |
| 1341 | 22.557 | penpot-headlessmcp · back-end | A portable MCP server for headless Penpot project/file/content management, using Penpot's RPC API directly. No browser, no Penpot plugin session. | 1 star | No one-command install · Source | |
| 1342 | 22.557 | rmv-mcp-servermcp · back-end | Enables querying nearby stations and departure boards using the RMV public transport API. | 1 star | No one-command install · Source | |
| 1343 | 22.557 | flowmcp-servermcp · back-end | Provides LocalServer and RemoteServer implementations for running MCP servers locally via stdio or remotely via HTTP/SSE, with simple and advanced… | 1 star | No one-command install · Source | |
| 1344 | 22.557 | kimi-k3-mcpmcp · back-end | A read-only MCP server that gives Codex and other clients a Kimi K3 second opinion through OpenRouter, enabling algorithm review, code review, and… | 1 star | No one-command install · Source | |
| 1345 | 22.557 | hushvertmcp · back-end | File conversion for AI agents: office docs to PDF, PDF to Word, document interchange (Markdown/HTML/EPUB/LaTeX), and audio/video transcodes via the… | 1 star | No one-command install · Source | |
| 1346 | 22.557 | pi-code-mode-mcpmcp · back-end | Composes arbitrary MCP tools using JavaScript, enabling discovery, composition, and execution of other MCP servers through a single 'exec' tool. | 1 star | No one-command install · Source | |
| 1347 | 22.557 | animus-document-enginemcp · back-end | MCP server for rendering, parsing, converting, and editing Office documents (Excel, PowerPoint, Word) from a structured JSON spec, using LibreOffice… | 1 star | No one-command install · Source | |
| 1348 | 22.557 | pccheck-mcp-servermcp · back-end | Provides Claude with read-only access to PC diagnostics including hardware specs, live performance metrics, disk usage, network checks, and more… | 1 star | No one-command install · Source | |
| 1349 | 22.557 | symbolic-math-mcpmcp · back-end | A standalone FastMCP server that validates symbolic math proof files in YAML format using the symbolic-math-verify library. | 1 star | No one-command install · Source | |
| 1350 | 22.557 | sanjoy1234-gauntlexmcp · back-end | MCP Server for Adversarial Co-Generation Engine Generates code and adversarial attacks from the same specification, at the same time — before a commit… | 1 star | No one-command install · Source | |
| 1351 | 22.557 | rubinmcp · back-end | A minimal MCP server that composes MIDI, loads Logic Pro factory patches (including Alchemy), and drives transport, turning Logic Pro into an… | 1 star | No one-command install · Source | |
| 1352 | 22.557 | xploit47mcp · back-end | AI-powered penetration testing reasoning engine (MCP server) for attack path planning, step scoring, and tool recommendations using Beam Search and… | 1 star | No one-command install · Source | |
| 1353 | 22.557 | plugin-health-auditor-mcp-servermcp · back-end | Provides audit_plugin_health and prepare_semantic_review tools for deterministic inspection of Codex plugins and Agent Skills, generating… | 1 star | No one-command install · Source | |
| 1354 | 22.557 | artcraft-mcpmcp · back-end | Enables Hermes Agent (or other MCP clients) to interact with ArtCraft's subscription API for model discovery, cost estimation, reference ingestion… | 1 star | No one-command install · Source | |
| 1355 | 22.557 | etoro-mcpmcp · back-end | MCP server for the eToro public API, providing read and write tools for market data, account management, trading, watchlists, alerts, and social… | 1 star | No one-command install · Source | |
| 1356 | 22.557 | etracker-mcp-servermcp · back-end | Enables querying etracker analytics reports via natural language. Provides tools to list reports, get metadata, and retrieve report data with… | 1 star | No one-command install · Source | |
| 1357 | 22.557 | raindrop-mcp-servermcp · back-end | An MCP server that exposes Raindrop.io's bookmark management API as tools for AI assistants, enabling collection, bookmark, and tag operations. | 1 star | No one-command install · Source | |
| 1358 | 22.557 | deep-searchmcp · back-end | Free, open-source search engine MCP server with 7 sources, 29 tools, and semantic search via ChromaDB at zero cost. | 1 star | No one-command install · Source | |
| 1359 | 22.557 | mcp-searxng-localmcp · back-end | MCP server for local web search via SearXNG, providing unlimited queries without API keys or cost, with automatic fallback to public instances. | 1 star | No one-command install · Source | |
| 1360 | 22.557 | secure-telegram-mcpmcp · back-end | Allows AI clients to securely interact with Telegram accounts through scoped endpoints, with encrypted session storage and per-tool permission checks. | 1 star | No one-command install · Source | |
| 1361 | 22.557 | mcp-toolkit-hubmcp · back-end | MCP hub server that aggregates tools from multiple domain packages into a single globally-available interface. | 1 star | No one-command install · Source | |
| 1362 | 22.557 | visual-document-forensics-mcp-servermcp · back-end | Enables deterministic visual and structural analysis of PDF and DOCX documents, extracting measurable evidence such as blur, OCR confidence, and image… | 1 star | No one-command install · Source | |
| 1363 | 22.557 | muovi-mcp-servermcp · back-end | MCP server for Muovi, Argentina's local services marketplace. Enables discovery of verified service professionals, browsing services and cities… | 1 star | No one-command install · Source | |
| 1364 | 22.557 | pikvm-mcpmcp · back-end | A safety-first Model Context Protocol server for controlling a single PiKVM device, enabling keyboard, mouse, and power operations with strong… | 1 star | No one-command install · Source | |
| 1365 | 22.557 | trivia-mcp-servermcp · back-end | Connects Kiro to the Open Trivia Database to fetch real quiz questions, categories, and stats for building interactive quiz applications. | 1 star | No one-command install · Source | |
| 1366 | 22.557 | dokploy-mcpmcp · back-end | Wraps the Dokploy REST API to expose Dokploy operations as MCP tools for managing projects, applications, compose stacks, deployments, domains, and… | 1 star | No one-command install · Source | |
| 1367 | 22.557 | geomelonmcp · back-end | Geographic data API providing cities, countries, regions, and languages with multilingual support. | 1 star | No one-command install · Source | |
| 1368 | 22.557 | sell-the-trend-mcpmcp · back-end | An MCP server that turns your Sell The Trend account into an AI-drivable product-research engine and generates detailed, decision-ready PDF dossiers… | 1 star | No one-command install · Source | |
| 1369 | 22.557 | effect-airtable-mcp-servermcp · back-end | A production-ready MCP server for Airtable that enables programmatic management of bases, tables, fields, and records through Claude Desktop or other… | 1 star | No one-command install · Source | |
| 1370 | 22.557 | signatrust-mcp-servermcp · back-end | Enables AI assistants to manage document signing workflows via natural language, including creating envelopes, uploading documents, analyzing… | 1 star | No one-command install · Source | |
| 1371 | 22.557 | linux-ssh-mcp-servermcp · back-end | Remote Linux operations via SSH, exposed as an MCP server, with tools for filesystem, systemd, Docker, network, and more, using per-user AD… | 1 star | No one-command install · Source | |
| 1372 | 22.557 | focus-timer-toolsmcp · back-end | MCP server that provides tools to control a server-owned Pomodoro timer, allowing focus, pause, resume, skip, reset, and stats operations. | 1 star | No one-command install · Source | |
| 1373 | 22.557 | threatweavermcp · back-end | MCP-native agentic threat investigation server that investigates IOCs across multiple threat intelligence sources, correlates findings to detect… | 1 star | No one-command install · Source | |
| 1374 | 22.557 | rainkeepermcp · back-end | Exposes the Raindrop.io API as Claude tools for managing bookmarks, collections, tags, and bulk operations, with proper collection move support. | 1 star | No one-command install · Source | |
| 1375 | 22.557 | foresightmcp · back-end | An MCP server that discovers suppliers, screens compliance and live hazards, calculates exposure, ranks alternatives, and drafts purchasing decisions… | 1 star | No one-command install · Source | |
| 1376 | 22.557 | yandex-eda-mcpmcp · back-end | MCP server for Yandex Eda (food delivery) that allows checking authorization, setting delivery address, searching restaurants, viewing menus, managing… | 1 star | No one-command install · Source | |
| 1377 | 22.557 | regressguardmcp · back-end | RegressGuard is an MCP server that records a known-good baseline and lets AI coding agents detect regressions (broken API contracts, failing tests… | 1 star | No one-command install · Source | |
| 1378 | 22.557 | mcp-two-ai-models-communicating-servermcp · back-end | Enables two local LLMs (Qwen and Llama) to communicate via MCP, allowing one model to consult the other for second opinions or additional reasoning. | 1 star | No one-command install · Source | |
| 1379 | 22.557 | mcp-golang-servermcp · back-end | Provides Go language tools for LLMs to analyze, test, and format Go code. | 1 star | No one-command install · Source | |
| 1380 | 22.557 | genomefy-mcp-servermcp · back-end | Provides a local context-memory layer for AI assistants, enabling retrieval-augmented queries, explanations, feedback, and status checks via MCP… | 1 star | No one-command install · Source | |
| 1381 | 22.557 | itechsmart-mcp-servermcp · back-end | Enables AI agents to verify cryptographic ProofLink receipts, query UAIO platform status, and simulate infrastructure attacks, providing autonomous IT… | 1 star | No one-command install · Source | |
| 1382 | 22.557 | rubric-protocol-mcp-servermcp · back-end | Enables AI compliance attestation and verification for EU AI Act, HIPAA, and other regulations, with tools for signing, proving, and anchoring AI… | 1 star | No one-command install · Source | |
| 1383 | 22.557 | keywardmcp · back-end | Enables AI agents to securely use API keys by storing them in an encrypted vault and injecting them on demand with user approval, without exposing the… | 1 star | No one-command install · Source | |
| 1384 | 22.557 | lab-opsmcp · back-end | MCP server that converts SSH operations on training servers into AI-callable tools for GPU monitoring, job submission, file transfer, and more. | 1 star | No one-command install · Source | |
| 1385 | 22.557 | grec0-mcp-secure-env-elicitmcp · back-end | A secure wrapper that launches other MCP servers, replacing environment secrets with placeholders and eliciting them via an encrypted browser form… | 1 star | No one-command install · Source | |
| 1386 | 22.557 | basescopemcp · back-end | basescope is a read-only onchain safety layer for AI agents: it answers "is this token/contract/approval safe?" on Base and EVM chains (honeypot/rug… | 1 star | No one-command install · Source | |
| 1387 | 22.557 | firstreply-mcp-servermcp · back-end | Exposes FirstReply customer support operations as MCP tools, enabling AI assistants to browse conversations, draft replies, manage API keys, and… | 1 star | No one-command install · Source | |
| 1388 | 22.557 | qt-mcpmcp · back-end | A local stdio MCP server that wraps Qt 5.14.2 + MinGW toolchain into Python tools, enabling AI assistants to scaffold, build, run, test, format… | 1 star | No one-command install · Source | |
| 1389 | 22.557 | jlcpcb-skill-mcpmcp · back-end | An MCP server that picks JLCPCB/LCSC parts for KiCad circuits with assembly cost in mind, automating part selection, stock risk checks, and… | 1 star | No one-command install · Source | |
| 1390 | 22.557 | codex-seomcp · back-end | Provides SEO audits, crawling, performance analysis, and deployment management for web projects via a stdio MCP server. | 1 star | No one-command install · Source | |
| 1391 | 22.557 | vibe-launchmcp · back-end | Enables AI tools like Claude Code to deploy projects to multiple servers via SSH with zero installation on target machines. Supports server… | 1 star | No one-command install · Source | |
| 1392 | 22.557 | vastai-mcpmcp · back-end | MCP server that wraps the Vast.ai REST API to enable LLM agents to search GPU marketplace, rent machines, manage instance lifecycle, run commands, and… | 1 star | No one-command install · Source | |
| 1393 | 22.557 | vehicle-imagery-mcp-servermcp · back-end | A Model Context Protocol server for the Vehicle Imagery API that lets AI assistants browse vehicle catalogs and resolve studio quality car images with… | 1 star | No one-command install · Source | |
| 1394 | 22.557 | agentmailboxmcp · back-end | Enables AI agents to maintain persistent context across sessions, restarts, and handoffs through a mailbox-based context sync protocol, compatible… | 1 star | No one-command install · Source | |
| 1395 | 22.557 | routara-mcp-servermcp · back-end | Enables calling 48+ LLMs, image, and video models through Routara's API from Cursor, Claude Desktop, Windsurf, and other MCP clients. Supports chat… | 1 star | No one-command install · Source | |
| 1396 | 22.557 | confluence-wiki-mcp-servermcp · back-end | MCP server for fetching Confluence Wiki content, including pages, search, attachments, comments, and references, with automatic authentication via a… | 1 star | No one-command install · Source | |
| 1397 | 22.557 | ima-mcp-servermcp · back-end | Wraps IMA knowledge base OpenAPI into a standard MCP server, enabling search, browse, read, and add web pages to knowledge bases from any… | 1 star | No one-command install · Source | |
| 1398 | 22.557 | neoom-beaam-mcp-servermcp · back-end | Enables AI assistants to monitor and control neoom BEAAM energy management systems, including solar production, battery, grid power, and device… | 1 star | No one-command install · Source | |
| 1399 | 22.557 | agentic-software-factory-mcpmcp · back-end | Turns Cursor into a full software factory with 10 specialist agents (PM, Architect, Backend, Frontend, etc.) as a local MCP server, keeping code on… | 1 star | No one-command install · Source | |
| 1400 | 22.557 | khiipmcp · back-end | Local-first MCP server that captures web URLs (X, Reddit, YouTube, Wikipedia, articles) as typed data + Markdown into a self-hosted… | 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.