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

RankScoreComponentDescriptionEvidenceLast commitInstall
310129.013socialapismcp · back-endUnified API for extracting data from Facebook, Instagram, TikTok, and other social platforms at scale.1 star · 1 forkNo one-command install · Source
310229.013multi-agent-mcp-servermcp · back-endProvides 7 tools for weather (geocoding, current conditions) and country data (capital, currency, population, dial code, flag) via Open-Meteo and…1 star · 1 forkNo one-command install · Source
310329.013microsoft-graph-mcp-servermcp · back-endEnables AI assistants to interact with Microsoft 365 services (users, mail, calendar, files) via Microsoft Graph API.1 star · 1 forkNo one-command install · Source
310429.013tresor4k-macalc-mcpmcp · back-endThe most comprehensive everyday calculator MCP server — 501 tools, 22 categories, 8 countries' tax systems (FR, BE, CH, CA, US, UK, MA, SN). Finance…1 star · 1 forkNo one-command install · Source
310529.013tweekit-mcp-servermcp · back-endUniversal media ingestion and transformation service for AI workflows that converts over 400 file types into AI-compatible formats.1 star · 1 forkNo one-command install · Source
310629.013pdns-mcp-servermcp · back-endMCP server for managing PowerDNS DNS records through the PowerDNS-Admin API. Supports listing zones, getting zone details, and creating, updating…1 star · 1 forkNo one-command install · Source
310729.013datacenter-mcp-servermcp · back-endProvides professional-grade data center engineering calculations including cooling, power, GPU thermal optimization, UPS/battery sizing, tier…1 star · 1 forkNo one-command install · Source
310829.013mem0-mcp-2mcp · back-endA server that wraps a self-hosted mem0 REST API as MCP tools for Claude Desktop and Claude Code, enabling memory operations such as adding, searching…1 star · 1 forkNo one-command install · Source
310929.013ignition-mcpmcp · back-endMCP server for Inductive Automation Ignition, enabling AI assistants to browse and write tags, query history and alarms, manage projects, and deploy…1 star · 1 forkNo one-command install · Source
311029.013erp-mcpmcp · back-endExposes ERP data (production orders, inventory, BOM, customers) to any MCP client through a backend-neutral interface, with a mock backend for…1 star · 1 forkNo one-command install · Source
311129.013italian-law-mcpmcp · back-endMCP server for Italian law – indexes statutes from Normattiva such as Codice Civile, Codice Penale, and more, with EU implementation mapping.1 star · 1 forkNo one-command install · Source
311229.013fortra-fim-mcpmcp · back-endMCP server for interacting with Tripwire Enterprise REST API, enabling file integrity monitoring workflows such as node management, policy tests…1 star · 1 forkNo one-command install · Source
311329.013carddav-mcpmcp · back-endA CardDAV MCP server that exposes contacts and address books as tools for AI assistants.1 star · 1 forkNo one-command install · Source
311429.013kommo-mcpmcp · back-endSelf-hosted MCP server that connects AI assistants to Kommo CRM (API v4), enabling real-time CRM actions such as creating/managing leads, tasks…1 star · 1 forkNo one-command install · Source
311529.013enrow-mcp-servermcp · back-endEnables AI assistants to find and verify professional emails and phone numbers via the Enrow API.1 star · 1 forkNo one-command install · Source
311629.013connectmegurumcp · back-endAn official MCP server for ConnectMeGuru to search active travel eSIM packages, apply discount coupons, check wallet balance, and purchase eSIM plans…1 star · 1 forkNo one-command install · Source
311729.013xiaoya-teacher-mcp-servermcp · back-end专为教师设计的小雅智能教学平台教育管理MCP服务器,集成课程资源管理、题目创建、试卷配置、班级查询、签到统计、任务测验与批阅等功能。1 star · 1 forkNo one-command install · Source
311829.013peterbeck111-knowledgelib-iomcp · back-endSearch 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report…1 star · 1 forkNo one-command install · Source
311929.013lark-agentcore-gateway-interceptor-mcp-servermcp · back-endEnables Bedrock agents to act as a Lark user, performing document operations (list, create, edit, delete) and identity verification via Lark's REST…1 star · 1 forkNo one-command install · Source
312029.013pixio-mcpmcp · back-endAn MCP server providing access to 554+ generative AI models with spend safety guardrails, enabling text-to-image, image-to-video, and more through a…1 star · 1 forkNo one-command install · Source
312129.013ghl-internal-climcp · back-endEnables AI agents to interact with GoHighLevel's internal v2 API, managing Agent Studio, Voice AI, and Knowledge Base features through natural…1 star · 1 forkNo one-command install · Source
312229.013sorftime-mcp-servermcp · back-endRemote MCP server for read-only Sorftime Enterprise API access, enabling product, category, and keyword data queries with per-user JWT authentication…1 star · 1 forkNo one-command install · Source
312329.013mcp-camptocampmcp · back-endExposes the Camptocamp.org API to LLMs, enabling querying of alpine routes, summit altitudes, and course descriptions with reliable data to avoid…1 star · 1 forkNo one-command install · Source
312429.013xiaozhi-mcphubmcp · back-endMulti-user MCP server with user isolation, permissions, resource sharing, and an admin console for managing MCP tools across users.1 star · 1 forkNo one-command install · Source
312529.013handoffosmcp · back-endAn enterprise workflow intelligence MCP server that reconstructs events into live workflow state, detects bottlenecks with deterministic rules, and…1 star · 1 forkNo one-command install · Source
312629.013mcp-firestoredbmcp · back-endA comprehensive MCP server for Google Cloud Firestore database operations, providing tools for document management, batch processing, collection…1 star · 1 forkNo one-command install · Source
312729.013splitwise-mcp-server-2mcp · back-endA standalone MCP server that provides complete access to the Splitwise API, enabling natural language management of expenses, groups, friends, and…1 star · 1 forkNo one-command install · Source
312829.013bridgemcpmcp · back-endA Python framework for building MCP servers that makes it simple to expose application data and actions to AI clients like Claude Desktop, Cursor, and…1 star · 1 forkNo one-command install · Source
312929.013atlaspi-mcpmcp · back-endHistorical geography for AI agents: 1,000+ polities with real GeoJSON borders, dynastic succession chains, events, cities and trade routes from 4500…1 star · 1 forkNo one-command install · Source
313029.013windirstat-mcp-servermcp · back-endEnables real-time Windows storage analysis, deep folder scanning, safety tiering, and protected cleanup operations through natural language.1 star · 1 forkNo one-command install · Source
313129.013euiccbridgemcp · back-endEnables management of eSIM profiles, SMS, and cellular modem diagnostics on Linux through a CLI and MCP server with safety defaults.1 star · 1 forkNo one-command install · Source
313229.013defluffmcp · back-endDeterministic fluff detector for AI-generated prose. No model, no API key.1 star · 1 forkNo one-command install · Source
313329.013ghl-commandmcp · back-endGoHighLevel MCP server for Claude. 212 tools across 43 modules, including the only programmatic GHL workflow builder (private API…1 star · 1 forkNo one-command install · Source
313429.013auxmcp · back-endAn MCP server that turns your AI into a Spotify DJ, enabling mood-based playback, auto-DJ, party rooms, and playlist roasting.1 star · 1 forkNo one-command install · Source
313529.013omniology-mcp-servermcp · back-endEnables AI agents to participate in Solana mainnet contests judged by AI, with tools for registration, entry submission, and payout tracking, earning…1 star · 1 forkNo one-command install · Source
313629.013india-market-mcpmcp · back-endComprehensive MCP server for Indian stock market with 60 tools covering NSE/BSE, derivatives, mutual funds, technicals, and more, requiring no API…1 star · 1 forkNo one-command install · Source
313729.013azure-mcp-blueprintmcp · back-endDeploys a Model Context Protocol (MCP) server on Azure with industry-specific templates, sample data, and pre-configured tools for AI agents to query…1 star · 1 forkNo one-command install · Source
313829.013gowin-mcpmcp · back-endAn MCP server that turns Gowin EDA build reports into structured data.1 star · 1 forkNo one-command install · Source
313929.013abm-dev-mcp-servermcp · back-endAccount-based marketing enrichment for AI agents. Enriches people and companies from email, LinkedIn URL, or domain with cited multi-source fields.1 star · 1 forkNo one-command install · Source
314029.013fivem-mcpmcp · back-endA focused MCP server for FiveM teams to scaffold resources, generate NUI templates, and perform safe file edits.1 star · 1 forkNo one-command install · Source
314129.013aol-mail-mcp-servermcp · back-endEnables reading, searching, sending, and managing AOL Mail emails and folders via natural language, compatible with VS Code Copilot and Claude…1 star · 1 forkNo one-command install · Source
314229.013iikocloud-mcpmcp · back-endMCP server that exposes 236 iikoCloud API methods across 22 domains as configurable tools, supporting multi-tenancy with credentials passed through…1 star · 1 forkNo one-command install · Source
314329.013mcp-gscmcp · back-endMCP server for Google Search Console, enabling querying search analytics, URL inspection, sitemap management, and more via natural language.1 star · 1 forkNo one-command install · Source
314429.013sattva-dokploy-mcpmcp · back-endMCP server for Dokploy that dynamically generates 420+ tools from the Dokploy OpenAPI spec, enabling deployment, management, and monitoring of…1 star · 1 forkNo one-command install · Source
314529.013docker-telethon-plusmcp · back-endExposes a Telegram user account via MCP, enabling AI agents to send, read, and manage messages, chats, and media using full MTProto access through…1 star · 1 forkNo one-command install · Source
314629.013weeek-mcp-smartmcp · back-endWEEEK MCP server that allows creating, reading, updating, moving, and completing tasks using names instead of IDs for projects, columns, and…1 star · 1 forkNo one-command install · Source
314729.013airtest-mcpmcp · back-endA local Model Context Protocol server that enables MCP clients to control Android, iOS, and Windows devices through AirtestIDE, supporting device…1 star · 1 forkNo one-command install · Source
314829.013prg-mcpmcp · back-endEnables interaction with the Polish National Register of Borders (PRG) data, currently providing health status monitoring and a server skeleton for…1 star · 1 forkNo one-command install · Source
314929.013ssas-mcp-servermcp · back-endA read-only MCP server for querying SQL Server Analysis Services (multidimensional cubes via MDX and tabular models via DAX) using Windows Integrated…1 star · 1 forkNo one-command install · Source
315029.013tebra-mcp-servermcp · back-endMCP server for Tebra practice management that gives AI agents access to 45 tools for patients, appointments, billing, documents, and clinical data via…1 star · 1 forkNo one-command install · Source
315129.013jamesrosing-tebramcp · back-endConnects AI agents to Tebra practice management with SOAP and FHIR APIs.1 star · 1 forkNo one-command install · Source
315229.013davinci-mcp-servermcp · back-endEnables AI assistants to manage and troubleshoot PingOne DaVinci identity orchestration flows, applications, connectors, variables, and forms through…1 star · 1 forkNo one-command install · Source
315329.013xmlriver-mcpmcp · back-endMCP server for XMLRiver enabling Google and Yandex SERP parsing, Yandex Wordstat keyword frequency, indexing checks, and account operations.1 star · 1 forkNo one-command install · Source
315429.013fossa-mcpmcp · back-endEnables AI assistants to inspect FOSSA organizations and answer software composition analysis questions through a read-only MCP server.1 star · 1 forkNo one-command install · Source
315529.013mcpcloudmcp · back-endA self-hosted MCP gateway that lets you write Python functions and register them as skills to be used as tools by any MCP-compatible client like…1 star · 1 forkNo one-command install · Source
315629.013primermcp · back-endAn MCP server that provides an open, local-first record of a child's learning, enabling an AI tutor to read, teach from, and update the child's…1 star · 1 forkNo one-command install · Source
315729.013marketplace-search-mcpmcp · back-endMCP server that searches Facebook Marketplace and Craigslist for items for sale, returning structured JSON listings with filtering, deduplication, and…1 star · 1 forkNo one-command install · Source
315829.013junobuild-mcp-servermcp · back-endManage satellites, hosting, serverless functions, changes and more through any MCP-compatible client. Includes a built-in documentation tool to access…1 star · 1 forkNo one-command install · Source
315929.013live-ketcher-mcpmcp · back-endMCP server that connects AI assistants to a live Ketcher window, the open-source web-based chemical structure editor. Draw, edit, and organize…1 star · 1 forkNo one-command install · Source
316029.013mdmcpmcp · back-endTurns Markdown files into local MCP servers, enabling users to define and run tools using simple Markdown syntax with zero dependencies.1 star · 1 forkNo one-command install · Source
316129.013splits-mcp-servermcp · back-endEnables managing Splits transactions, accounts, signers, and authentication through natural language or AI assistants.1 star · 1 forkNo one-command install · Source
316229.013parentsquare-mcp-2mcp · back-endA local MCP server for reading ParentSquare data (feeds, calendar, messages, directory, groups, and more) using undocumented internal APIs. It enables…1 star · 1 forkNo one-command install · Source
316329.013zelosleone-hevymcp · back-endIntegrates with the Hevy fitness API to manage workouts, routines, exercise templates, and exercise history.1 star · 1 forkNo one-command install · Source
316429.013mcp-isapmcp · back-endMCP server for Polish legislation (ISAP / Sejm) — search acts (Dz.U., M.P.) and fetch full texts with ELI identifiers and verifiable citations.1 star · 1 forkNo one-command install · Source
316529.013hong-kong-government-development-geography-and-land-information-mcp-servermcp · back-endProvides access to government development, geography and land information data through a FastMCP interface, including data on new building plans…1 star · 1 forkNo one-command install · Source
316629.013hong-kong-community-and-social-welfare-mcp-servermcp · back-endEnables querying of Hong Kong government data on elderly community care services, such as waiting times and applicant counts.1 star · 1 forkNo one-command install · Source
316729.013hong-kong-government-security-incident-mcp-servermcp · back-endEnables users to retrieve Hong Kong government security incident reports from the Digital Policy Office. Provides a FastMCP interface for querying the…1 star · 1 forkNo one-command install · Source
316829.013hong-kong-government-environment-mcp-servermcp · back-endProvides access to Hong Kong government environment data, including the current Air Quality Health Index (AQHI) from monitoring stations across Hong…1 star · 1 forkNo one-command install · Source
316929.013hong-kong-food-data-mcp-servermcp · back-endProvides access to Hong Kong food data, including wholesale food prices, through a FastMCP interface.1 star · 1 forkNo one-command install · Source
317029.013hk-misc-mcp-servermcp · back-endProvides access to Hong Kong government auction data for confiscated, used/surplus, and unclaimed items via a FastMCP interface.1 star · 1 forkNo one-command install · Source
317129.013jimothysnicket-gemini-imagemcp · back-endGenerate and edit images using the Google Gemini API.1 star · 1 forkNo one-command install · Source
317229.013gemini-image-mcpmcp · back-endMCP server for Google Gemini image generation, editing, and processing, with two tools and no bloat.1 star · 1 forkNo one-command install · Source
317329.013universal-ai-hubmcp · back-endA secure multi-LLM gateway with dual REST and MCP interfaces, enabling tool-gated access to AI providers and web search with structural sandboxing.1 star · 1 forkNo one-command install · Source
317429.013apidog-tests-mcpmcp · back-endMCP server for managing Apidog test cases, scenarios, suites, and test data, providing full read/write access to Apidog's test management features.1 star · 1 forkNo one-command install · Source
317529.013acabala-apidog-testsmcp · back-endManage Apidog test cases, scenarios, suites, and test data from AI agents.1 star · 1 forkNo one-command install · Source
317629.013moengage-mcpmcp · back-endMCP server for MoEngage marketing platform, exposing campaign and email-template tools with full campaign targeting filter tree via API-key auth.1 star · 1 forkNo one-command install · Source
317729.013fast-odoo-mcpmcp · back-endAn MCP server that enables AI assistants to interact with Odoo ERP systems, allowing natural language access to business data, CRUD operations, and…1 star · 1 forkNo one-command install · Source
317829.013deepseek-harness-codex-bridgemcp · back-endThis MCP server enables Codex to delegate bounded subtasks to DeepSeek Harness through MCP, with persistent JSON mailbox messaging and proactive task…1 star · 1 forkNo one-command install · Source
317929.013vid-factory-convertagentmcp · back-endFile conversion engine available as CLI, REST API, and MCP server for transforming documents, images, and media between formats.1 star · 1 forkNo one-command install · Source
318029.013convertagentmcp · back-endFile conversion built for AI agents. CLI, REST API, and MCP server — all sharing one engine.1 star · 1 forkNo one-command install · Source
318129.013little-green-light-mcp-servermcp · back-endEnables AI assistants to securely interact with the Little Green Light CRM database for tasks like searching constituents, logging gifts, managing…1 star · 1 forkNo one-command install · Source
318229.013fundos-mcpmcp · back-endAI-native MCP server for fund managers — deal pipeline, LP management, covenant monitoring, VDR document intelligence, fund accounting (K-1…1 star · 1 forkNo one-command install · Source
318329.013thermal-mcp-servermcp · back-endA physics engine for liquid-cooled GPU systems, exposed as an AI-callable MCP server. Enables thermal analysis, coolant comparison, flow optimization…1 star · 1 forkNo one-command install · Source
318429.013cnghockey-sats4ai-mcp-servermcp · back-endPermissionless communication supercharger for AI agents — phone calls, SMS, fax, translation (119 languages), text-to-speech, audiobook generation…1 star · 1 forkNo one-command install · Source
318529.013icpquery-mcpmcp · back-endMCP server for querying ICP filing information and illegal blacklist data for websites, apps, mini-programs, and quick apps.1 star · 1 forkNo one-command install · Source
318629.013social0-mcpmcp · back-endMCP server to manage social media accounts from AI assistants, enabling post creation, scheduling, publishing, and media uploads across multiple…1 star · 1 forkNo one-command install · Source
318729.013gh-asume21-webearmcp · back-endCapture and analyze live Web Audio API output from running web applications.1 star · 1 forkNo one-command install · Source
318829.013theyahia-yandex-metrikamcp · back-endIntegrates with Yandex.Metrika analytics API for counters, reports, visitor stats, and traffic source analysis.1 star · 1 forkNo one-command install · Source
318929.013timesheet-mcp-servermcp · back-endEnables natural language control of the Timesheet API for timer management, task tracking, and project management through MCP tools.1 star · 1 forkNo one-command install · Source
319029.013bitbucket-mcp-2mcp · back-endA Model Context Protocol server for Bitbucket Cloud that lets agents read pull request diffs, comments, and pipeline logs, as well as write PR…1 star · 1 forkNo one-command install · Source
319129.013slsk-mcpmcp · back-endAn MCP server that enables AI assistants to log into Soulseek, search the network, and download files through simple tool calls.1 star · 1 forkNo one-command install · Source
319229.013secrets-audit-mcpmcp · back-endDetects leaked credentials in source code with tools to scan text, files, and directories for API keys, tokens, and private keys across 30+ providers.1 star · 1 forkNo one-command install · Source
319329.013tokenguard-mcpmcp · back-endMCP server providing 10 crypto/DeFi data tools (prices, gas, Fear & Greed, TVL, etc.) with no API keys required.1 star · 1 forkNo one-command install · Source
319429.013io-github-engr-faizanali-text-to-speechmcp · back-endText-to-speech MCP server that enables AI assistants to read text aloud on the user's computer using Windows SAPI, with no API key or cloud service…1 star · 1 forkNo one-command install · Source
319529.013apptics-mcp-servermcp · back-endProvides tools to query Zoho Apptics analytics data (crashes, devices, etc.) and automate iOS SDK integration into Xcode projects.1 star · 1 forkNo one-command install · Source
319629.013aliyun-rds-supabase-mcp-servermcp · back-endMCP server for Supabase instances running on Aliyun RDS, enabling AI assistants to interact with your Supabase instance hosted on Aliyun cloud…1 star · 1 forkNo one-command install · Source
319729.013controld-mcpmcp · back-endA local MCP server for safely managing Control D DNS by conversation, enabling inspection of profiles and endpoints, diagnosing blocked queries, and…1 star · 1 forkNo one-command install · Source
319829.013devhubmcp · back-endSelf-hosted operational dashboard and MCP server that catalogs runnable services and their operational context, offering a read-only MCP endpoint to…1 star · 1 forkNo one-command install · Source
319929.013mcp-yandex-directmcp · back-endEnables managing Yandex Direct PPC campaigns, ad groups, ads, and keywords, plus pulling performance statistics via the Yandex Direct API v5.1 star · 1 forkNo one-command install · Source
320029.013cyanheads-pentest-mcp-servermcp · back-endOffline methodology engine and payload workshop for authorized penetration testing, CTF, security research, and education via MCP.1 star · 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