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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
260123.374japan-intelligence-apimcp · back-endProvides AI agents with comprehensive Japanese market intelligence through 27 MCP tools, covering corporate data, macroeconomics, financials, and…1 forkNo one-command install · Source
260223.374100hiresmcp · back-endMCP server providing 130 recruiting and talent management tools for AI-powered hiring workflows.1 forkNo one-command install · Source
260323.374wh0ff24-crypto-datamcp · back-endMCP server for live cryptocurrency prices, market overview, Fear & Greed Index, and historical charts via CoinGecko.1 forkNo one-command install · Source
260423.374dontsovcmc-cdekmcp · back-endIntegrates the CDEK delivery API for creating orders, tracking shipments, and finding pickup points.1 forkNo one-command install · Source
260523.374cdekmcp · back-endIntegrates with CDEK delivery API to manage orders, track shipments, find pickup points, and handle delivery labels and barcodes through natural…1 forkNo one-command install · Source
260623.374aws-health-mcp-servermcp · back-endMCP server that exposes AWS Health API as tools for checking service health, events, and scheduled maintenance at account or organization level.1 forkNo one-command install · Source
260723.374grok-mcp-server-2mcp · back-endSearch X (formerly Twitter) in real-time from your AI assistant using xAI's Grok API, with no X API account required.1 forkNo one-command install · Source
260823.374instagram-personal-mcpmcp · back-endAn MCP server that wraps instagrapi to read, engage, and send DMs from a personal Instagram account, supporting 24 tools for auth, profile…1 forkNo one-command install · Source
260923.374hostsmith-mcp-servermcp · back-endEnables AI agents to deploy static files and get live HTTPS URLs instantly, with support for custom domains and data residency.1 forkNo one-command install · Source
261023.374signaliz-mcpmcp · back-endProvides MCP clients with 60+ APIs for B2B data enrichment, lead generation, email verification, company intelligence, and agentic GTM workflows.1 forkNo one-command install · Source
261123.374signalizmcp · back-endB2B email verification, company signal enrichment, and governed GTM data pipeline server for sales and marketing teams.1 forkNo one-command install · Source
261223.374ryotaro-tanaka-oss-onrampmcp · back-endScout beginner-friendly open source issues with high precision using GitHub GraphQL.1 forkNo one-command install · Source
261323.374mcp-oss-onrampmcp · back-endAn MCP server that scouts truly beginner-friendly open-source issues from GitHub, checking availability and summarizing them for AI consumption.1 forkNo one-command install · Source
261423.374rocnubie-flow-music-aimcp · back-endRead-only MCP server providing pricing and official links for the Flow Music AI generator.1 forkNo one-command install · Source
261523.374flowmusicai-mcp-servermcp · back-endProvides AI clients with access to FlowMusicAI's pricing, documentation, and FAQ, enabling them to answer questions about the AI music generator.1 forkNo one-command install · Source
261623.374rootsbymenda-pharma-regulatorymcp · back-endFree drug safety server covering 7 databases: DrugBank, drug interactions, FAERS adverse events, WHO alerts, and TGA regulatory data.1 forkNo one-command install · Source
261723.374pharma-mcp-servermcp · back-endEnables drug safety, interactions, adverse events, and regulatory data queries using free sources like DrugBank, WHO, FDA FAERS, and more. Provides…1 forkNo one-command install · Source
261823.374neko-mcpmcp · back-endEnables AI agents to control a neko virtual browser via WebSocket and REST APIs, while allowing live viewing through a WebRTC stream.1 forkNo one-command install · Source
261923.374bidsparq-mcp-servermcp · back-endQuery federal RFP, subaward, pricing, and vendor data from AI clients via 55 tools, including procurement contact graph and contract vehicle…1 forkNo one-command install · Source
262023.374microsoft-mcpmcp · back-endModel Context Protocol servers for Microsoft 365, enabling AI assistants to interact with Calendar, Contacts, OneDrive, Outlook, and SharePoint via…1 forkNo one-command install · Source
262123.374cycloid-mcp-servermcp · back-endEnables AI assistants to interact with the Cycloid platform for infrastructure management, including blueprint discovery, stack creation, pipeline…1 forkNo one-command install · Source
262223.374ibm-content-services-mcp-servermcp · back-endEnables AI models to interact with IBM FileNet Content Manager for document lifecycle management, metadata extraction, legal holds, and AI-powered…1 forkNo one-command install · Source
262323.374meta-ad-library-mcpmcp · back-endSearches the Meta (Facebook) Ad Library by keyword and returns ad details including advertiser, ad copy, and EU reach, without requiring an API key.1 forkNo one-command install · Source
262423.374tastytrade-mcpmcp · back-endMCP server for the tastytrade brokerage API, providing tools for account management, market data, and order execution.1 forkNo one-command install · Source
262523.374mcp-gemini-crunchtoolsmcp · back-endA secure MCP server for Google Gemini AI, providing 39 tools for text, image, video, document, YouTube, research, and more. Runs locally via stdio…1 forkNo one-command install · Source
262623.374linkedin-job-search-mcp-servermcp · back-endEnables AI assistants to search LinkedIn jobs with built-in rate limiting to prevent IP bans. Supports job search, filtering, company profiles, and…1 forkNo one-command install · Source
262723.374sigmapilot-mcp-servermcp · back-endA remote Model Context Protocol (MCP) server for real-time cryptocurrency and stock market analysis. Provides AI-powered market intelligence tools…1 forkNo one-command install · Source
262823.374mcp-ddg-researchmcp · back-endLightweight MCP server for DuckDuckGo search with HTML fallback, safe webpage fetching, caching, and clean text extraction.1 forkNo one-command install · Source
262923.374smart-contract-security-analyzermcp · back-endAn MCP server that statically audits Solidity smart contracts for common vulnerabilities like reentrancy and access control, enabling developers to…1 forkNo one-command install · Source
263023.374trendkia-mcp-servermcp · back-endEnables AI assistants to access and search TrendKia articles, retrieving clean markdown content without HTML scraping.1 forkNo one-command install · Source
263123.37424htrack-mcpmcp · back-endTrack packages across 3,200+ carriers (USPS, UPS, FedEx, DHL, China Post, UniUni, SpeedX and more) with automatic carrier detection. Register, list…1 forkNo one-command install · Source
263223.374docker-helper-ai-mcpmcp · back-endDocker Helper MCP server that provides tools for automating Docker tasks such as generating Dockerfiles, parsing docker-compose files, and optimizing…1 forkNo one-command install · Source
263323.374cadence-mcpmcp · back-endA daily-rhythm support MCP server for ADHD and bipolar disorder, providing 23 tools for mood tracking, social rhythm regularity, early warning…1 forkNo one-command install · Source
263423.374ionis-mcpmcp · back-endMCP server for HF radio propagation analytics using 175M+ aggregated signatures from WSPR, RBN, Contest, DXpedition, and PSK Reporter datasets…1 forkNo one-command install · Source
263523.374io-github-qso-graph-ionis-mcpmcp · back-endAn MCP server for HF radio propagation analytics using the IONIS dataset collection, enabling natural language queries about band conditions…1 forkNo one-command install · Source
263623.374opencode-lensmcp · back-endMCP server that enables inspecting, controlling, and safely automating live opencode TUI sessions.1 forkNo one-command install · Source
263723.374docusign-mcp-server-patchedmcp · back-endProvides DocuSign eSignature operations via JWT Grant for headless AI agents, enabling envelope management, document signing, and template access…1 forkNo one-command install · Source
263823.374pubmed-custom-connector-mcp-servermcp · back-endEnables users to search and fetch PubMed biomedical literature articles through natural language queries in Microsoft 365 Copilot.1 forkNo one-command install · Source
263923.374clichefactory-mcpmcp · back-endMCP server for ClicheFactory, enabling structured data extraction from documents such as PDFs, images, and office files via AI assistants.1 forkNo one-command install · Source
264023.374nimgenmcp · back-endFirst MCP server for NVIDIA NIM FLUX. Generate and edit images using FLUX.1 models with your existing NVIDIA API key.1 forkNo one-command install · Source
264123.374plattermcp · back-endMCP server exposing file operations, shell commands, glob/grep search, and JavaScript evaluation via stdio, HTTP, or system tray.1 forkNo one-command install · Source
264223.374fiverr-mcpmcp · back-endEnables AI assistants to manage Fiverr seller accounts directly from the browser session. Supports gig management, order tracking, messaging…1 forkNo one-command install · Source
264323.374odoo-mcp-server-remotemcp · back-endRemote MCP server for Odoo ERP — exposes Odoo operations over Streamable HTTP with bearer token authentication.1 forkNo one-command install · Source
264423.374cafe-mcpmcp · back-endKorean Saju (Four Pillars / 사주명리) birth-chart analysis — 5 free tools: chart, five elements, gyeokguk, yin-yang/climate balance, and classical…1 forkNo one-command install · Source
264523.374monobank-mcpmcp · back-endA Model Context Protocol server that enables interaction with Monobank API, providing tools for currency exchange rates, client info, and account…1 forkNo one-command install · Source
264623.374moo-mcpmcp · back-endMCP server for LambdaMOO administration. Connects to a MOO's admin port over TCP and exposes tools for eval, verb/property management, and inheritance…1 forkNo one-command install · Source
264723.374ai-log-mcp-servermcp · back-endEnables querying and managing AI logs through tools like listing logs, retrieving jobs, and performing AI-powered chat queries. Also provides access…1 forkNo one-command install · Source
264823.374xee-mcpmcp · back-endEnables AI assistants to search X posts and read user timelines without API costs, using cookie authentication.1 forkNo one-command install · Source
264923.374tcm-mcp-servermcp · back-endEnables AI assistants to access professional Traditional Chinese Medicine knowledge, including herb and formula search, acupoint lookup, six-channel…1 forkNo one-command install · Source
265023.374tradinview-mcpmcp · back-endA TradingView-style market research and charting MCP server that provides tools for market data, indicators, watchlists, and local HTML chart…1 forkNo one-command install · Source
265123.374hevy-mcp-2mcp · back-endExposes the Hevy workout API to Claude, enabling users to manage workouts, routines, exercise templates, body measurements, and user info via natural…1 forkNo one-command install · Source
265223.374chatgpt-obsidian-mcp-proxymcp · back-endA local proxy that enables ChatGPT to access an Obsidian vault through the Obsidian Local REST API by tunneling via ngrok and adding the API key…1 forkNo one-command install · Source
265323.374airlabs-mcp-servermcp · back-endProvides AI assistants with access to real-time flight data, airport schedules, delays, and aviation reference databases through natural language…1 forkNo one-command install · Source
265423.374woow-n8n-mcp-servermcp · back-endA production-ready admin bundle for the n8n-mcp server, featuring a web GUI, token-authenticated reverse proxy, and tool management to let AI…1 forkNo one-command install · Source
265523.374specter-skillsmcp · back-endConfigure a Specter game backend from chat — economy, progression, leaderboards, tournaments, battle passes, and real-time multiplayer — via your AI…1 forkNo one-command install · Source
265623.374testops-mcp-servermcp · back-endEnables AI assistants to interact with TestOps 5.25 for managing projects, test runs, test plans, and test cases via MCP tools.1 forkNo one-command install · Source
265723.374vultr-codex-pluginmcp · back-endMCP server for managing Vultr VPS instances with safety guards, including preview creation, restricted plans/regions, and exact confirmation strings…1 forkNo one-command install · Source
265823.374pylon-mcp-servermcp · back-endAn MCP server that integrates with the Pylon API, providing 38 tools for user management, contacts, issues, tags, external issue linking, knowledge…1 forkNo one-command install · Source
265923.374padlet-mcp-servermcp · back-endEnables Claude to read posts, create new posts, and add comments on Padlet boards through natural language.1 forkNo one-command install · Source
266023.374freeappstore-mcp-servermcp · back-endEnables AI agents to browse, create, and manage apps on the FreeAppStore platform, including provisioning repositories, writing code, and deploying…1 forkNo one-command install · Source
266123.374open-vision-mcpmcp · back-endProvider-neutral Vision MCP Server — image analysis via 10 inference providers through a single MCP server.1 forkNo one-command install · Source
266223.374edhrec-mcp-servermcp · back-endEnables Claude to access EDHREC's Commander deckbuilding data, including recommended cards, synergies, combos, and average decklists.1 forkNo one-command install · Source
266323.374comfymcp-localmcp · back-endLocal-first MCP server for controlling a loopback ComfyUI instance from same-machine or authenticated LAN clients.1 forkNo one-command install · Source
266423.374kingdee-mcpmcp · back-endMCP server for querying Kingdee Cloud K/3 data including sales orders, manufacturing orders, and material shortages.1 forkNo one-command install · Source
266523.374auto-mcp-servermcp · back-endEnables LLMs to interact with any REST API that has an OpenAPI specification by providing a lightweight MCP server that translates between natural…1 forkNo one-command install · Source
266623.374worldmonitor-mcpmcp · back-endMCP server wrapping worldmonitor global intelligence dashboard, exposing 140 tools across 32 services for live market, geopolitical, military, cyber…1 forkNo one-command install · Source
266723.374m365-graph-mcp-servermcp · back-endModel Context Protocol server wrapping Microsoft Graph API for OneDrive, SharePoint, and Calendar with read and write operations, plus Teams meeting…1 forkNo one-command install · Source
266823.374loopy-mcp-servermcp · back-endIntegrates Loopy's AI agent loop library with MCP-compatible clients like LM Studio, enabling discovery, analysis, crafting, and execution of bounded…1 forkNo one-command install · Source
266923.374fandango-mcpmcp · back-endUnofficial, read-only MCP server for Fandango showtimes and seat availability, reverse-engineered from observed web traffic.1 forkNo one-command install · Source
267023.374shdc-appointment-mcpmcp · back-endMCP server for managing appointments on the Shanghai SHDC site, handling captcha, SMS verification, patient data, and submission with user…1 forkNo one-command install · Source
267123.374pymcp-kitmcp · back-endA capability-first MCP server toolkit for FastAPI that supports Streamable HTTP and stdio transports, with registries for tools, prompts, and…1 forkNo one-command install · Source
267223.374freelancer-mcp-servermcp · back-endConnects Claude to Freelancer.com, enabling project search, bidding, messaging, and profile management via natural language.1 forkNo one-command install · Source
267323.374austrian-law-mcp-servermcp · back-endEnables AI assistants to search and retrieve Austrian federal legislation, provisions, case law, and EU implementation data with verbatim source…1 forkNo one-command install · Source
267423.374network-monitor-mcp-servermcp · back-endProvides network monitoring capabilities including real-time latency measurement, ping sweeps, and subnet scanning via MCP tools, with a companion web…1 forkNo one-command install · Source
267523.374ai-homedesign-mcp-servermcp · back-endOpen-source MCP server for AI virtual staging and real-estate photography editing. It turns the AI HomeDesign photo API into natural-language tools…1 forkNo one-command install · Source
267623.374gud-api-mcp-servermcp · back-endEnables AI agents to create, run, and save API requests and collections as local Gud API files, which are git-committable and viewable in VS…1 forkNo one-command install · Source
267723.374prest-mcp-adaptermcp · back-endBridges MCP clients that require stdio to a running pREST HTTP MCP endpoint, enabling database interaction via natural language.1 forkNo one-command install · Source
267823.374verityscore-mcp-servermcp · back-endEnables GEO auditing and optimization for Shopify stores, including GEO score, AI readiness checks, and actionable recommendations.1 forkNo one-command install · Source
267923.374tlaloc-mcp-servermcp · back-endProvides AI assistants with live, authenticated access to official Mexican data sources including CURP, RFC, postal codes, phone numbers, SPEI…1 forkNo one-command install · Source
268023.374ainecto-mcpmcp · back-endAinecto MCP connector and CLI that proxies MCP protocol to Ainecto's remote endpoint, enabling tool listing, project management, and task operations…1 forkNo one-command install · Source
268123.374omniplan-mcp-servermcp · back-endEnables Claude to read and analyze project schedule files in OmniPlan (.oplx) and Microsoft Project (.mpp) formats, answering questions about tasks…1 forkNo one-command install · Source
268223.374mcp-bash-servermcp · back-endEnables running shell commands on the local machine via MCP, using bash.1 forkNo one-command install · Source
268323.374woow-odoo-mcp-servermcp · back-endA production-ready admin bundle for Odoo MCP Server deployments, providing a web GUI to configure Odoo connections, manage MCP tools, rotate tokens…1 forkNo one-command install · Source
268423.374mcp-signwellmcp · back-endModel Context Protocol server that orchestrates SignWell's e-signature workflows — create, send, track, and manage documents and templates.1 forkNo one-command install · Source
268523.374whu-mcp-servermcp · back-end武汉大学校园服务 MCP 服务器,提供图书馆座位、课表、成绩、考试、天气等工具,通过 SSE 协议供 Claude Code 远程调用。1 forkNo one-command install · Source
268623.374redash-mcp-2mcp · back-endModel Context Protocol (MCP) server for Redash - manage queries, dashboards, and visualizations through AI assistants like Claude.1 forkNo one-command install · Source
268723.374microsoft-outlook-mcpmcp · back-endEnables AI assistants to manage Outlook mail, calendar, and contacts via Microsoft Graph API with secure device code authentication.1 forkNo one-command install · Source
268823.374hlido-mcpmcp · back-endIndependent trust scores, claim audits, and side-by-side comparisons for AI agents, queryable over MCP. Every verdict is backed by hands-on testing…1 forkNo one-command install · Source
268923.374glygen-mcp-servermcp · back-endMCP server that enables querying GlyGen for summaries of proteins, glycans, sites, biomarkers, and diseases.1 forkNo one-command install · Source
269023.374copper-crm-mcp-servermcp · back-endEnables AI agents to read and manage Copper CRM data, including searching people, companies, and opportunities, listing pipelines, and logging…1 forkNo one-command install · Source
269123.374ssh-mcp-servermcp · back-endEnables remote Linux server management via SSH, allowing command execution and system administration through natural language.1 forkNo one-command install · Source
269223.374iconfont-mcp-servermcp · back-endEnables AI assistants to search and download SVG icons from iconfont.cn, with support for style filtering and automatic login.1 forkNo one-command install · Source
269323.374alterios-mcpmcp · back-endA production-ready MCP server for inventory and interaction with Alterios/LIMS instances, enabling project listing, readonly data queries via REST and…1 forkNo one-command install · Source
269423.374frankencoin-mcp-servermcp · back-endReal-time access to Frankencoin (ZCHF) protocol data including supply, prices, peg health, savings, minting positions, liquidation challenges…1 forkNo one-command install · Source
269523.374ingress2gateway-aws-mcpmcp · back-endEnables conversion of Nginx Ingress resources to AWS Gateway API (ALB/NLB) YAML through a conversational interface, with validation and migration…1 forkNo one-command install · Source
269623.374rally-mcp-servermcp · back-endEnables AI assistants to retrieve Rally work items by FormattedID using HTTP Basic Authentication.1 forkNo one-command install · Source
269723.374statistics-query-and-verification-mcpmcp · back-endMCP server for answering questions about official statistics from a single publication URL, with tools to check query scope, retrieve overview, text…1 forkNo one-command install · Source
269823.374hoodr-mcp-servermcp · back-endEnables AI agents to trade tokenized stocks (e.g., NVDA, TSLA) on Robinhood Chain via MCP, with non-custodial keys and spending caps.1 forkNo one-command install · Source
269923.374db3-atlassian-mcpmcp · back-endLightweight MCP server for Jira, Confluence, and Bitbucket — read, create, and update from your AI IDE.1 forkNo one-command install · Source
270023.374mdia-feegow-mcpmcp · back-endExposes the Feegow clinic management API as MCP tools for agents, enabling scheduling, patient management, and more via natural language.1 forkNo 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.

Leaderboard · Armory